[HN Gopher] A petabyte of health insurance prices per month
       ___________________________________________________________________
        
       A petabyte of health insurance prices per month
        
       Author : ageitgey
       Score  : 178 points
       Date   : 2023-07-11 18:36 UTC (4 hours ago)
        
 (HTM) web link (blog.turquoise.health)
 (TXT) w3m dump (blog.turquoise.health)
        
       | FireBeyond wrote:
       | I used to work for a company that writes claims benefit
       | management software. This:
       | 
       | > Notice how every item has a price that requires external
       | information to understand:
       | 
       | > Per diem rates are paid for each day a patient is in the
       | hospital. We need to know how long the patient will be in the
       | hospital to know the total amount. > Rates for Cardiac Studies
       | require knowing the price the hospital will bill in the future.
       | The rate is essentially "44.8% of another unknown price," which
       | isn't terribly helpful to a patient. > Radiology rates are based
       | on an external price list that has to be looked up in an entirely
       | different database. External rate lists are very common in health
       | insurance but are not helpful unless you have access to the
       | latest price list and can do the math yourself.
       | 
       | is where they stood out from their competitors, who typically had
       | huge, and very wide database tables to capture this, but my ex-
       | employer had written a DSL that allowed billing rules to be
       | described with lookups and logic.
        
         | paulddraper wrote:
         | I'm curious...who was that company?
        
         | redandblack wrote:
         | Will LLMs eventually help with this - will be great if it can
         | create structured data out of this to learn/classify
        
           | yetanotherloss wrote:
           | Why build LLMs when the problem does not need to exist in the
           | first place. The rest of the civilized world does not need
           | LLMs to solve this because they didn't build this dumpster
           | fire in the first place.
        
       | 6510 wrote:
       | I always find it amusing what excuses people come/came up with
       | when they hate on new ideas or inventions. Usually a few decades
       | into the project/revolution the real issues appear. No one would
       | have argued against computers back in the day because it will
       | cause petabytes worth of important nonsense. It would have
       | sounded unbelievable.
        
       | carabiner wrote:
       | Gotta wonder how other countries with functional healthcare store
       | and calculate pricing. There has to be a better way. This looks
       | like denormalizing a huge number of small tables such that the
       | resulting list of prices is like n^n growth for any possible
       | addition.
        
         | ageitgey wrote:
         | In England, the procedure costs for the entire healthcare
         | system fit in one Excel sheet:
         | https://www.england.nhs.uk/costing-in-the-nhs/national-cost-...
        
         | pc86 wrote:
         | That's exactly what it is, because as another comment pointed
         | out the legislation currently doesn't allow them to just
         | publish a [human,machine]-readable rules engine for calculating
         | price, so they must publish this asinine amount of data every
         | month in perpetuity until someone who's taken a math class in
         | the last 70 years ends up in Congress.
        
           | cool_dude85 wrote:
           | This does seem to be machine readable, but inefficient. Given
           | the fight the insurers have put up about publishing this, I
           | would expect any allowance of "rules engine" to allow them
           | not to publish anything, or to just play the same game again.
           | 
           | For instance, my "rules engine" is to look up the price
           | contained in my db table (proprietary, of course) and
           | multiply by another record in a different table. Or if a
           | court forces us to provide both tables, we find that the
           | structure is similarly unusable as this one. So best case is
           | to get the same garbage.
           | 
           | Basically, I'd rather force them to be as explicit as
           | possible, even if it's difficult to sort through, than to
           | allow a loophole that might allow them to not publish prices.
        
             | webstrand wrote:
             | The rules engine could even be turning complete, even if it
             | didn't need access to another data source.
        
         | m0llusk wrote:
         | Oddly enough, despite all the problems in Communist Cuba, they
         | have been able to keep much of a modern health care system
         | going with absolute minimum resources. It appears that
         | empowering doctors to make decisions is a big part of that.
         | Controversial to be sure, but also interesting if only for the
         | extreme scale of contrast.
        
       | Reptur wrote:
       | They're using information overload tactic. This approach
       | leverages a psychological principle that suggests when people are
       | given too many choices or too much information, they can become
       | overwhelmed and struggle to make decisions. The point is to
       | overwhelm, the consumer, the people trying to fix this system
       | etc.
        
         | karaterobot wrote:
         | What? No. This isn't user facing. And they are following a
         | schema created as a result of regulation. It sounds like the
         | schema sucks. It sucks because it implies a lot of redundancy,
         | and _allows_ you to remove some of that redundancy, but does
         | not _require_ it, resulting in a foreseeable and unfortunate
         | amount of redundancy.
        
         | NoMoreNicksLeft wrote:
         | A simpler and more rational explanation, is that they're trying
         | to overwhelm the adversary.
         | 
         | The insurance company, its claims department. If you can't ever
         | compare two medical treatments because they're never similar,
         | let along identical, then any price at all might be attached to
         | these.
         | 
         | The consumer hands over a laminated card and says "I have
         | insurance". No one's overwhelming him. He's not even really a
         | party to the transaction. Not until the insurance company
         | denies the claim, at least.
        
           | lotsofpulp wrote:
           | An even more rational explanation is that the human body is
           | one of the most complex machines there is, and we barely have
           | an understanding of it. Those who do have some understanding
           | of it spend decades learning about it, and so a layperson
           | will simply never have the expertise to make informed
           | purchasing decisions.
           | 
           | That is why the insurance company (ideally) can serve as an
           | informed agent (employing doctors and pharmacists), who
           | (ideally) will more often than not know what is and is not
           | worth paying for.
        
       | yardie wrote:
       | Medical billing coder is one of the most bullshitiest of bullshit
       | jobs. Even when I was chatting with a coder a while back and she
       | was explaining to me, a programmer, her job. And in the back of
       | my mind I'm thinking, "I'm sorry, but why does this job exist?" I
       | guess in the government's battle against medical fraud they have
       | created a convoluted system that is even easier to defraud.
        
       | Buttons840 wrote:
       | Companies are going to grow around this data. An entire
       | _industry_ might grow around this data, and it will be an
       | industry that I support every time I pay an insanely high
       | insurance premium or medical bill.
       | 
       | 15% of our workers are in the medical system [0], and this
       | doesn't even include the surrounding insurance industries or
       | pharma industries (I think). Someone has to pay all these people,
       | and that someone is me when I pay high insurance premiums and
       | high medical bills.
       | 
       | I'm picturing a satirical 40s style poster that shows the doctor
       | putting a bandaid on Timmy's knee, and then mom doing her
       | patriotic duty and writing out a $1000 check. The poster then
       | shows that the $1000 supports medical coders who know all the
       | codes for duck attacks, and the pharma advertisers who one-up
       | even Broadway and Hollywood with their 90-second advertisements,
       | and the people who reassemble the poorly organized data this
       | article talks about, and--oh yeah, there's a few bucks left for
       | the doctor too.
       | 
       | I used to work at a company that does background checks on
       | doctors. We'd gather data from all 50 states, all of it in
       | different formats, all of it a pain to work with. Hundreds of
       | people were involved in this process, all of us ultimately paid
       | through high hospital bills (hospitals were our customers). With
       | the right regulation, we all could have been replaced with a 50
       | line Python script.
       | 
       | Ultimately, if we're going to build a medical system that takes
       | 15% to 20% of our workers to run, then we're going to have to pay
       | for that. The problem is that "let's make the industry more
       | efficient and put a lot of people out of work" is not politically
       | popular.
       | 
       | [0]: https://www.census.gov/library/stories/2021/04/who-are-
       | our-h...
        
         | Wojtkie wrote:
         | [dead]
        
         | elcritch wrote:
         | There's a similar issue in academia. Tuition costs have risen
         | far faster than inflaction but the number of professors per
         | student is roughly similar. Where does all the extra go?
         | Administrators and bureaucracy!
        
           | lesuorac wrote:
           | I mean based on all the numbers provided it could have also
           | go into
           | 
           | - Construction costs of smaller classrooms
           | 
           | - Advanced labs
           | 
           | - Land Taxes
           | 
           | ---
           | 
           | But also if the number of students & teachers has increased
           | at a proportional rate then tuition would be expected to
           | increase to cover the more administrators required to
           | administrate the increased staff.
        
           | secabeen wrote:
           | There's two things here. First, payment for the cost of
           | education has two major parts: tuition, and state allocations
           | to higher ed. When tuition goes up, it can mean that
           | education costs have risen, that state allocations have gone
           | down, or both. Although there have been some understandable
           | increases in the cost of education, the main driver in the
           | increase in the nameplate tuition is the decreases in state
           | allocations. https://fivethirtyeight.com/features/fancy-
           | dorms-arent-the-m...
           | 
           | Second, the nameplate tuition number that looks to have risen
           | is not even the amount that most students pay, as most
           | students get financial aid. The correct number to judge
           | whether tuition has gone up is the Net tuition number. Most
           | reports of the net tuition number show that it has gone up
           | much much less than the nameplate number, but it's also not
           | public in the same way. If we had an anonymized national
           | database of net tuition paid by all students receiving any
           | amount of a federal financial aid, it would go a long way
           | towards improving the quality of the discussion around higher
           | education costs.
        
       | FollowingTheDao wrote:
       | They are making it impossible to handle the data so everyone
       | gives up trying so they can go on screwing people over.
        
         | omnicognate wrote:
         | Hanlon's razor maybe applies. I have no way to know if they're
         | trying to do what you say, but the article explains what's
         | going on and it's not hard to see how a flawed schema and
         | implementors going by the letter and not putting any effort
         | into minimising the data volumes could result in this without
         | any malice. Any individual company is presumably producing a
         | fraction of the petabyte total and people are as astonishingly
         | lazy with data sizes now as computers are astonishingly capable
         | of handling them. I'm routinely seeing multi-gigabyte
         | _executables_ these days (don 't get me started).
         | 
         | Also the article says the schema is published in github and CMS
         | is responsive to feedback on it, so things will hopefully
         | improve.
         | 
         | I thought this was a really good article. I wasn't expecting to
         | read all the way through a blog about something that doesn't
         | affect me in the slightest but I did.
        
         | ceejayoz wrote:
         | /r/MaliciousCompliance, in other words.
        
           | birdman3131 wrote:
           | Not the same article but it has come up on here at least one
           | other time with a lively discussion. Can't find it off hand
           | though.
        
           | jaysinn_420 wrote:
           | !maliciouscompliance@lemmy.world for the post-Reddit
           | fediverse
        
         | searine wrote:
         | Hanlon's razor. Never attribute to malice what can be explained
         | by stupidity.
         | 
         | The US healthcare system is a mess, but I don't think it's
         | intentionally malicious. It is just a mash of a thousand
         | different systems, creating one big stupid system.
        
           | coding123 wrote:
           | I don't think the billing system is malicious. But at the end
           | of the day, each "provider" is given incentives to bill. They
           | get promotions based on this. So the maliciousness is a
           | distributed system that does not get codified at all.
           | 
           | It's the exact same thing as cops getting incentives for
           | speeding tickets. Then you start getting more speeding
           | tickets for 5 over instead of 10 over.
        
           | leetcodesucks wrote:
           | [dead]
        
           | micromacrofoot wrote:
           | It's absolutely intentionally malicious, despite the
           | individual employees not having much say... have you ever
           | tried to bounce between calls to get information for an
           | insurer from a hospital billing department? they can make
           | vogons look efficient
           | 
           | I've spent hours trying to get an estimate for a inpatient
           | surgery only to find out afterwards that the surgeon used a
           | different billing code than the billing department gave me
           | 
           | then the insurance company won't cover it because it's not
           | the billing code they cover, and the hospital won't change
           | the billing code
        
           | leetcodesucks wrote:
           | [dead]
        
           | FollowingTheDao wrote:
           | If it's stupidity, then I would assume they wouldn't be
           | making so much freaking money.
        
           | RhodesianHunter wrote:
           | A little of column A, a little of column B.
        
           | [deleted]
        
           | bigbillheck wrote:
           | I think there's plenty of malice in the system, for example
           | https://www.propublica.org/article/cigna-pxdx-medical-
           | health...
        
             | searine wrote:
             | I agree, but is the design of the system malicious? I don't
             | think so. It's just stupid, and exploited by malicious
             | people.
        
               | rqtwteye wrote:
               | There rarely are systems designed in a malicious way.
               | Most malicious systems slowly get shaped actors to their
               | advantage. In some cases (insider trading or corruption)
               | the government steps in and stops the abuse by laws and
               | regulation. In the healthcare system they aren't doing
               | this and are letting profit oriented players shape the
               | system.
        
           | calibas wrote:
           | They made a ridiculously complex and obscure system because
           | it was insanely profitable. It's not really stupidity or
           | maliciousness that's responsible, but simple greed.
        
             | ryandrake wrote:
             | Yea, we need a corollary to Hanlon: Never attribute to
             | malice OR stupidity that which can be explained by greed.
        
           | sdthionsdionoi wrote:
           | Even a stopped clock is right twice a day. Stupidity can't
           | explain why _everything_ is wrong. The American healthcare
           | system is so totally broken, and broken in ways which so
           | consistently benefit the rich at the expense of everyone
           | else, that I can 't see any way it could come about by
           | accident.
           | 
           | (Plus we have seen some of the corruption that goes on inside
           | insurance companies.)
        
           | burkaman wrote:
           | Never attribute to malice that which is _adequately_
           | explained by stupidity. In this case stupidity is not
           | adequate - obviously insurance companies know how to make
           | this data usable, otherwise they couldn 't exist. They have
           | just chosen not to make the public format usable.
        
         | chris_va wrote:
         | While the pitchfork argument may be appealing, the actual
         | article makes a convincing case that it's just combinatorial
         | expansion:
         | 
         | > As a result, the Transparency in Coverage rule requires
         | insurance companies to do the math for patients and, in most
         | cases, publish prices as dollar amounts. That's helpful for
         | patients, but it requires that a price be pre-calculated for
         | every possible service.
         | 
         | ... So, they could publish the rules engine instead of the
         | combinatorial expansion of all possible inputs, but it sounds
         | like the regulation did not specify that.
        
           | [deleted]
        
           | ramraj07 wrote:
           | I work with petabytes of data. A petabyte of text is an
           | insane amount of text. You need a billion X multiplication of
           | basic data. That's not just combinatrionics, it's deliberate
           | obfuscation.
        
             | abraae wrote:
             | 4 tables, each with 1k rows and one of them with a 1K text
             | column in it, joined together to give a cartesion product,
             | will give you a petabyte of data. So it doesn't sound
             | impossible (just absurd).
        
               | grumple wrote:
               | That's a very artificially bloated way of compounding the
               | data in memory with lots of data duplication. From
               | storing the example tables you used, you'd need to store
               | 62.5 million times that to get a petabyte of data. It's
               | an absurd amount of data.
        
         | samstave wrote:
         | I've been a designer for a number of hospitals (tech, and
         | physical, some systems) but never in the billing, however I can
         | attest that billing codes are complete BS (billing codes are
         | basically a number for the procedure/system/resources used such
         | that they can say 'Code 10 == $10,000" to simplify it...
         | 
         | Hospitals are usually 'health *groups*' and they work just the
         | same as insurance companies - they have actuaries that do all
         | the calc to determine what they CAN charge for a procedure, not
         | what its summary cost actually is...
         | 
         | When youre in a hospital GROUP you have more negotiating power
         | with the insurance companies - so the exact same procedure in
         | one group may be significantly different than what another
         | group charges you....
         | 
         | HOWEVER - and this is important, and they wont ever tell you
         | this - you can "haggle" with hospital billing departments...
         | NEVER pay a hospital bill once you receive it.
         | 
         | ALWAYS call and ask for more details about the bill, with a
         | line item receipt for every single action, drug, interaction
         | 'encounter' and you will generally see your bill reduced
         | significantly.
         | 
         | -
         | 
         | As example, I went to the ER with chest pains. waited 2 hours
         | for an MD to come see me, he didnt even touch me, take a BP,
         | EKG, etc - then 'prescribed' me some motrin (over the counter)
         | and then billed me $1,500 for a 4 minute interaction.
         | 
         | I refused to pay this and they tried to drop it to $900 - and I
         | told them, that if they can drop it from $1500 to $900 with
         | just me protesting, then they needed to pay me for the two
         | hours I waited to speak to the MD
         | 
         | They dropped the bill entirely.
         | 
         | Good Samaratin Hospital, Los Gatos CA.
        
         | caseyh wrote:
         | The standard is excessively verbose. Instead of being able to
         | represent a price of a range of procedure codes (as most of the
         | rules engines define it), you have to list every single code
         | individually when often the price is the same. How that
         | standard was set is probably an interesting questions.
        
         | talldatethrow wrote:
         | While there are huge problems, I think the majority of the
         | problem is people expect their health insurance plan to be like
         | a prepaid maintenance plan.
         | 
         | If you crash your car today without insurance, you understand
         | it won't be covered by getting insurance tomorrow.
         | 
         | Why people think they can finally get healthy "insurance" at 45
         | from company xyz, knowing they need this pill or that pill, and
         | expect the new insurance company to pay for it I will never
         | understand.
        
           | lotsofpulp wrote:
           | In the US, federal law requires the insurance company to
           | offer any applicant insurance coverage and pay for necessary
           | healthcare (after accounting for deductible/out of pocket
           | maximums).
           | 
           | https://www.healthcare.gov/how-plans-set-your-premiums
           | 
           | >Five factors can affect a plan's monthly premium: location,
           | age, tobacco use, plan category, and whether the plan covers
           | dependents.
           | 
           | > FYI Your health, medical history, or gender can't affect
           | your premium
           | 
           | https://www.healthcare.gov/appeal-insurance-company-
           | decision...
        
             | talldatethrow wrote:
             | I understand the law says so. My point is this makes no
             | sense as an "insurance". It's basically a service plan now.
        
               | lotsofpulp wrote:
               | Yes, health insurance as expected by people has never
               | made sense as "insurance".
               | 
               | Once an event goes from unlikely to likely, buying
               | insurance for it turns into simply prepaying an amortized
               | amount for future expenses. Not dissimilar to paying
               | taxes for road maintenance.
        
           | flangola7 wrote:
           | Why wouldn't they expect it? If they need that
           | medicine/treatment, they need it. If I don't have car
           | insurance my organs won't shut down and I won't die. If I
           | don't have medicine, they do and I will.
        
             | talldatethrow wrote:
             | If you need medicine to live, you should pay for it. If you
             | can't, the government should step in.
             | 
             | However, making me pay $400 a month for insurance in case I
             | need stitches next month because I have to subsidize your
             | medicine is annoying.
             | 
             | I want insurance in case something I don't know about goes
             | wrong. You want something you know you need.
        
               | flangola7 wrote:
               | Right, but the government doesn't step in. I've voted for
               | universal healthcare sorry supporting candidates at every
               | local, state, and federal election.
               | 
               | I'm sorry that my illness is "annoying" you, but your
               | anger is misplaced. Not that long ago I used to only have
               | insurance for stitches too.
        
               | talldatethrow wrote:
               | Your illness isn't annoying me. The fact that I need to
               | pay for it via my health insurance premiums is.
               | 
               | If we want to pay for it via government mandate, fine.
               | Raise taxes. That way during my lower earning years I
               | dont need to artificially pay for it through health
               | "insurance" that isn't really insurance.
        
       | peatmoss wrote:
       | It also feels like these codes are also closer to stated
       | preference data than revealed preference data. "Given this
       | permutation of factors, we'd choose to bill X, but insurance
       | companies dictated we actually paid Y."
       | 
       | Would be neat to see both kinds of rates with billing codes and
       | actual billed procedures. Guessing there aren't petabytes worth
       | of actual procedures either.
        
       | hospitalJail wrote:
       | The medical cartels need to be destroyed.
       | 
       | They are mathematically the most corrupt industry according to
       | open secrets all time lobbying data.
       | 
       | Physicians are the richest profession in the US, and limit their
       | supply by weaponizing the ACGME/AMA.
       | 
       | Hospitals/clinics make so much money. We own one, and while it
       | was slow to start, the profits are insane. Marketing is the
       | hardest thing, once a patient comes in the door (and they don't
       | have medicaid) its pure profit. Don't let anyone in healthcare
       | let you think margins are slim.
       | 
       | Pharma... we all know pharma.. (And pharmacists in 2023? Heck
       | ML/AI will always be better than trusting that a pharmacist is on
       | their game 100% of the time)
       | 
       | Insurance, I have no idea how they waste so much money and have
       | slim margins. Anyway they are weirdly allies most of the time
       | because they will adjust a $400 bill down to $125. But they also
       | suck with how expensive premiums are... again. what the heck is
       | going on with their slim margins? Maybe its their ultra fancy
       | buildings.
        
         | izzydata wrote:
         | Aren't there laws that require insurance companies and utility
         | companies to have specific margins? They could in theory just
         | print infinite money so they need to be reigned in by
         | governments.
        
           | paulddraper wrote:
           | Correct.
           | 
           | Insurance companies must pay 80% of all premiums directly to
           | reimbursement. The remaining 20% is for administration,
           | marketing, and profit.
           | 
           | But that's a control for premium prices...it doesn't really
           | say anything about the costs that doctors charge.
        
           | thedougd wrote:
           | Yes.
           | 
           | https://www.healthcare.gov/health-care-law-
           | protections/rate-....
        
             | jmole wrote:
             | So the only way to grow profits is by increasing the base
             | cost of service.
        
               | lotsofpulp wrote:
               | An insurance company can also increase the number of
               | customers.
        
             | amluto wrote:
             | And this is a _bad law_.
             | 
             | What do you think happens when a company has limited
             | margins? Hint: almost all companies try to make a profit
             | (which is fine). If the margins are unrestricted, the
             | company can cut costs to increase profit, which is a good
             | thing. If the margins are limited, the company must _raise
             | revenue_ to increase profit. For an insurance company (or a
             | utility, and California has exactly the same broken rule
             | for private utilities), this means raising rates or
             | premiums.
             | 
             | It gets worse. If an insurer raises rates, they are
             | required to spend 80% of that money! They are required to
             | be inefficient! If the insurer reduces their outflows by 5%
             | by doing a good job, they lose 5% of their profits by law.
             | So they are basically required to do a bad job.
        
               | hospitalJail wrote:
               | >they are required to spend 80% of that money
               | 
               | I know someone that worked for BCBS and they had the
               | nicest parking garage and a park on top of the building.
               | Always renovations being done. I believe they even bought
               | buildings nearby in the dense part of the city. I also
               | think this person talked about getting a bonus.
               | 
               | They had some high tech security along with low tech
               | security. It was pretty impressive at the time. 24/7
               | security, got to use their parking garage to for some
               | sports game on a sunday.
        
               | lotsofpulp wrote:
               | Or a competing insurer takes their customers by offering
               | lower premiums. There is a reason the health insurance
               | business earns anemic profit margins, even though they
               | can legally earn more.
        
               | efsavage wrote:
               | I don't think it's a _bad law_* as much as it's an
               | _incomplete law_. I don't know what the complete version
               | looks like, but it would include both customer cost
               | controls and reward innovation-based efficiency gains.
               | Alternatively, some places have taken the approach that
               | these are mutually exclusive and just generally removed
               | profit from the picture entirely by socializing it.
               | 
               | * Health care costs were growing out of control before
               | these laws, which seem to have slowed that trend short-
               | term but not long-term as the industry pivoted.
        
               | amluto wrote:
               | IMO the most effective consumer cost control is
               | competition. An actual, non-corrupt, free market where
               | customers are not locked in and there are more than just
               | a handful of providers generally results in low prices.
               | 
               | We do not have this in healthcare. Providers form cartels
               | - at least in Northern California, this is so bad that
               | the state AG is investigating (not very effectually) [0].
               | Customers generally can't even tell what a provider
               | charges, so there is no price competition. There aren't
               | many insurers, and they compete on so many
               | incomprehensible dimensions that customers can't usefully
               | choose. (And the most useful thing customers can look at
               | is the network, but see the above issue with provider
               | cartels.) Pharmacy benefits are highly corrupt and
               | incomprehensible.
               | 
               | [0] We have Sutter Health, UCSF, Stanford, and Kaiser.
               | There is very little in the way of independent providers
               | left. Sutter Health in particular has aggressively merged
               | with any available competition.
        
               | izzydata wrote:
               | Wouldn't a free market eventually lead to all these
               | insurance companies combining into 1-2 even more mega
               | insurance companies until there is no competition again?
               | At least if all their profits are capped there is no
               | reason to merge.
        
           | ochoseis wrote:
           | The ACA caps insurer profitability at 20% by requiring 80% of
           | premiums to go towards healthcare costs. Administrative /
           | operational / marketing costs and profit come out of the
           | remaining 20%. So, if you're an insurer who wants to increase
           | nominal profits, then you're ok with spiraling healthcare
           | costs.
           | 
           | https://www.healthcare.gov/health-care-law-
           | protections/rate-...
        
             | [deleted]
        
             | AnthonyMouse wrote:
             | > So, if you're an insurer who wants to increase nominal
             | profits, then you're ok with spiraling healthcare costs.
             | 
             | Not just okay, but actively incentivized to cause it,
             | because then you get 20% of a bigger number.
             | 
             | Laws like that are some of the most expensive of the
             | perverse incentives created by naive idealists (or cynical
             | opportunists, since the lobbyists for the medical providers
             | know _exactly_ what that would do).
        
               | lotsofpulp wrote:
               | In reality, there is sufficient competition such that the
               | 7 largest publicly listed health insurance companies have
               | 4% or less profit margins, and one has 6%.
               | 
               | I always find it funny when people on this forum act like
               | a certain business is so powerful when it can only earn
               | low single digit profit margins, yet tech company
               | employees work for companies so powerful they can earn
               | 20%+ and 30%+ profit margins for years and years.
               | 
               | https://www.macrotrends.net/stocks/charts/UNH/unitedhealt
               | h-g...
               | 
               | https://www.macrotrends.net/stocks/charts/ELV/elevance-
               | healt...
               | 
               | https://www.macrotrends.net/stocks/charts/CVS/cvs-
               | health/pro...
               | 
               | https://www.macrotrends.net/stocks/charts/CI/cigna-
               | group/net...
               | 
               | https://www.macrotrends.net/stocks/charts/HUM/humana/prof
               | it-...
               | 
               | https://www.macrotrends.net/stocks/charts/CNC/centene/pro
               | fit...
               | 
               | https://www.macrotrends.net/stocks/charts/MOH/molina-
               | healthc...
        
               | AnthonyMouse wrote:
               | That's their profit margin, not including the
               | administrative overhead that counts against the 20%.
        
               | lotsofpulp wrote:
               | I do not think health insurance company shareholders are
               | interested in paying employees extra for no reason and
               | earning less profit for themselves.
        
               | AnthonyMouse wrote:
               | Health insurance company executives are though, aren't
               | they? Their compensation is the "administrative
               | overhead."
               | 
               | And a lot of the administrative overhead is proportional
               | to expenses. Commissions are commonly a fixed percentage.
               | How much it's worthwhile to spend on fraud prevention is
               | in proportion to the size and amount of claims. So when
               | premiums and claims costs go up, actual administrative
               | costs go up, but shareholders and executives still prefer
               | that to making less profit and compensation once you take
               | lowering claims costs off the table as a way to make more
               | money.
        
               | [deleted]
        
               | lotsofpulp wrote:
               | >Health insurance company executives are though, aren't
               | they? Their compensation is the "administrative
               | overhead."
               | 
               | Yes, and considering they health insurance company
               | executives are not all the richest people in the US,
               | there must exist some pressure to contain their
               | compensation.
               | 
               | >once you take lowering claims costs off the table as a
               | way to make more money.
               | 
               | This is a pretty big assumption. Surely,
               | UHC/Elevance/CVS/Cigna/Humana risk losing clients if they
               | let their costs go up compared to competitors, and hence
               | their premiums go up, and then a competitor offers their
               | customers lower premiums.
        
               | AnthonyMouse wrote:
               | > Yes, and considering they health insurance company
               | executives are not all the richest people in the US,
               | there must exist some pressure to contain their
               | compensation.
               | 
               | Sure there is. But they're also not poor, so there must
               | be some pressure to keep shareholders from paying them
               | minimum wage.
               | 
               | And if they make the shareholders more money, the
               | shareholders will be willing to pay them more. If the way
               | they do that is by making the same margin on a higher
               | cost base, that also _allows_ the shareholders to pay
               | them more. So the incentives all line up to have higher
               | medical costs.
               | 
               | > Surely, UHC/Elevance/CVS/Cigna/Humana risk losing
               | clients if they let their costs go up, and hence their
               | premiums go up, and then a competitor offers their
               | customers lower premiums.
               | 
               | But their competitors have the same incentives.
               | 
               | Suppose you could lower your costs. One thing you could
               | do is keep charging the same amount of money and just
               | make more money, but now that's prohibited. So already we
               | have a disincentive to lower costs right there. Maybe we
               | don't care about this one, but this one is often
               | _combined_ with the second one, and the incentive to
               | achieve the cost reduction is what enables them to do the
               | one we actually like.
               | 
               | Which is to lower prices to try to get more customers. So
               | let's say they lower their premiums by 20% and that gets
               | them 10% more customers. If their absolute profit per
               | customer stays the same, now they're making 10% more
               | money -- great. But now their absolute profit per
               | customer isn't allowed to stay the same. It has to go
               | down by the 20% their costs went down. Meanwhile the
               | lower premiums only got them 10% more customers, so
               | they're losing money on net. Why would they do that?
        
               | gruez wrote:
               | There are actual figures that don't include admin
               | overhead and are only claims paid out vs premiums
               | collected. It's called medical loss ratio, and just from
               | eyeballing the charts it looks like it's around 85% for
               | insurance companies as a whole.
               | 
               | https://www.oliverwyman.com/our-
               | expertise/insights/2023/mar/...
               | 
               | https://www.oliverwyman.com/our-
               | expertise/insights/2022/mar/...
        
               | AnthonyMouse wrote:
               | That's basically what you'd expect to see if they're
               | using the 80% as a target. They're not going to hit it
               | exactly and it's politically disadvantageous to come in
               | on the wrong side of the line, or for that matter to come
               | in exactly _on_ the line.
               | 
               | Much more advantageous to raise premiums and therefore
               | profits by 400% and then be able to say that they're at
               | 15% vs. the permitted 20%, even though the 15% would be
               | 60% if they'd kept claims from going up.
        
               | jtbayly wrote:
               | You haven't done anything but prove the GP's point.
               | 
               | Their margins are necessarily low, so they _should_ want
               | total medical costs to increase in order for their gross
               | profit to increase. And in fact, just checking one of
               | them from your links, it has:
               | 
               | https://www.macrotrends.net/stocks/charts/HUM/humana/gros
               | s-m...
        
               | ochoseis wrote:
               | There is certainly nuance but UHC's net income has grown
               | from under $4B in 2010 to over $20B today.
               | 
               | https://www.macrotrends.net/stocks/charts/UNH/unitedhealt
               | h-g...
        
               | lotsofpulp wrote:
               | Nominal profits are more work to analyze since you have
               | to figure out if UHC is selling to 5x as many customers
               | in 2020 as they were in 2010, and then also adjust for
               | inflation and a bunch of other stuff. It is simpler to
               | just look at profit margin.
        
               | lotsofpulp wrote:
               | I agree with AnthonyMouse that a business might be
               | incentivized, but only if the business has so much market
               | share that they can singlehandedly drive those prices up.
               | Or if there is collusion between all the businesses.
               | 
               | But the fact that there are so many publicly listed
               | companies, and they have such similarly low profit
               | margins, indicates they have very little pricing power.
        
       | DoreenMichele wrote:
       | This write up reminds me of the origin story of GIS. Canada wrote
       | some law or other and someone invented GIS to be able to actually
       | comply with it.
       | 
       | I wish them well. Health care in the US has problems, opaque
       | pricing being only one of them.
        
       | kadoban wrote:
       | How much of this is just to bury everyone in useless data,
       | similar to how in discovery for lawsuits, one tactic is to just
       | send hundreds of boxes of paper in the hopes that nobody will
       | find the actually bad stuff?
        
       | jimnotgym wrote:
       | These kind of tales make me very happy to live in the UK with the
       | NHS.
       | 
       | Not perfect...but surely better than this?
        
         | yardie wrote:
         | I've been under the care of both. As an American I can say our
         | system isn't that bad. You see the trick is to always be
         | healthy, don't ever get sick.
         | 
         | /s
        
       | tiffanyg wrote:
       | Because our (US) system is at Monty Python levels of absurdity.
       | 
       | We waste more money with this "system" than most other countries
       | spend as a total, and with worse outcomes on average [1].
       | 
       | Fundamentally, there are two factors, IMO, that have been
       | _conclusively_ proven (repeatedly, and for decades - much more
       | strongly, recently) to be incompatible with delivering quality
       | healthcare with some level of efficiency:
       | 
       | 1) For-profit entities (particularly, publicly-traded / with
       | "fiduciary responsibility" to shareholders)
       | 
       | 2) Administrative burden / bureaucracy (partly stemming from all
       | of the competing private entities, partly stemming from
       | essentially impossible efforts to effectively regulate these
       | entities and the created "market")
       | 
       | The manner in which the US system evolved, tying insurance to
       | employment through basically existing tax policies, and the move
       | by companies to take advantage of this to attract workers (IIRC),
       | created a massive landscape of entrenched interests that works
       | exactly like such ecosystems work. It is a "teergrube" - an
       | absolute tarpit - where any attempt to fix problems ultimately
       | fails.
       | 
       | The administrative situation is out of control, which means fraud
       | (particularly with the turn towards "digital crime" of everyone
       | from traditional organized crime networks to high schoolers) and
       | waste are impossible to effectively control, adding to an already
       | absurd situation where ever-increasing money is spent on
       | marketing, lobbying, administrators / clerks, etc. Meanwhile, we
       | desperately need more doctors, nurses, etc. AND, these
       | professionals are now increasingly being politicized by
       | "exploiters". A great many healthcare professionals are quitting,
       | and those remaining are often trying to move away from areas that
       | often MOST need their services!
       | 
       | It's amazing to watch (from the inside, so far) a country that
       | built such "soft-power" might ... such a dominant "marketed /
       | exported 'culture'", have those same tools (used, in any
       | scenario, intentionally or not) turn against itself (/ be turned
       | against it) - sowing the seeds of collapse in all sorts of
       | systems, top-to-bottom.
       | 
       | There isn't a face or palm big enough for the facepalm this BS
       | deserves.
       | 
       | [1] https://jamanetwork.com/journals/jama/article-
       | abstract/27526... - only providing one of a parade of articles
       | examining the issue in the past decade, especially
        
         | BaseballPhysics wrote:
         | > We waste more money with this "system" than most other
         | countries spend as a total, and with worse outcomes on average
         | [1]
         | 
         | Oh sure, if you don't measure what is obviously the most
         | important outcome: _freedom_
        
           | notsound wrote:
           | I value the freedom to not die because medical care is too
           | expensive over the freedom to profit off of the sick.
        
           | mtgx wrote:
           | [dead]
        
         | redandblack wrote:
         | How come medicare "system" become the defacto standard
        
           | hospitalJail wrote:
           | We own a clinic and medicare pays decent enough.
           | 
           | Medicaid isnt enough to run a business. Its like break even
           | if you are super efficient.
           | 
           | Private insurance is sooo cash money. If someone with private
           | insurance wants us to get access to a pool for therapy, you
           | got it.
           | 
           | All 3 are good for us owners.
           | 
           | None of it is good if you pay taxes.
        
         | zo1 wrote:
         | It's funny how people casually throw out how something has "
         | _conclusively_ " been proven and yet it's a hot debated
         | contentious issue that 50% of people don't agree with.
         | 
         | Well gee, zo1, if it's been " _conclusively_ " proven then it
         | should be trivial to convince them to change their mind, right?
         | Perhaps it hasn't been as "conclusively" proven as we've been
         | led to believe.
        
           | cycomanic wrote:
           | It might be 50% in the US (although studies show that even in
           | the US most (>60 % IIRC) people favor some form of public
           | healthcare if asked in non-polarizing terms), but if you look
           | at worldwide statistics countries that have publically funded
           | healthcare have typically better outcomes at lower costs,
           | which might not be "proven" in the strictest sense, but is
           | pretty strong evidence.
        
           | 0cf8612b2e1e wrote:
           | The bar for conclusively proven relies upon the public to
           | agree? Have you met the public?
        
       | coding123 wrote:
       | Lol
       | 
       | Cardiac Services ---- 44.8% of billed rate
       | 
       | This screams pads and buffers. As in, the administrator adds
       | random line-items to things as long as the name of the service is
       | "similar enough" so that they can justify whatever amount they
       | want in the end.
       | 
       | It reminds me of the auto industry. I've been replacing
       | transmission selonoids, serpentine belts, brakes, fluids, etc...
       | last 3 years ( I bought a dodge ram 3500 and if you don't do
       | these things yourself you end up owing the cost of the truck 3
       | times over during its lifetime).
       | 
       | And I have to say, when I replace something it costs me 45
       | minutes + part cost. The repair shop instead lists it as
       | "Transmission Flush Service" and charges $1500 when in reality
       | it's running the engine for a minute with the pan off, then
       | refilling it with about $200 in new transmission fluid.
       | 
       | Again, the repair shop is banking on no one wanting to fix their
       | car. I can say the same thing about healthcare and specific
       | supplements instead of getting superfluous EKGs and other "med
       | junk science" or worse actually dangerous drugs that the doctor
       | is getting paid to prescribe to you. However even I would get a
       | cast put on by a doctor, just as I would have my break calipers
       | replaced and my tires rotated simply because that service is much
       | more highly competitive, and regular. I would also, of course opt
       | for a heart transplant just as I would buy a new cummins engine
       | if mine went out. (The joke about ram is that the engine is the
       | only thing that will hold up, while the rest of the truck falls
       | apart all around it 4 times over)
        
         | crooked-v wrote:
         | Insurers paying a negotiated X% of the original bill is a
         | common feature of the bizarre US health care market. This has
         | all the knock-on effects you would expect, like the original
         | bill being then massively inflated so that the healthcare
         | provider doesn't go out of business when they're only paid
         | 44.8% of it.
        
       | [deleted]
        
       | Sevii wrote:
       | There is so much data because of insurance. Insurers are in the
       | business of declining claims. They have discovered that the best
       | way to decline claims is to create byzantine rules while
       | offloading all the work to comply with those rules to healthcare
       | providers. The only way to fix it at this point is to nationalize
       | the system or to exclude all routine care from the insurance
       | system. Something like a legal ban on deductibles smaller than
       | 20k/year would work.
        
         | lotsofpulp wrote:
         | Per federal law (ACA), health insurers in the US are required
         | to spend 80% to 85% of revenues on healthcare expenses. Their
         | profit margins are 2% to 6%. Therefore, the higher the revenue,
         | the higher the profit.
         | 
         | Where is the incentive to deny legitimate claims?
        
           | paulddraper wrote:
           | > Where is the incentive to deny legitimate claims?
           | 
           | Because they want to be competitive and gain customers.
           | 
           | Which would you sign up for? Insurance that costs $800/month
           | or $1200/month?
        
             | yardie wrote:
             | Competitive? In every job I've had it was basically the
             | same 3-4 HMOs: Aetna, Bluecross, Cigna, and United
             | Healthcare. If you are getting employer provided
             | healthplans, as most Americans are, those are your options,
             | 4. With so few options you aren't choosing the most
             | competitive, you're choosing the lease worst.
        
               | lotsofpulp wrote:
               | That is because the messed up pre-tax benefit the US
               | gives to big businesses so they have (another) advantage
               | over small businesses, so you are buying from whoever
               | your employer chooses to let you buy from.
               | 
               | Ideally, everyone in the US would have to buy health
               | insurance from healthcare.gov, and can choose whoever
               | they want with zero input from their employer.
        
               | paulddraper wrote:
               | Humana, Kaiser, Oscar.
               | 
               | But yes, there is an intense economy-of-scale that
               | produces relatively few insurance companies.
               | 
               | (Maybe eventually only one.)
        
           | ADuckOnQuack wrote:
           | The incentive is probably to get their profit margin up to
           | the maximum 15-20% https://www.propublica.org/article/cigna-
           | pxdx-medical-health...
        
             | [deleted]
        
             | lotsofpulp wrote:
             | For sure, and that is where the government should be
             | handing out heavy penalties. There supposedly is an appeals
             | process, but obviously not enough auditing is being done:
             | 
             | https://www.healthcare.gov/appeal-insurance-company-
             | decision...
             | 
             | Although, even with those fraudulent denials, Cigna's
             | profit margins are suffering:
             | 
             | https://www.macrotrends.net/stocks/charts/CI/cigna-
             | group/net...
             | 
             | Wonder if they went into too much debt to buy Express
             | Scripts.
        
           | banannaise wrote:
           | Is that real profit or profit after a bunch of accounting
           | sleight of hand? Are they cutting their "profit" by taking
           | heavy debt burdens via leveraged buyouts or other schemes,
           | pulling way more than 20% off the top for their shareholders
           | and then making it look like much less?
        
             | lotsofpulp wrote:
             | I trust the financial figures filed with 10-K reports and
             | the US SEC enough to not worry about that. If one does not
             | trust those figures (for multiple different companies
             | employing tens of thousands of people each), then further
             | conversation cannot be had.
        
       | thomascgalvin wrote:
       | There are separate charge codes for _everything_ , and all of
       | those codes need to be reflected in the pricing data.
       | 
       | There's a price to slap on a bandaid.
       | 
       | There's a price to give someone a Tylenol.
       | 
       | Hell, W61.61XA is the medical code for "Bitten by duck, initial
       | encounter." Presumably, this means there's also a code for
       | "Bitten by duck, again."
       | 
       | Medical billing is _broken_ , and it's no surprise that the
       | amount of data is overwhelming.
        
         | ivalm wrote:
         | A friend of mine started a substack of all the kind of broken
         | ICD10 codes, as recited by chatgpt:
         | https://icdstories.substack.com/
        
         | iambateman wrote:
         | "Bitten by a duck, initial encounter" needs to be Bon Iver's
         | next single.
        
         | bradgessler wrote:
         | Here's the full list of codes for "Bitten by ____, _____
         | encounter"
         | 
         | https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W50-W64/W61-
         | 
         | The hierarchy looks like this:
         | 
         | W61.6 Contact with duck
         | 
         | = W61.61 Bitten by duck
         | 
         | == W61.61XA ...... initial encounter
         | 
         | == W61.61XD ...... subsequent encounter
         | 
         | == W61.61XS ...... sequela
         | 
         | = W61.62 Struck by duck
         | 
         | == W61.62XA ...... initial encounter
         | 
         | == W61.62XD ...... subsequent encounter
         | 
         | == W61.62XS ...... sequela
         | 
         | = W61.69 Other contact with duck
         | 
         | == W61.69XA ...... initial encounter
         | 
         | == W61.69XD ...... subsequent encounter
         | 
         | == W61.69XS ...... sequela
         | 
         | There's codings like this for parrots, macaws, chickens,
         | turkey, etc.
         | 
         | Hell there's an entire section for alligators and crocodiles at
         | https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W50-W64/W58-
         | that includes crushing, bites, etc.
        
           | [deleted]
        
           | kderbyma wrote:
           | Beagle Boys health records probably have a lot of W61.6... on
           | their files.
        
             | guidoism wrote:
             | Ducktales?
        
           | tanseydavid wrote:
           | >> There's codings like this for parrots, macaws, chickens,
           | turkey, etc.
           | 
           | Yeah, but how much do they cost? </sarc>
        
           | flangola7 wrote:
           | Clarifying, encounter means a visit with a provider.
        
           | pixelatedindex wrote:
           | Thankfully, W61 is a non-billable code family... hope it
           | stays that way! I do wonder what all the billable code
           | families are, maybe I should find out.
        
           | coding123 wrote:
           | I wonder if bitten by duck is more expensive that bitten by
           | chicken.
        
             | btown wrote:
             | Not even ironically, this all smells of insurers wanting
             | sufficient data to raise rates on different types of
             | farmers and breeders. It might be scandalous if they didn't
             | collect the data and then were biased against, say, chicken
             | farmers. But if they do collect the data, they can say they
             | analyzed it, whether or not they did, to support any kind
             | of tactic they desired.
        
               | lotsofpulp wrote:
               | You are smelling something that is not there because, in
               | the US, health insurers are only allowed a few factors to
               | determine someone's premium.
               | 
               | https://www.healthcare.gov/how-plans-set-your-premiums
               | 
               | > Five factors can affect a plan's monthly premium:
               | location, age, tobacco use, plan category, and whether
               | the plan covers dependents.
        
             | chimeracoder wrote:
             | > I wonder if bitten by duck is more expensive that bitten
             | by chicken.
             | 
             | They're diagnosis codes, so they're mostly irrelevant for
             | determining cost. You don't get charged for "having the
             | flu" - you get charged for the various services or
             | treatments you received in the course of your illness.
             | 
             | Diagnosis codes do factor into claims reimbursement
             | _indirectly_. For example, some services can be done either
             | as treatment or for preventive purposes, and insurance is
             | legally required[0] to cover the latter at no cost to the
             | patient, whereas insurers can require that the patient pay
             | for the former. But that 's pretty indirect - by and large,
             | the payment agreements between insurers and in-network
             | providers apply to services rendered, which doesn't really
             | factor in diagnoses codes (assuming that the service was
             | appropriate for the diagnosis in the first place). That's
             | assuming fee-for-service: capitation is a whole other
             | model, although in that case it's still typically
             | determined independent of the diagnosis, because the whole
             | point of capitation is to minimize care delivered.
             | 
             | But getting bitten by a duck vs. a chicken is unlikely to
             | cause any difference in the price you pay, unless:
             | 
             | (a) the injuries from the duck bite were significantly
             | different from the injuries from a chicken bite, or
             | 
             | (b) one was considered an occupational exposure and the
             | other wasn't (in which case worker's compensation would be
             | billed for it).
             | 
             | [0] well, until March of this year, when a judge in Texas
             | overturned that clause of the ACA
        
           | chimeracoder wrote:
           | Those are ICD codes, which are not the same as billing codes.
           | ICD represent _diagnoses_ , not services rendered.
           | 
           | ICD codes also are somewhat procedural in their generation -
           | that is, there's a whole grammar to how they're formed. For
           | example, you'll have something like "contact with", then a
           | whole number of different animals, and then each of those
           | will have three different varieties (initial encounter,
           | subsequent encounter, sequela). So it does end up with very
           | funny lists, like the one you posted, but:
           | 
           | (a) most of those codes are never used, and
           | 
           | (b) just because it's _assigned_ just means that it 's a
           | "grammatically valid" combination, not that it has any
           | particular clinical relevance.
           | 
           | The goal is to assign granular and hierarchical codes at the
           | outset, to allow for more robust analysis later, at least in
           | theory.
           | 
           | But again, all of that is irrelevant to billing, because
           | while ICD codes are typically submitted along with the
           | billing info (along with a whole other slew of data), ICD
           | codes are not the actual code that's billed - there's a whole
           | separate list of codes used for billing.
        
             | marcus0x62 wrote:
             | That's really interesting, because I had a customer that
             | did nothing but provide medical billing services, and about
             | 15 years ago when the industry was moving from ICD-9 to
             | ICD-10, that customer seemed _really focused_ on their
             | billing coders learning ICD-10.
        
               | chimeracoder wrote:
               | > That's really interesting, because I had a customer
               | that did nothing but provide medical billing services,
               | and about 15 years ago when the industry was moving from
               | ICD-9 to ICD-10, that customer seemed really focused on
               | their billing coders learning ICD-10.
               | 
               | I mean, sure? You can't bill for a service without a
               | diagnosis code that justifies the service. Anyone who
               | does medical billing is going to need to be able to
               | format that data. But ICD codes are not the codes that
               | insurers are billed for - billing codes are completely
               | separate and not even determined by the same party.
        
               | baishtar wrote:
               | That's to ensure that the service provided (procedure
               | code) matches the diagnosis.
               | 
               | For example, the procedure (HCPCS) code "71045"
               | corresponds with the procedure "RADIOLOGIC EXAMINATION,
               | CHEST; SINGLE VIEW" for billing purposes.
               | 
               | If you were to match that up with the diagnosis code
               | (ICD10) S80.211 for "Abrasion, right knee" there would be
               | a mismatch between the diagnosis and the procedure. This
               | happens all the time due to human error and often results
               | in insurance denials, which sadly take a long time to fix
               | since now you have to get MORE HUMANS involved.
        
           | maweaver wrote:
           | But why? I could understand from a treatment perspective the
           | type of animal mattering (but even then initial vs subsequent
           | encounters?). From a billing perspective, wouldn't it make
           | sense to have animal bite exam fee, with possible additional
           | charges for bandaging, stitches, rabies shot, etc based on
           | doctor's discretion?
        
             | tsbischof wrote:
             | It partly arises as a mechanism to pay per case, not just
             | per visit. For example, if we put all payment for a breast
             | cancer treatment into the first visit, there is now an
             | incentive to either complete the treatment (ideal) or keep
             | the patient from coming back (less ideal). You can use
             | these follow-up codes to measure rates of return visits,
             | which can be related to quality of care metrics.
        
             | sandworm101 wrote:
             | >> I could understand from a treatment perspective the type
             | of animal mattering
             | 
             | Rabies, which is not just animals but also predators
             | (snakes) that eat animals with rabies. There is even a
             | disease called "seal finger" that is linked to seal bites.
             | And bats, all sorts of nasty stuff can come from bats.
        
             | paulmd wrote:
             | because CDC wanted to collect epidemiological data on _how_
             | those bites were happening, instead of having single
             | generic  "animal bite" code. If there is a sudden rise in
             | duck bites in a future decade, we can start asking about
             | whether there's a reason behind that, or something we
             | should be doing to control duck populations, or something.
             | That's what CDC is there to do.
             | 
             | It's extraordinarily difficult to capture this information
             | after the encounter... the patient is gone, the provider is
             | working from notes/memory, and now it's this additional
             | specific burden. How are you supposed to run an
             | epidemiological study on the prevalence of duck bites if
             | everyone involved has vanished into the ether? If you're
             | going to capture it, it has to be rolled into the diagnosis
             | codes and captured during the encounter. Also, you really
             | want to capture the contemporaneous narrative including any
             | misdiagnoses/etc - the CDC wants to know how much that is
             | happening too!
             | 
             | really those low-level codes are kinda just there, they're
             | not really used in practice, and most billing systems would
             | care about the higher levels of the hierarchy anyway. The
             | part insurance cares about is "cleaning and stitches after
             | small wild animal bite", not the levels of the coding
             | scheme that indicate that it's a duck bite.
             | 
             | (but you can see how it is potentially useful to shake some
             | of these details out - is it a large animal, or a small
             | one? a pet or a wild animal? a wild bear bite and a pet
             | duck bite are two very different scenarios for the
             | provider+insurer!)
             | 
             | It's also really more about things like "gunshot wound from
             | stranger" vs "gunshot wound from partner" vs "gunshot wound
             | from LEO" where there is obvious value in capturing what is
             | going on. Jokes aside, nobody is _super_ concerned about
             | duck bites, it 's just a funny example of how detailed the
             | coding system _can_ be (not _must_ be... at least yet).
             | 
             | The real travesty is the idea that the same action using
             | the same materials in the same facility can be billed 2
             | different ways based on two different ICD codes, not that
             | ICD codes include the diagnosis data. It shouldn't matter
             | if it's a duck or a cat, it's a superficial clean-and-
             | bandage, that's what procedure coding (CPT) is supposed to
             | capture. If there's major variations in how you perform a
             | procedure based on how the patient presents, such that cost
             | is substantially impacted... that is a deficiency in CPT
             | and needs to be fixed independently, not forcing everyone
             | to track CPT+ICD for eternity.
             | 
             | ~~CPT itself incorporates a huge amount of nuance and sub-
             | coding for this exact reason.~~ Simple example but we'd
             | spit out CPT codes like "MRI with contrast-enhancer" vs
             | "without", "MRI 3-tesla" vs "1.5T" vs "Open", "CT 64-slice"
             | vs "40-slice", etc. If you're not capturing some aspect of
             | the procedure you need to take it up with the CPT people,
             | not make it everyone else's problem.
             | 
             | edit: superfun memory this just triggered, in fact this
             | imprecision in CPT coding actually does lead to different
             | things having the same CPT code and operators have to
             | select from a picker of these possibilities that are
             | specific to their organization's coding/billing systems.
             | Forgot about that, awesome!
             | 
             | Medical data systems are the absolute worst
        
             | 88913527 wrote:
             | Well, it employs a lot of people to have this complex
             | billing. And whoever argued the need for it got to do some
             | major empire building, maybe scored a promotion.
        
               | brendanyounger wrote:
               | Medical billing is a dreary business. Check out
               | https://www.reddit.com/r/CodingAndBilling/. It's not
               | clear that anyone is _trying_ to build an empire out of
               | this. More likely, they're trying to build a bigger trash
               | heap to climb on top of.
        
               | nradov wrote:
               | No one got a promotion out of it. The USA adopted the WHO
               | ICD code system for diagnoses on billing claims because
               | it was good enough, and much easier than defining a whole
               | new code system. Some of the codes are never used, but so
               | what.
        
             | Ylpertnodi wrote:
             | [flagged]
        
               | mensetmanusman wrote:
               | Bitten by a communist just yesterday. I wonder how it is
               | coded.
        
               | squeaky-clean wrote:
               | Looks like it's W50.3XXA if it was accidental. Or
               | Y04.8XXA if it was intentional. If you were the communist
               | and bit yourself on the upper right arm it would be
               | S40.871A or S41.151A depending on how deep the bite went.
        
             | shubb wrote:
             | Because these are world health organisation 'international
             | disease classification' codes that are designed for
             | population health study and happen to be used for insurance
             | billing in the US.
             | 
             | There are requirements for some data to be reported to
             | federal and international organisations. For instance,
             | these codes are also used on death certificates I think, so
             | they can track whether a lot of people are dieing of flu
             | (primary cause) after contact with duck (qualifier) and
             | there is a bird flu outbreak.
             | 
             | There are many coding systems - semi-standard extensions of
             | ICD used to identify very specific types of cancer or the
             | ontology based SNOMED which is rarely used as intended but
             | none the less is becoming the standard.
             | 
             | These codes are used for billing in the US to some extent
             | but also for lots of other things, they are just a
             | standardized set of codes that hospital IT systems use to
             | talk about what is wrong with patients so they can somewhat
             | interoperate - and they are forced to use them by
             | government because the vendors prefer walled gardens over
             | interoperability.
        
               | gowld wrote:
               | But if an app developer in a different industry doesn't
               | know the history behind it then a must be worthless.
        
               | shubb wrote:
               | They are funny though, I just thought people might like
               | to know the context
        
               | ElFitz wrote:
               | That's how it usually goes.
               | 
               | I've lost count of all these times a freshly onboarded
               | dev, replacing the old one, decided the systeme was
               | needlessly complex, nothing made sense, and it'd be
               | easier to just rebuild everything from the ground up.
               | 
               | Only to end up with a similarly complicated nonsense,
               | because the complexity actually was in the domain, and he
               | knew nothing of it.
        
             | paulddraper wrote:
             | > From a billing perspective, wouldn't it make sense to
             | have animal bite exam fee, with possible additional charges
             | for bandaging, stitches, rabies shot, etc based on doctor's
             | discretion?
             | 
             | That is FFS (fee-for-service) billing. And indeed that does
             | not use the diagnosis code, except for reporting purposes
             | and documentation that the treatments were
             | appropriate/necessary.
             | 
             | The diagnosis code would be used if billing in a DRG
             | (diagnostic-related groups) model, which is an overall fee
             | for overall treatment related to the condition -- exam,
             | stitches, etc.
        
             | valleyer wrote:
             | Because, like it or not, a doctor's discretion can
             | sometimes be self-serving. The more treatments a doctor
             | gives, the more they get paid, and there is an enormous
             | information imbalance between doctor and patient. (As in,
             | they went to medical school, and you didn't.)
             | 
             | Unfortunately, some doctors are willing to take advantage
             | of this.
        
               | natosaichek wrote:
               | It's kinda ridiculous that because it costs x billion in
               | doctors overcharging, we'll spend 100x on administration
               | to control costs. Cutting off one's nose to spite one's
               | face and all that.
        
               | tristor wrote:
               | I always preferred "The cure is worse than the disease."
               | for a metaphor describing US healthcare billing.
        
               | willcipriano wrote:
               | Nobody actually wants to control costs. From doctors to
               | hospitals to insurance companies, everyone but consumers
               | benefit from high prices.
        
               | nradov wrote:
               | Employers and other group buyers want to control costs.
        
               | michaelmrose wrote:
               | Actually if you think about it insurance is forced
               | investment in a fund where the amount they make is driven
               | as much by the amount they can get you to pay in as much
               | as efficiency. It is only beneficial not to be so
               | obviously egregious that nobody will touch you in an
               | environment full of people who are tacitly collaborating
               | to increase prices so that the pie gets bigger for
               | everyone.
               | 
               | Everyone is actually collaborating against you which is
               | why in the US we only provide free health care for a
               | small fraction of the populace but still manage to pay
               | for THOSE folks as much as some other developed nations
               | pay to cover their entire population.
        
               | brendanyounger wrote:
               | And why this has not been prosecuted as giant
               | racketeering operation is beyond me.
        
               | airstrike wrote:
               | This has gradually changed with the emergence of "value-
               | based healthcare", which is what we should be solving for
               | (and building the right incentive structures for)
        
               | chimeracoder wrote:
               | > The more treatments a doctor gives, the more they get
               | paid
               | 
               | You could say this 30 years ago, but it's not really the
               | case today. The majority of physicians are now salaried,
               | not independent. And even for many of the ones in
               | independent private practice, the amount they make is not
               | necessarily tied anymore to the services they provide,
               | due to the rise of capitation and other forms of bundled
               | service agreements.
               | 
               | Nowadays, it's actually statistically more likely that
               | you receive care from a doctor who has an explicit
               | incentive to _undertreat_ , because they receive a fixed
               | amount of money per patient per year, and the costs of
               | treatment come out of pocket directly with no additional
               | reimbursement.
        
               | coldcode wrote:
               | This is the basis of all Medicare Advantage Plans, where
               | the physician or their employer gets X$ a month per MAP
               | patient and must pay for most of the cost of care. The
               | insurance company gets to keep most of its share of what
               | Medicare pays. Nice profit ensues for the insurance
               | company.
        
               | nradov wrote:
               | Insurance companies that sell Medicare Advantage plans
               | end up keeping only a tiny fraction of what they're paid,
               | hardly "most". This is a low-margin, high-volume
               | business. You can find the details in their published
               | financial reports.
        
               | valleyer wrote:
               | I would love to see some data on this, if anyone knows of
               | any. I'll just provide anecdata that of the doctors among
               | my friends and family, more of them get paid by "wRVU"
               | [0], which is basically a derivative of "how much
               | treatment you give", than by salary.
               | 
               | (I only happen to know this because they complain nearly
               | incessantly about the wRVU system! I make no claim to be
               | an expert on the topic.)
               | 
               | [0] https://www.physiciansthrive.com/physician-
               | compensation/wrvu...
        
           | [deleted]
        
           | mensetmanusman wrote:
           | "I'd like to file a complaint. This is my fourth time being
           | bitten by a duck not my second time. You have overcharged
           | me!"
           | 
           | This is possible in America today. Great job post ww2
           | employer coverage side effects!
        
             | arcticfox wrote:
             | As others have explained, the subsequent encounter is for a
             | follow-up visit, not a repeated duck attack.
        
               | galleywest200 wrote:
               | This is still silly.
        
               | [deleted]
        
               | Alupis wrote:
               | It's not when you want statistics about all injury types,
               | treatments, etc.
        
               | boredpeter wrote:
               | You don't need arbitrary codes to get statistics for
               | something that can be typed in a description field.
        
               | petsfed wrote:
               | I've spent a lot time around people doing statistics for
               | environmental science, especially regulatory compliance
               | around accidentally killing birds and bats. The
               | unfortunate reality for the statisticians is that every
               | tech thinks they're Henry David Thoreau or something.
               | Like, nobody cares if it was a particular large exemplar
               | of a given species, or that it had magnificent plummage,
               | just write down the species of the carcass and where it
               | was located, and move on. Instead, there's so much
               | variance from (mass produced and standardized) data sheet
               | to data sheet that you can't even use hand writing
               | recognition to automate the process of ingesting the
               | data. Manually entering the data is somebody's whole job,
               | because they've tried to automate it, and failed.
               | 
               | The billing codes exist explicitly to limit the amount of
               | independent thought that can be applied to something that
               | is adequately summarized as "bit by a duck, third visit".
        
               | marvin wrote:
               | What if it was a lemur, though? Bet they don't have a
               | code for that.
        
               | vanattab wrote:
               | Well the codes are just a standard way to enter the data
               | so you don't have x reports of "duck bite" and y cases of
               | "bitten by duck" or "mallard bite"
        
               | owenmarshall wrote:
               | Speaking as someone who has seen the inside of an EHR
               | system, their data models, and what data _actually_ ends
               | up stored there:
               | 
               | lmao
        
               | paulddraper wrote:
               | You don't need to type arbitrary descriptions for
               | something that can be a standardized code.
        
               | [deleted]
        
             | esaym wrote:
             | Some ducks are poisonous, this is why the species needs to
             | be known.
        
               | JohnFen wrote:
               | (Sorry, the pedant in me can't resist)
               | 
               | If you get a toxin through biting it, it's poisonous. If
               | you get a toxin through being bitten by it, it's
               | venomous.
        
               | ekelsen wrote:
               | What ducks are poisonous?
        
         | FireBeyond wrote:
         | > Hell, W61.61XA is the medical code for "Bitten by duck,
         | initial encounter." Presumably, this means there's also a code
         | for "Bitten by duck, again."
         | 
         | All this means is "first visit", as in "I need immediate
         | attention for this", and "subsequent encounter" doesn't mean
         | "another duck" it means "follow up for X, but it's already been
         | 'counted' (and presumably the care is less acute)" (i.e. for
         | statistical purposes, "X,000/year people bit by ducks".
        
         | ochoseis wrote:
         | While there is a mapping between them, ICD10 (diagnosis) codes
         | and CPT (billing) codes have different purposes.
        
         | pc86 wrote:
         | My personal favorite is V97.33XD "Sucked into jet engine,
         | subsequent encounter."
        
           | NoMoreNicksLeft wrote:
           | I'm having trouble being sympathetic with this one. Maybe he
           | does deserve to have this claim rejected.
        
           | chimeracoder wrote:
           | > My personal favorite is V97.33XD "Sucked into jet engine,
           | subsequent encounter."
           | 
           | If you were sucked into a jet engine, you'd probably sustain
           | serious injuries, so hopefully you'd have a followup visit
           | with your doctor about it after the fact, rather than just
           | one single visit.
           | 
           | (Yes, I get that you're joking, but that's what "subsequent
           | encounter" actually means.)
        
             | none_to_remain wrote:
             | There's at least one guy who got partially sucked into an
             | engine but caught up on something before his head reached
             | the blades.
        
             | ryneandal wrote:
             | This reminds me, I recently read of this happening in TX
             | [1]. It was ultimately ruled a suicide. A horrible,
             | scarring event for all in the vicinity without a doubt.
             | 
             | 1: https://www.npr.org/2023/06/26/1184281638/airport-
             | worker-eng...
        
             | marcus0x62 wrote:
             | If a person were sucked into a jet engine, they'd be turned
             | into soup. Maybe they could be poured into a container and
             | the doctor could subsequently encounter them in that state.
        
               | arcticfox wrote:
               | https://twitter.com/NavalInstitute/status/123054297912482
               | 202...
               | 
               | Here's a video of a guy getting sucked into a jet engine
               | and surviving. Most, of course, do die.
               | 
               | I don't quite understand why everyone is so bothered by
               | the extensive ICD taxonomy; it clearly needs to be
               | extremely extensive to cover even fairly common
               | scenarios, and once you're past the point that things can
               | be easily managed why not cover everything?
        
               | thfuran wrote:
               | Sure, it's necessary to have some specificity so that
               | providers and insurance companies can be reasonably
               | informed about what's going on, but this stuff has a very
               | real cost. Healthcare providers have entire departments
               | of people dealing with coding. The more complex it gets,
               | the more time consuming and expensive it is to correctly
               | code things. At some point (I suspect well behind us),
               | the added cost isn't worth the marginal benefit.
        
               | skissane wrote:
               | These codes were originally developed by the World Health
               | Organisation to collect public health statistics, and
               | statistics on causes of death - that's their original
               | purpose, not insurance billing. A lot of codes which seem
               | silly or pointless for insurance have more validity when
               | keeping their original purpose in mind.
               | 
               | There's an ICD-10 code for executions - Y35.5 - can you
               | bill an execution to health insurance? I hope not, but as
               | a possible value for a cause of death field in a death
               | certificate database, it makes sense.
        
               | thfuran wrote:
               | Sure, there are other uses for the data. But the fact
               | remains that generating it isn't free. And changing the
               | coding in and of itself incurs significant administrative
               | cost, so "we've come this far; we might a well just keep
               | going" isn't really a compelling reason to expand ICD.
        
               | skissane wrote:
               | > Sure, there are other uses for the data. But the fact
               | remains that generating it isn't free. And changing the
               | coding in and of itself incurs significant administrative
               | cost, so "we've come this far; we might a well just keep
               | going" isn't really a compelling reason to expand ICD.
               | 
               | The WHO expands and revises ICD all the time - and how it
               | gets used by US health insurance isn't really a concern
               | of theirs. The WHO has 194 member states and the US is
               | only one of them. WHO intends the ICD to be used for
               | collecting public heath and cause of death statistics,
               | and if some countries want to use it for
               | insurance/billing - that's their problem, not the WHO's
               | 
               | The US uses its own modified version of ICD-10,
               | ICD-10-CM, which adds even more codes. A lot of those
               | added US-specific codes exist simply because some
               | hospital - or bureau of vital statistics - somewhere in
               | the US, was tracking that. Other countries have done the
               | same thing - Australia has the ICD-10-AM, Canada the
               | ICD-10-CA, Germany the ICD-10-GM, etc
               | 
               | Just because a code exists doesn't mean you have to use
               | it for any particular purpose. Indeed, most medical
               | software packages permit disabling codes you don't want
               | clinicians to be able to use. In an insurance system, a
               | code like Y35.5 is likely marked as non-billable.
        
               | thfuran wrote:
               | Yes, but we're in a thread about health insurance. That
               | that isn't the primary concern of the WHO is beside the
               | point.
        
               | skissane wrote:
               | Yes, but the ICD isn't for health insurance, it is for
               | international standardisation of mortality and morbidity
               | statistics, so they can be compared between countries.
               | That's its purpose and the reason for its existence
               | 
               | The fact that the US chooses to use it for something
               | which was not its originally intended purpose is the
               | fault of the US, not the fault of the ICD. The WHO
               | doesn't force the US health insurance system to use it,
               | the US could invent its own totally unrelated coding
               | system for that purpose and the WHO wouldn't care (so
               | long as those codes can be converted to ICD codes for
               | statistical analysis)
        
           | cool_dude85 wrote:
           | Do we get separate diagnosis codes for each verb? So, sucked
           | into jet engine, walked into jet engine, fell into jet
           | engine, pushed into jet engine, etc.?
        
             | talldatethrow wrote:
             | I'd hope all those fall under "made contact with jet engine
             | internals" If you fell into a jet or were pushed into a jet
             | are the same. You fell into it because you were pushed. If
             | you were sucked into it, the push just came from the other
             | side and you still fell into it.
        
           | mensetmanusman wrote:
           | Those are all 'died of Covid' now /s
        
         | vsareto wrote:
         | IIRC the "initial encounter" refers to the first visit between
         | the patient and doctor about the duck bite, and "subsequent
         | encounter" means a follow-up visit about the issue, not a
         | second maiming by the duck.
         | 
         | It makes for a fun first impression though
        
           | thomascgalvin wrote:
           | That does make more sense, but I refuse to let go of the
           | image of a duck with a vendetta tracking some poor bastard
           | down, and the stalwart medical coding technician who is
           | dutifully documenting it all.
        
           | paulddraper wrote:
           | That is correct. Obviously, there's little value in
           | distinguishing between the first and second occurrences of
           | duck bites. Rather, the suffix describes which treatment it
           | is.
           | 
           | A - initial encounter (initial treatment)
           | 
           | D - subsequent encounter (continued treatment)
           | 
           | S - sequela (after the treatment plan is completed)
        
         | gnfargbl wrote:
         | The initial/subsequent encounter coding seems to refer to the
         | encounter with medical personnel (for the specified issue), not
         | the number of times the same issue has been encountered by the
         | individual. Which is maybe a good thing for recipients of
         | T18.5XXA.
        
         | abeppu wrote:
         | Ok, so it's _broken_. As a system of recording stuff is it also
         | ... incoherent? Slapping on a bandaid or giving someone tylenol
         | are _services_. "Bitten by duck" is a _cause_, and different
         | people bitten by ducks could need different services, and
         | people impacted by different causes could need the same
         | services. If I have a laceration, I'm guessing that how I'm
         | treated should depend on how deep/large/severe it is, rather
         | than what kind of implement was involved? If they're equally
         | sharp, dirty, etc, a kitchen utensil, non-powered tool,
         | scissors, or other sharp implement may all result in the same
         | slapped bandaid, right?
         | 
         | https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W20-W49/W27-
         | https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W20-W49/W26-
        
           | adolph wrote:
           | Yes, the cause or problem is needed as well as the procedure
           | or treatment that was delivered to treat the problem. The
           | treatment will be charged separately for professional (like
           | MDs) and technical (like nurse, pharmacy). It also matters
           | who is performing a procedure. An MD slapping the bandaid
           | charges more than a PA, Nurse Practitioner or PharmD.
           | 
           | https://www.icd10data.com/ICD10PCS/Codes
        
           | skissane wrote:
           | > Ok, so it's _broken_. As a system of recording stuff is it
           | also ... incoherent? Slapping on a bandaid or giving someone
           | tylenol are _services_. "Bitten by duck" is a _cause_, and
           | different people bitten by ducks could need different
           | services, and people impacted by different causes could need
           | the same services.
           | 
           | As others have explained, these are diagnosis codes; there
           | are also procedure codes. Procedure codes are the primary
           | thing billed for, the diagnosis code is just to justify the
           | procedure - some doctors will perform (or falsely claim to
           | have performed) medically irrelevant procedures as a form of
           | billing fraud, and cross-checking the procedure and diagnosis
           | is meant to prevent that.
           | 
           | And the reason why there are so many diagnosis codes, is
           | because their primary purpose is public health statistics not
           | insurance billing; and ICD codes are global (although the US
           | also adds its own US-specific ones.) Probably, somewhere in
           | the world, some bureaucrat is tracking the public health cost
           | of animal attacks by species, and those species-specific
           | animal attack codes exist to enable them to do that.
        
         | DoreenMichele wrote:
         | I worked in health insurance. The code is supposed to make it
         | easy to pay. It doesn't.
         | 
         | We could do away with the codes. In addition to having to look
         | up the codes, I read records all day, called and wrote
         | providers for additional info, consulted my technical lead
         | regularly to see if it was covered and once had to print the
         | entire file and get it reviewed by the retired surgeon who came
         | in once a week to read surgical reports on difficult cases.
         | 
         | I'm underwhelmed with the value they provide and I paid claims
         | as my job for 5+ years.
        
           | swalsh wrote:
           | I'm in healthcare analytics, the codes are for me.
        
             | DoreenMichele wrote:
             | We were drowning in data. It was a Fortune 200 company and
             | every few years they completely overhauled their system for
             | looking up state exceptions etc, which meant longstanding
             | employees could no longer use it efficiently and new people
             | still didn't magically _get it_ instantaneously and
             | inevitably some important thing could no longer be accessed
             | at all.
             | 
             | It was all in-house, homegrown software, I tried more than
             | once to suggest moving to GIS -- a map-based system -- for
             | some things and was ignored.
             | 
             | I'm curious how that works for you because I just have
             | trouble imagining that actually works. Like what value does
             | that provide that you cannot do some other way and which
             | justifies the systemic cost burden?
             | 
             | Please edify me a smidgen.
        
         | mwerd wrote:
         | Nuanced but important distinction: these are ICD-10 diagnosis
         | codes. They are only loosely related to what is billed and
         | would not show up in the pricing data referenced by the OP.
        
           | paulddraper wrote:
           | ICD-10 codes are used for DRG billing which is what most
           | inpatient billing operates on. But aren't included in the
           | data I think.
        
         | marcus0x62 wrote:
         | The nominal reason for the (seemingly insane) billing codes is
         | the codes are based on ICD-10. The ICD (International
         | Classification of Diseases) system was supposedly originally
         | developed for epidemiological tracking.
        
         | talldatethrow wrote:
         | I wish instead of charging 100x for random things to pay for
         | the hospital, they'd just charge per minute of room and per
         | minute of doctor contact.
         | 
         | I understand why you need to charge me $2000 to have an entire
         | hospital ready in case I need stitches at 3am. But I get
         | annoyed when you try to play it off as having to charge $85 for
         | an aspirin. Just be upfront and say, we charge $100 a minute
         | and this is going to take 15-20 minutes.
        
           | colejohnson66 wrote:
           | But then there's an incentive to be slow
        
             | banannaise wrote:
             | So then you also add a constant per patient, but then
             | there's an incentive to be rushed. Gosh, it seems like
             | profit incentive is a really bad way to run a healthcare
             | system, doesn't it!
        
               | SilasX wrote:
               | Even systems without a profit motive will have to
               | economize, and therefore will track resource usage and
               | discourage waste. The NHS still has e.g. PSAs telling
               | people not to go to the emergency room for non-
               | emergencies.
        
         | banannaise wrote:
         | I like that you specifically chose "Bitten by duck" which you
         | could say is itself a form of _billing_.
        
         | m_0x wrote:
         | I remember a comment (not sure if here at HN or at Reddit)
         | 
         | Whenever a hospital staff gives you a medicine they put it
         | first in your table then give it to you because that way they
         | can bill you twice.
         | 
         | Take it in a grain of salt because I can't verify it and I can
         | be misremembering details.
        
         | paulddraper wrote:
         | Co-founder of rivethealth.com here.
         | 
         | Take however complicated you think medical billing is and
         | multiply 5x. For starters.
         | 
         | ---
         | 
         | You are using a bit of a mixed example with bandaids, aspirin,
         | and duck bite.
         | 
         | The simplest billing is FFS (fee for service). This associates
         | a fee for each procedure/drug/product using a 5-digit CPT/HCPC
         | code.
         | 
         | For example, 29877 would be _Arthroscopy, knee, surgical;
         | debridement /shaving of articular cartilage (chrondroplasty)_.
         | Add a 50 modifier to make it bilateral (both knees). Add an AS
         | modifier if billing for an assistant surgeon. Add a 26 if the
         | bill is only for the professional (human services) portion. And
         | so on.
         | 
         | The in-network price will be based on the health organization
         | (9-digit tax ID), the rendering physician (10-digit NPI), the
         | insurance plan/network (no standardized format), and the place
         | of service (2-digit code, e.g. 24 _Ambulatory Surgery Center_
         | ).
         | 
         | The price is further modified by a variety of adjustments, such
         | as MPPR (multiple-procedure price reduction), MACRA, etc.
         | 
         | W61.61XA (Bitten by duck, initial encounter) is a ICD10
         | _diagnosis code._ That is, a diagnosis of a condition, not a
         | service. While you will always have a diagnosis, it 's not
         | relevant for FFS pricing. This is used in a whole other set of
         | billing called DRG (diagnosis-related groups) typically used
         | for inpatient care.
         | 
         | And of course there are even more billing methods.
         | 
         | ---
         | 
         | This is all very, very complicated.
         | 
         | A lot of it is essential complexity -- modern medicine is
         | indeed very complex.
         | 
         | And a lot of it is incidental complexity.
         | 
         | Not unlike a certain software industry. /:
        
         | lisasays wrote:
         | _Medical billing is broken_
         | 
         | Is it?
         | 
         | Seriously - how do you _know_? More specifically: broken
         | compared to _what_? What would you replace it with?
         | 
         | Be specific, please.
         | 
         | Keeping in mind that it's like, an extremely complex domain and
         | all, you know.
        
           | johntiger1 wrote:
           | Yep, this seems like surface level complexity. Like adding a
           | new/non-existing key to a dictionary, it shouldn't surprise
           | us that there can be different codes for getting bitten by
           | different things
        
           | lmm wrote:
           | Broken compared to what literally any other country in the
           | world does? Personally I'd replace it with publicly funded
           | healthcare, but even those countries that still feel the need
           | to bill the victim have avoided the whole billing-insurance
           | complex that the US has.
        
           | EliRivers wrote:
           | Can we bill it like my mechanic does? Parts and labour. I
           | could see that some medical people would want to have their
           | time considered more valuable, so how about bill for parts,
           | and labour depending on minimum qualification to do it.
        
       | karaterobot wrote:
       | I read the article, and I understand that the cause of that size
       | is an absurd amount of redundancy.
       | 
       | However, I still can't conceive how it could be that big. A
       | petabyte is a million gigabytes. Wikipedia, uncompressed, is
       | about 42 gigabytes. So, every month there is the equivalent of
       | about 24,000 Wikipedias generated just from pricing data? And
       | it's all just text. Wow.
        
       | oldgradstudent wrote:
       | For reference, here is the Israeli Ministry of Health price list
       | as of July 1st 2023:
       | 
       | https://www.gov.il/BlobFolder/dynamiccollectorresultitem/moh...
       | 
       | Edit: Direct link to an Excel spreadsheet.
        
         | mkmk wrote:
         | FYI The above is direct link to .xlsx file
        
           | oldgradstudent wrote:
           | Thanks, noted.
        
       | kasey_junk wrote:
       | It's interesting that so many commentators are blaming the
       | insurers here. The whole article is about how insurers use rules
       | engines and lookups to define these prices and that the data
       | explosion was a result of the legislation requiring price lists
       | instead of an open standard for describing rules and lookups.
        
         | brendanyounger wrote:
         | Having worked with this data extensively (tynbil.com) and
         | talked to several payers and providers, I don't think any of
         | this intentional. CMS did their best at guessing what format
         | the payer data could be exported to (with little to no help
         | from the payers themselves). None of the payers have exactly
         | the same schema for defining these rates as they all have home-
         | grown solutions developed over decades. That said, most
         | insurers have gone out of their way to bury us in data. The
         | result is messy and annoying, but not impossible to work with.
         | It's the best we can expect in this imperfect world.
        
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