[HN Gopher] Show HN: Identify car crash editorial anti-patterns ...
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       Show HN: Identify car crash editorial anti-patterns using NLP
        
       Author : chiefofgxbxl
       Score  : 260 points
       Date   : 2021-10-12 15:11 UTC (7 hours ago)
        
 (HTM) web link (visionzeroreporting.com)
 (TXT) w3m dump (visionzeroreporting.com)
        
       | gSdYMA wrote:
       | Does anyone know who is behind that project? Who is developing
       | it?
        
       | SavantIdiot wrote:
       | I think this is going to be a major application for "attempting"
       | to identify "types" of biases. I'm being super cautious here
       | because the term bias is painfully misunderstood in most
       | circumstances and often misused as a cudgel rather than a
       | context. But I think it could be educational to observe
       | cultural/social/political trends by distilling content this way.
        
       | briandear wrote:
       | This could also be used for gun crime reporting as well.
        
         | aerostable_slug wrote:
         | That would be politically infeasible. The overwhelming
         | narrative would be "young black male gang member kills other
         | young black male gang member, destroying the hopes and dreams
         | Victim A's grandmother had for him", and that already doesn't
         | get widely reported.
         | 
         | https://heyjackass.com/
        
       | csense wrote:
       | I was expecting things like "woman was hit by a car" to be
       | replaced by "A car hit a woman" (prefer active voice).
       | 
       | Instead it refers to pedestrians as Vulnerable Road Users. It
       | says the information that "alcohol was not a factor" is a
       | "Distracting counterfactual. Readers place more blame on victims
       | when articles use more counterfactual statements. Counterfactuals
       | also obscure the systemic nature of incidents and place
       | unreasonable burden on individuals."
       | 
       | I thought this would be an automated grammar assistant for basic
       | English writing techniques you should have learned in high
       | school. It's not. Instead, it's a tool for injecting bias into
       | reporting.
        
       | gault8121 wrote:
       | This is an interesting tool! It would be cool if you could take
       | say 20 articles from Gothamist, Streetsblog, NYT, NY Post, Pix11,
       | etc. and see how they all ranked in this system. That could be a
       | really interesting blog post. -- Which tools are you using for
       | these NLP judgments? Are you using SpaCy at all? Are there any
       | models you've built here, or is this all rules on top of an NLP
       | model? I'm working on NLP models for education, and we use SpaCy
       | a ton. I'm peter@quill.org if you want to learn more about how
       | we're using this.
        
       | xraystyle wrote:
       | > Show HN: Ensure all car crash articles are biased against the
       | driver and vehicles generally using NLP
       | 
       | Seems like a better title for this.
       | 
       | In the analysis of the first article, under the "recommendations"
       | about counterfactuals, it's literally telling you to remove
       | relevant context about the incident, to ensure the readers can't
       | possibly come to the "wrong" conclusion about who's responsible.
       | 
       | Distrust of news media is at an all-time high[1] and if people
       | can't see how this sort of thing contributes, I really don't know
       | what to say at this point.
       | 
       | 1. https://news.gallup.com/poll/321116/americans-remain-
       | distrus...
        
       | natch wrote:
       | To better understand what their intent is, I recommend clicking
       | on the little hamburger menu at the top and reading the "Issues"
       | page listed there.
        
       | PaulHoule wrote:
       | I like it.
       | 
       | I like that it tags segments of text as opposed to the document
       | as a whole.
       | 
       | Since it is confined to a domain and has a well-chosen problem it
       | seems to be highly correct and thus useful.
        
       | elfchief wrote:
       | I'd say they should do one of these for police shootings, except
       | the whole system would probably overload and melt down.
        
       | UncleEntity wrote:
       | > "The vehicle fled the scene" VS "The driver fled the scene"
       | 
       | It is quite common for the driver to flee the scene while leaving
       | behind the disabled vehicle.
       | 
       | ...one of my old coworker's vehicle was involved in an accident
       | with a pedestrian who ran full speed in front of her while it was
       | dark outside and the vehicle was traveling at the legal speed
       | limit. Said vehicle was unable to stop in time which resulted in
       | the speeding pedestrian striking the vehicle.
        
         | renewiltord wrote:
         | Are you sure it wasn't that the road moved under the
         | pedestrian's feet locating her in front of the vehicle comoving
         | with the road in one direction and along it in another?
         | 
         | I think you haven't presented evidence.
        
       | markstos wrote:
       | Here's why the reframing matters:
       | 
       | Accidents are "oops" that are to accepted as fact of life. The no
       | reason to change the system. Accidents happen.
       | 
       | Crashes are not accidents. They have a cause and the cause can
       | addressed. Crashes can be prevented.
       | 
       | So the reframing shifts from talking about a system we should
       | accept how it is to one that can be improved.
        
         | karaterobot wrote:
         | It would be inaccurate, unethical, and potentially libelous for
         | any newspaper to construe the events of a potential criminal
         | act (or any event, really) without doing any investigation to
         | support that conclusion, and primarily in order to further an
         | editorial agenda.
        
           | markstos wrote:
           | I've been employed as a newspaper editor and am familiar with
           | libel laws and the ethics of journalism. What's been
           | advocated for is accurate reporting, not conclusion-jumping.
           | 
           | Currently there are headlines like this:
           | 
           | "Car hits cyclist"
           | 
           | Why is a victim a person but the actor is an inanimate
           | object? They don't say "car hits bike".
           | 
           | A more accurate headline would be "Car driver hits cyclist".
           | 
           | The other way to improve reporting is to call a preventable
           | crash what it is, a crash and not an "accident".
           | 
           | More here: https://www.bicycling.com/news/a20049939/five-
           | cyclist-blamin...
        
             | MauranKilom wrote:
             | > Why is a victim a person but the actor is an inanimate
             | object? They don't say "car hits bike".
             | 
             | The car physically touched the bicyclist, hence "car hits
             | cyclist". The driver did not physically touch the
             | bicyclist, hence "driver hits cyclist" is inaccurate. "Car
             | hits bicycle" is accurate but not the most relevant fact to
             | report (unless nobody was riding it at the time?).
             | 
             | I'm not sure why this point has not been discussed in this
             | thread. Maybe my understanding of English is insufficiently
             | advanced, but "driver hits cyclist" literally implies to me
             | that one person punched another, not that the car crashed
             | into the person riding a bicycle (although this can
             | generally be inferred from the context).
        
               | markstos wrote:
               | > The driver did not physically touch the bicyclist.
               | 
               | A headline would be used even if the car did physically
               | touch the cyclist but hit the bike and knocked the off.
               | 
               | Also, we don't have headlines that say "bullet shoots
               | child", because the person shooting the gun did not
               | physically touch the child. In some of these cases, the
               | car is the lethal weapon, the agency of person driving
               | the car matters.
               | 
               | > but "driver hits cyclist" literally implies to me that
               | one person punched another
               | 
               | "hits" can mean "impacted" or "run into", so it's
               | accurate here even though it's not a punch.
        
             | karaterobot wrote:
             | > Why is a victim a person but the actor is an inanimate
             | object?
             | 
             | To humanize the victim without ascribing blame, when blame
             | is unknown. For the same reason you wouldn't have a
             | headline that read "Alice killed Bob with her car": even
             | though that may technically be true, it's needlessly
             | critical. Needless from the perspective of an editorially
             | neutral party, like a newspaper, but not from the
             | perspective of an activist, like this website.
        
               | markstos wrote:
               | Consider when a terrorist drove a truck into a Christmas
               | market:
               | 
               | https://www.google.com/search?hl=en&q=Christmas%20market%
               | 20k...
               | 
               | Most headlines were like "Lorry kills 12 at Christmas
               | Market", like there was a killer truck on the loose.
               | 
               | Here's an alternate framing of an article where a car is
               | a fatal weapon:
               | 
               | "Driver plows car into pedestrians at German bus stop,
               | killing one" https://www.dw.com/en/driver-plows-car-into-
               | pedestrians-at-g... The lead clarifies that "no
               | assumptions should be made at this point".
               | 
               | It's factual that a man drove a truck into a Christmas
               | market and another person drove into a pedestrian at a
               | bus stop. That can be reported without an assumption of
               | guilt without re-framing the story as if the cars drove
               | themselves.
        
       | eric_the_read wrote:
       | I tried it out on https://www.denverpost.com/2021/10/07/medina-
       | alert-hit-run-c..., which I would think in general a group like
       | Vision Zero would approve of, and it got a C (-1 points), because
       | of the phrase, "[The] vehicle will have heavy damage". This seems
       | pedantic, at best, since the whole point of that phrase is to
       | help the public identify the vehicle (and presumably the driver)
       | which was involved in the accident.
        
         | chiefofgxbxl wrote:
         | Thanks for alerting me to this - that sentence is itself fine,
         | and the tool is incorrectly marking it as problematic. I'll
         | debug that!
        
       | kazinator wrote:
       | I don't think that "the cyclist was not wearing a helmet" or
       | "impairment was not an issue" are examples of counterfactuals;
       | the authors should crack open a dictionary look up what that word
       | means in general use, and additionally how it is used in
       | philosophy and science.
       | 
       | If you have word from the police that the driver was not found to
       | have any alcohol or if the cyclist wasn't wearing a helmet, those
       | are simply _facts_ , not _counterfactuals_.
       | 
       | (An article about an accident should report all the hitherto
       | known facts; then it can't be accused of having a bias with
       | regard to cherry-picking the facts.)
       | 
       | There is a problem with "alcohol _doesn 't appear_ to be a
       | factor" in that it lacks conclusiveness. Appear to whom? For what
       | reasons, and why aren't they sure? The driver was able to touch
       | their nose with their eyes closed, is that it? I think a
       | reasonable rule should be to cull any probabilistic statements,
       | or statements with hedge words introducing uncertainty: remove
       | all such statements from third parties, and under no
       | circumstances invent new probabilistic statements in the process
       | of editorializing.
       | 
       | In fact, it's the use of the word _accident_ that may have the
       | counterfactual issue (and good point here). There is a
       | supposition behind it which may be false. Maybe it wasn 't an
       | accident? You can't logically call a pedestrian hit an accident
       | until other hypotheses have been ruled out, like the driver had a
       | specific murder motive, or is crazy. It's also hard to call it an
       | accident if the driver was blatantly reckless: acted contrary to
       | the rules of the road which are intended to prevent such
       | occurrences, and which the driver is legally obliged to follow as
       | a matter of licensing. If a walking person falls into a fountain
       | due to texting on their phone, it's difficult to swallow the word
       | _accident_ , since they were practically begging for something to
       | happen by moving through an environment while choosing to block
       | it out.
        
         | [deleted]
        
         | speedybird wrote:
         | > _I think a reasonable rule should be to cull any
         | probabilistic statements_
         | 
         | Isn't that _all_ statements, if we 're being honest bayesians?
        
         | chiefofgxbxl wrote:
         | Thanks for the feedback.
         | 
         | There seems to be some conflict with how to define
         | "counterfactual". Merriam-Webster defines it as "contrary to
         | fact" [1], so that comes down to a statement being either true
         | or false. But the way I'm using it (and the research my work is
         | based off) aligns more with the Cambridge dictionary usage:
         | "thinking about what did not happen but could have happened, or
         | relating to this kind of thinking" [2]. Further, Stanford
         | Philosophy states, "Modal discourse concerns alternative ways
         | things can be, e.g., what might be true, what isn't true but
         | could have been, what should be done. This entry focuses on
         | counterfactual modality which concerns what is not, but could
         | or would have been." [3]
         | 
         | > If you have word from the police that the driver was not
         | found to have any alcohol or if the cyclist wasn't wearing a
         | helmet, those are simply facts, not counterfactuals.
         | 
         | I do believe these are counterfactuals, consistent with
         | definitions from [2] and [3]. For example, if a bicyclist is
         | hit and killed and the news article states the fact he wasn't
         | wearing a helmet, sometimes it feels like the article is
         | insinuating that if the bicyclist _had_ been wearing a helmet,
         | he would have survived. Of course, we cannot know that without
         | investigating how fast the driver was going, how heavy the
         | colliding vehicle was, etc. Some of those crashes are simply
         | unsurvivable. The article espouses a  "what could have been"
         | thought. Please feel free to disagree, but provide links so I
         | can read more.
         | 
         | > You can't logically call a pedestrian hit an accident until
         | other hypotheses have been ruled out
         | 
         | I agree, but it seems that journalists take a different view.
         | They see "crash" as intentional (i.e. you used your vehicle to
         | murder someone), and that's why they use the word "accident".
         | The way I see it, accident implies the incident was
         | unforeseeable and unpreventable. I also think "accident"
         | requires a higher burden of proof: just like all squares are
         | rectangles but not all rectangles are squares, I think all
         | accidents are crashes, but not all crashes are accidents. In
         | the absence of a conclusive police investigation demonstrating
         | complete unavoidability, the word accident should not be used.
         | 
         | [1] https://www.merriam-webster.com/dictionary/counterfactual
         | [2]
         | https://dictionary.cambridge.org/dictionary/english/counterf...
         | [3] https://plato.stanford.edu/entries/counterfactuals/
        
           | nzmsv wrote:
           | By the same token though, everyone on this discussion is
           | jumping to "we must reduce speeds in cities" without doing
           | any analysis of whether the collision would be survivable at
           | the lower speed they are proposing. They just assume they
           | don't need to because they have the moral high ground.
        
           | nextaccountic wrote:
           | Maybe you should also include in the site this explanation
        
           | praxulus wrote:
           | Your counterfactual explanation makes sense in the helmet
           | example, but I think most people wouldn't be able to figure
           | out that connection without such an explanation. Even if it's
           | correct, it's still confusing. For example, I can't figure
           | out what the relevant counterfactual is in the alcohol
           | example.
           | 
           | That's not to say that these are purely value-neutral facts,
           | it still makes sense for them to be called out by this tool.
           | I wish I had a better term for them though, rather than just
           | complaining about the current label.
        
             | kazinator wrote:
             | I think the issue is this: there is a bias when certain
             | news sources only mention facts about what drivers did
             | _right_ (like not being impaired) and about what
             | pedestrians or cyclists did _wrong_ (like not wearing a
             | helmet).
             | 
             | We cannot easily detect this pattern of bias from just a
             | sample of one article from the given source, however, even
             | from one article, there can be a hint of this bias. For
             | instance, a statement about the impairment level of the
             | driver is not made, but the status about the bicycle helmet
             | _is_ made.
             | 
             | To avoid, or at least reduce biases, the reporter has to
             | have a standard template of all relevant fact types, fill
             | it in with everything that is known and then report on
             | everything. If the cyclist was wearing a helmet, report
             | that; if not also report that.
             | 
             | (The available facts may be biased, like what the police
             | and other on-scene responders take in and communicate.)
        
         | FabHK wrote:
         | I think the term "counterfactual" comes from the implied, well,
         | counterfactual:
         | 
         | - if the cyclist had been wearing a helmet (which they
         | weren't), then they might have survived
         | 
         | - if impairment had been an issue (which it wasn't), then the
         | driver would've been responsible for that
         | 
         | And I guess they're particularly often used for victim blaming:
         | 
         | - if the rape victim hadn't worn revealing clothing, they
         | probably would have been safe
         | 
         | etc.
         | 
         | So, while I agree that the issue is not particularly well
         | presented here, it does seem plausible to me that implied
         | counterfactuals frequently distract from the culpable party (by
         | pointing out all the hypothetical things that the victim "could
         | have done").
        
       | natch wrote:
       | As feedback, speaking of contextualizing things, it would help if
       | you would contextualize your colored highlighting by bringing
       | some of the explanations of issues onto the page itself where the
       | content is marked up. Or have links (maybe have the highlighted
       | words be links) going to a writeup telling why those words got
       | that color.
        
       | uDontKnowMe wrote:
       | Thank you so much for this, it's great work!
        
       | beaconstudios wrote:
       | this seems to me like it's designed to shift the blame from
       | unilaterally on the VRU (bad), to unilaterally on the driver
       | (also bad).
       | 
       | You pay lip service to systemic problems, but this is not a
       | systemic approach to reducing crashes; it just implies that the
       | driver is at fault, which is not always the case in these things.
       | As another comment noted, reporters would do well to highlight
       | the context around the crash if there's no clear fault (such as
       | an intoxicated or negligent driver, or a pedestrian running into
       | the road within minimum braking distance), such as lack of bike
       | lanes, blind corners, etc that would apply pressure to
       | authorities to make the roads safer.
       | 
       | Not all crashes can be default-blamed on the driver.
        
         | codezero wrote:
         | If a Cessna crashes into a car, is it safe to blame the Cessna
         | and not the car, rather than treat it as a special case? I'm
         | sure a car could swerve onto a runway mid-landing, but it would
         | be the exception to the rule, right?
         | 
         | When operating a car you should be expected to be in a
         | heightened state of awareness and responsibility because of
         | your capacity to cause damage, compared to a pedestrian.
         | 
         | The bias in the current narrative (against pedestrians who have
         | little autonomy vs a car) is so strongly on the wrong side that
         | I don't think asking for a middle-ground approach is worth
         | arguing.
         | 
         | I can't tell you how many times I've read stuff like this:
         | https://www.bikelaw.com/2021/10/waller-bike-crash/
        
           | beaconstudios wrote:
           | I think that's a false choice; rather than choosing between
           | anti-VRU bias (as present) and anti-driver bias (as
           | proposed), why not choose to report the specific facts of the
           | incident at hand? Blaming one party all the time is stupid,
           | because one party is not always at fault.
           | 
           | Edit:
           | 
           | Your cessna example makes no sense, as cars and planes do not
           | generally share space. Should bikes and cars share space? No,
           | but that's part of the systemic aspect of the problem.
        
             | codezero wrote:
             | I am arguing people and cars don't generally share space
             | either. When a car hits a person, it's rare and I do think
             | it should bias against the large, dangerous hardware, while
             | also examining the facts. We have a century of bias-
             | towards-cars coverage which permeates all society, police
             | officers writing their reports are biased from what they've
             | read and how they are trained, I don't think it's an over
             | correction to default to assuming the larger, more
             | regulated and dangerous side of any collision is by default
             | assumed to be at fault, and for the other side to be the
             | exception to the rule.
             | 
             | I say this as a person who's driven a car for 25 years and
             | never hit any people, and who has been hit by a car by a
             | driver who wasn't paying attention multiple times. What's
             | worse, is drivers are often angry at cyclists for even
             | existing, rather than taking responsibility for being aware
             | of their surroundings.
             | 
             | The cessna example is a little over the top, but not
             | totally out of line as a metaphor.
        
       | ape4 wrote:
       | Instead of just "a woman was killed" it could mention the
       | devastating effect to her family.
        
         | karaterobot wrote:
         | How does the program know how the family reacted?
        
           | ape4 wrote:
           | The program just needs to flag if this info is missing.
        
       | dash2 wrote:
       | I'm afraid I find this somewhere between creepy and ridiculous.
       | 
       | On the ridiculous side: the idea that calling a car accident an
       | "accident" is somehow wrong - as if, because I understand that
       | what happened was an accident, I am somehow incapable of thinking
       | "hey, maybe we need better road safety legislation".
       | 
       | On the creepy side: the general approach which is, instead of
       | making public arguments about why cars are bad, to manipulate
       | language so as to push people to your side, using results from
       | behavioural science.
       | 
       | Of course, if you think the author is on the side of the angels,
       | then this is great! But the techniques can be used by equally
       | self-righteous people, with whom you may disagree.
       | 
       | Treating people like sheep is gross. Don't do it.
        
         | [deleted]
        
         | ihaveajob wrote:
         | The problem with using "accident" as the default term is that
         | it preempts any evidence-finding, implying that it was nobody's
         | fault. If someone shoots their gun randomly and someone gets
         | hurt by just being there, nobody will call it an "accident",
         | but somehow if the weapon is a car, the driver gets the benefit
         | of the doubt regardless of the facts.
        
           | dash2 wrote:
           | Of course if there is evidence that the driver deliberately
           | tried to kill someone, nobody will call it an accident. I
           | would imagine that the vast majority of car deaths are indeed
           | accidental, not murders. This seems to contrast with the
           | situation of gun deaths. No?
        
             | what_is_orcas wrote:
             | There's a few really busy streets in my neighborhood where
             | people regularly go 10-20 MPH over the speed limit.
             | 
             | Not surprisingly, there are quite a few hit-and-runs on
             | those streets.
             | 
             | While it's probably the case that the folks who are
             | speeding are just being selfish ("I want to minimize my
             | time on the road") but they are doing so at the cost of
             | safety. The equivalent w/r/t guns might be that someone was
             | firing their gun willy-nilly, with little regard to their
             | surroundings. If someone died in such a scenario, yes, it
             | would have been an "accident" but we would also assign
             | fault to the shooter (gross negligence, manslaughter, I am
             | not a lawyer so I don't know the exact terminology).
             | 
             | The reality is that cars are EXTREMELY dangerous and yet
             | Americans don't tend to think of them that way, and we
             | definitely don't drive them (as a society) with that
             | mindset.
        
             | riffic wrote:
             | There are degrees of intention (Fonseca, 2020). Most people
             | are quite deliberate about the speed they choose to drive,
             | or the level of care they put into the act of operating a
             | vehicle.
             | 
             | City planners and engineers are intentional about what they
             | choose to build or not build.
             | 
             | This is a shaky foundation of an argument IMO.
             | 
             | https://laist.com/news/car-crash-accident-traffic-
             | violence-l...
        
             | dfxm12 wrote:
             | I'm not sure. I read a lot of gun violence reporting like
             | "person a was struck by a bullet and later died due to
             | complications" vs "gunman shot and killed person a". It's
             | kinda the same thing.
             | 
             | I would make no assumptions about if car accidents are
             | accidental (which for some reason seems to be the default)
             | or not - and that's more or less the point of the article.
        
         | dml2135 wrote:
         | The issue is that the term accident implies a lack of
         | intension, while in most crash reporting we actually have no
         | idea if the collision was intentional, negligent, or whatever.
         | Using a term like crash or collision is actually much closer to
         | the bare facts.
        
           | fermigier wrote:
           | As I have stated in another comment, according to Merriam-
           | Webster, a (car) accident is "an unfortunate event resulting
           | in particular from negligence or ignorance". It doesn't imply
           | intention (in which case it would become a homicide, in the
           | case the victim is deceased), but certainly implies
           | responsibility from the driver.
        
       | jasonhansel wrote:
       | Worth noting the history behind this issue of biased reporting:
       | 
       | > In the late 1920s and '30s, a consortium of automobile
       | manufacturers, insurers, and fuel companies known as the National
       | Automobile Chamber of Commerce funded a wire service that
       | provided free reporting on crashes to short-staffed Depression-
       | era newspapers. Reporters could send in a few basic details about
       | a local collision, and the wire service would craft a narrative
       | that exonerated the driver, blamed any pedestrians who were
       | involved, and -- crucially -- transformed virtually every "crash"
       | into an understandable or even inevitable "accident." Newspapers
       | around the country published the industry-approved stories, often
       | without edits.
       | 
       | Source:
       | https://usa.streetsblog.org/2020/03/05/streetsblog-101-how-j...
        
         | [deleted]
        
       | mtlynch wrote:
       | This is cool! I appreciate the effort here to make the roads
       | safer for bicyclists and pedestrians, as I'd love to see more
       | people prioritize this.
       | 
       | The homepage confused me because the presentation of the two
       | examples made me think that they were before/after at first. It
       | took me ~30s to realize they were just two separate articles.
       | 
       | I'd like to see a bad article juxtaposed with an improved version
       | that someone created using your tool.
       | 
       | I'm maybe used to tools like Grammarly, but when I clicked /
       | hovered over the highlighted text, I was surprised to see nothing
       | happen. I found it a little difficult to scroll back and forth
       | between the highlighted text and the context where it appeared in
       | the article. Having an explanation appear next to the cursor on
       | mouse click/hover might resolve this.
       | 
       | It would also be cool if the tool allowed me to import by URL
       | (with some suggested real articles to show this is a problem in
       | mainstream news sources) rather than require the user to
       | copy/paste manually.
        
       | podiki wrote:
       | Very nice, I like it! And as a frequent cyclist and writing
       | instructor, really appreciate this kind of work on many levels.
       | Good to see NLP towards social good like this.
        
       | yodelshady wrote:
       | That's actually pretty amazing work.
       | 
       | Being super preachy, as a cliched straight white etc etc... after
       | riding a bike I sort of get complaints about -isms, emotionally,
       | in a way I wouldn't without.
       | 
       | Everyone has already concluded that _you deserved it_. Whatever
       | happened. It does not matter if you were wearing hi-vis, or had a
       | light, or were in a bike lane, or the nearest bike lane is 5
       | miles away and on the pavement for some reason, or were 3.1 ft
       | from the kerb or 2.6. If you were stopped at a red light and are
       | now sprawled in front of it because a van didn 't, you're clearly
       | lying. If a motorist jumps a set of temporary lights and hit you
       | when you had the green, you're clearly lying. _You deserved it_ ,
       | always and forever, is the only argument you need to know, the
       | rest is window dressing.
       | 
       | Now we wonder why kids don't get exercise.
        
         | butwhywhyoh wrote:
         | I'd love to hear even one anecdote of 'kid believes bikers are
         | unfairly blamed for accidents' -> 'kid decides never to
         | exercise again in any form'
        
           | burnished wrote:
           | Its more the realization that you aren't safe, and that your
           | safety is not only not a priority but somehow actively
           | repugnant, all due to you being on a bike.
           | 
           | If you are a kid driving isn't an option. If you don't feel
           | safe on the roads as a pedestrian or bicyclist then your
           | options are rather limited. This was my own experience, and
           | if I had been less reckless I would have gotten less
           | exercise. As it was, telling some one about a scary
           | experience like a car almost hitting me was usually almost
           | always met with a story about how terrible cyclists are. Its
           | weird.
        
             | speedybird wrote:
             | Color me unconvinced. Kids know that skateboarding isn't
             | safe but I see plenty of kids skateboarding, many of them
             | _without helmets!_ Generally speaking, I think kids are
             | insensitive to risk and think they 're invincible. When
             | weighing the risk of cracked skull against looking uncool
             | with PPE, they often forgo the PPE.
             | 
             | I think perception of physical danger is low on the list of
             | reasons why kids don't get as much exercise as they should.
             | Lower on the list than helicopter parents, "stranger
             | danger" paranoia, and the appeal of video games.
        
             | smoldesu wrote:
             | Sounds like you should cycle in safer places then? Airline
             | pilots don't complain because highways aren't a safe place
             | for planes to be, and similarly it can be pretty dangerous
             | to ride a bike in a place where cycling is an afterthought.
             | Shifting the blame back to the drivers doesn't change that,
             | if anything it tarnishes the reputation of cyclists even
             | further. I get a similar feeling when I see people on
             | Hacker News complain about how many DAUs Facebook has:
             | making people feel worse about their online time isn't
             | improving the status-quo, if anything it's making their
             | alternative look more attractive by comparison.
             | 
             | Bad infrastructure is an infrastructure issue. Trying to
             | gussy it up as a social one is going to be a really tough
             | case to make when there are actual human rights violations
             | happening in-media-res.
        
               | avianlyric wrote:
               | > Bad infrastructure is an infrastructure issue. Trying
               | to gussy it up as a social one is going to be a really
               | tough case to...
               | 
               | Last I checked infrastructure spending was mostly
               | dictated by social policies. Either that or we've had
               | generations of truly incompetent infrastructure planners
               | who have all failed to realise that drivers in cars
               | aren't only people who need to get from A to B.
        
               | smoldesu wrote:
               | Sounds like you've answered your own question there.
        
       | fermigier wrote:
       | I like the general idea, and the use of NLP to implement it.
       | 
       | But I am dubious about some of the principles behind it.
       | 
       | - For example, I find it inaccurate to say "the driver hit the
       | pedestrian", which to me suggests a collision between two people,
       | not between a person and a vehicle. (Of course this does not
       | apply to a phrase like "the vehicle fled the scene" - it is clear
       | that it was the driver who fled the scene). While it's obvious
       | the driver is responsible for the trajectory of their vehicle,
       | it's also clear that the injuries and deaths are caused by the
       | fact that one of the elements involved in the collusion is a 1+
       | ton piece of steel, and the other one a 70kg human being.
       | 
       | - Regarding the term "accident", I see in the Merriam-Webster
       | that it is defined in this context as: "an unfortunate event
       | resulting in particular from negligence or ignorance". It seems
       | to me that this definition does not exonerate the driver from
       | responsibility (lack of vigilance or competence).
        
         | PeterisP wrote:
         | I find "the vehicle fled the scene" as a useful phrase that's
         | used to distinguish this situation from the very different "the
         | driver fled the scene" which is commonly used in the (not that
         | rare) cases where the driver abandons the wrecked car after an
         | accident, in some cases to hide that they were intoxicated.
        
           | fn-mote wrote:
           | I disagree. Shifting the agency to the driver is important
           | enough to my that I recommend writers use "the driver fled
           | the scene on foot" if that's what happened. (This particular
           | phrase is actually used.)
           | 
           | It seems obvious that "the vehicle" is not doing the fleeing,
           | so even if this is standard phrasing it should be revised.
        
           | dml2135 wrote:
           | Easy to have both -- "the driver fled the scene in their
           | vehicle"
        
         | lkbm wrote:
         | > - For example, I find it inaccurate to say "the driver hit
         | the pedestrian", which to me suggests a collision between two
         | people, not between a person and a vehicle.
         | 
         | Or alternatively, they got in an argument and the driver
         | punched the pedestrian.
         | 
         | On the other hand, you'd never say "the bicycle hit the
         | pedestrian". It would be "the cyclist hit the pedestrian". The
         | former would make it sound like the cyclist had ejected from
         | the bike and the bicycle to continue onward and collided with
         | the pedestrian.
         | 
         | Part of this may be that when a bicycle crashes into me, the
         | 20LBs of bicycle is less important than the 150LBs of cyclist,
         | whereas with a car it's the momentum of the vehicle that's
         | deadly, but I suspect there's also just the fact that we've
         | normalized absolving drivers and blaming the car itself.
         | 
         | Obviously, the correct solution is to say "the human-operated
         | car crashed into the pedestrian", just as we'd say "the self-
         | driving car" if it were autonomous.
        
         | FabHK wrote:
         | > Regarding the term "accident"
         | 
         | I think in aviation circles the word "accident" is disliked
         | because it implies a certain inevitability and tends to
         | terminate the search for further underlying causes.
         | 
         | If it's a crash, then we find out why, and if it happened
         | because there was some debris on the runway or a certain switch
         | in the cockpit was in the wrong position, then we need to find
         | out how that could have happened and what to undertake to make
         | sure it doesn't happen again.
        
         | 6gvONxR4sf7o wrote:
         | > the driver hit the pedestrian
         | 
         | It seems reasonable to me. Imagine you're driving and you hit a
         | deer. What do you say when you tell the story? "My car hit a
         | deer this morning on my way to work!" or "I hit a deer this
         | morning on my way to work!" Even my "Imagine you're driving and
         | you hit a deer" sentence reads weirdly in the non-person-based
         | language.
         | 
         | If accuracy or confusion is still the issue "the assailant hit
         | the victim" could be amended to "the assailant hit the victim
         | with a baseball bat" to clarify.
        
           | Defenestresque wrote:
           | It's funny you mention this particular phrasing. I used to
           | work as a 911/police dispatcher so I was often literally the
           | first person you'd tell such a story to. I had so many
           | instances in which I would have greatly preferred people not
           | use the "I hit ___" or "___ hit me"
           | 
           | >"I was on my way to work and this guy just hit me! He just
           | came out of nowhere and hit me!"
           | 
           | Cue the inevitable asking of a) did he strike you with a
           | fist? a weapon? b) did he strike you with a vehicle? c) if he
           | struck you with a vehicle, were you in your vehicle or were
           | you walking?
           | 
           | I got burned -many- times over taking the seemingly obvious
           | interpretation of "I was on my way to work and this guy just
           | hit me!" and assuming a "two-vehicle traffic collision" just
           | to find out the caller was actually exiting a coffee shop
           | when someone physically assaulted him, or was walking back to
           | his parked car when he watched someone back into it, etc..
           | 
           | Even "I was driving to work and someone hit me" leaves such a
           | plethora of questions unanswered that yes, in instances where
           | -clarity- is important (having to be clear and succinct, not
           | casually retelling the story at a bar) I would much rather
           | hear "I was driving my vehicle when another driver collided
           | with me" which isn't meaningfully longer and clarifies many
           | questions about what happened.
        
         | lonelyasacloud wrote:
         | > the driver hit the pedestrian
         | 
         | Seems reasonable. Cars don't kill people of their own volition
         | without a driver. And in similar circumstances we wouldn't say
         | something like an AR-15 killed a person, we'd say a
         | gunman/gunwoman/shooter did. Why should drivers get treated
         | differently?
        
         | Zigurd wrote:
         | If I hit you with a wrench, saying "the wrench hit you" is
         | clearly awkward and obscuring what matters.
        
           | MauranKilom wrote:
           | I don't see the analogy. "I hit you with a wrench" by and
           | large implies intent. A pedestrian being hit by a car is very
           | rarely an intentional event.
           | 
           | Further, you tend to have control over the wrench in this
           | scenario (and if I was hit by a wrench because you e.g.
           | dropped it unintentionally, "the wrench hit me" is
           | reasonable), whereas insufficient control over the car is
           | usually the problem in a crash.
        
       | paulgb wrote:
       | I like it! I assume the red/yellow/green are roughly
       | bad/warning/good, but what do the blue highlights mean? I agree
       | with another comment that a tooltip to say which of the
       | categories you listed a given span falls into.
        
       | 65536b wrote:
       | I'm somewhat concerned about the ethical implications of this
       | beyond the scope of just car crash reporting. While impressive,
       | the nlp model will have to be tuned by someone, someone with
       | biases the model will inevitably inherit. Seems to have obvious
       | potential as a propaganda tool, which might be used by the 'good
       | guys' today, and be used by malicious actors tomorrow.
        
       | ipsin wrote:
       | It would be nice if the color-coded key ("Object", etc.) linked
       | to the detailed sections below.
       | 
       | When I first saw "Object" in the summary, I didn't know what it
       | meant.
        
       | rootusrootus wrote:
       | I gather that the intent is not to make the reporting more
       | neutral or accurate, but to change the framing in a direction
       | that vision zero finds more appealing. E.g. in the first article
       | we should view the woman as a vulnerable road user, bearing no
       | responsibility for being struck by a vehicle even though video
       | evidence shows that she fell into the street.
        
         | whimsicalism wrote:
         | Yes, I do not think you bear responsibility if you collapse and
         | someone strikes you with their car and then flees the scene.
        
           | JackFr wrote:
           | Don't be obtuse.
           | 
           | A person collapses into the street and is struck by oncoming
           | traffic - no one is to blame. It is an accident.
        
             | _dain_ wrote:
             | Imagine this were a workplace: some kind of suspended
             | catwalk where accidentally falling off it is fatal. It
             | would be an OSHA violation not to have guard rails to
             | prevent this from occurring. Likewise, if this is a road
             | where cars are moving too quickly to stop in time to avoid
             | fatally hitting someone who falls onto the road, there
             | ought to be a barrier between the pavement and the road
             | except at designated crossing points.
        
             | lamontcg wrote:
             | If I see a cyclist one of the things I do is slow down and
             | give them space specifically because bicyclists do
             | occasionally fall. A good chunk of my awareness is also
             | assigned to evaluating how they're riding in order to
             | anticipate any kind of problem. The fact that most
             | motorists don't believe there's any kind of responsibility
             | for everyone to behave similarly is a problem.
        
               | throwaway0a5e wrote:
               | Changing your behavior gives the cyclists and the road
               | users around you (other cars, pedestrians looking for a
               | spot to cross, etc, etc) the impression that you're a
               | skittish or novice driver and are uncomfortable with the
               | situation. This puts them on alert that you might do
               | something unexpected (you are presumably a novice after
               | all). This takes attention away from all the other things
               | that demand their attention and reduces overall
               | situational awareness.
               | 
               | The best favor you can do all other traffic is to be as
               | predictable and unremarkable in your actions as possible
               | so that they may reliably plan their actions around
               | yours.
        
               | lamontcg wrote:
               | > you are presumably a novice after all
               | 
               | I'm 49 and I've been driving since I was 16.
               | 
               | You can absolutely react to hazards without appearing
               | skittish, which also alerts other traffic to the hazard
               | if they're paying close attention.
               | 
               | Trying to drive like a robot all the time is something
               | that actual novice drivers think makes them better
               | drivers.
        
             | zip1234 wrote:
             | Perhaps if she is struck then the drivers were going too
             | fast? Maybe the speed limit should be lowered. Perhaps the
             | street could be designed in a safer way to make this less
             | likely to happen. Calling everything an accident is
             | ignoring the actual causes.
        
             | dfxm12 wrote:
             | Who's being obtuse? It looks like neither you nor the
             | parent comment assign blame to the woman that the driver
             | struck. From here, it looks like you are in agreement.
             | 
             | The parent comment didn't even say one way or another if
             | the driver who struck the woman should get any blame...
        
             | ecshafer wrote:
             | If someone collapses into the street, the driver should be
             | able to stop in time, unless they are going to fast. Who I
             | can think to blame here: * The auto manufacturer for not
             | having sensors to detect this.
             | 
             | * The city for making car dependent areas
             | 
             | * The city for making roads that have cars drive so fast by
             | pedestrians, that the pedestrian can die if hit
             | 
             | * The driver for not driving more reasonably
             | 
             | * The city for not having a barrier between the sidewalk
             | and the road, China has these in a lot of areas, a curb
             | with a hedge between the side walks and roads, or a fence.
             | 
             | The pedestrian who collapses is the last to blame in my
             | view.
        
               | dgfitz wrote:
               | > If someone collapses into the street, the driver should
               | be able to stop in time, unless they are going to fast.
               | 
               | Or they collapse mere seconds before the car strikes them
               | making the __accident__ unavoidable.
        
               | lelandbatey wrote:
               | The duration between when the pedestrian collapses and
               | when the driver runs over the pedestrian is not as
               | relevant as you seem to be implying. If someone is
               | standing in a crosswalk in broad daylight and falls over,
               | even if the pedestrian collapses 0.1 seconds before
               | someone runs them over that doesn't leave the driver
               | blameless. Why, in broad daylight, in the middle of a
               | crosswalk, was a driver 0.1 seconds away from running
               | over a pedestrian? That sounds like poor road design,
               | poor driving, or another factor. The same logic applies
               | even as we worsen the conditions: if it was dark, where
               | was the lighting? If the pedestrian "suddenly appeared"
               | from behind an obstacle, why is there an obstacle that
               | close to a road and why can a pedestrian get so close
               | that they can "appear" from behind that obstacle?
               | 
               | Roads should be designed so that pedestrians cannot
               | accidentally end up 0.1 seconds (or pick your duration)
               | from being crushed by a driver. And drivers, state-
               | licensed machine operators, should face an _incredibly_
               | high bar of scrutiny when it comes to damaging
               | pedestrians. Yes this probably means very different road
               | designs than the ones we have now, that is one of the end
               | goals of this kind of effort.
        
               | dgfitz wrote:
               | I can say with confidence that this effort will not
               | result in roads being re-designed, ripped up, re-poured,
               | and money paid for the effort.
        
               | lolpython wrote:
               | What in the world are you talking about? Many US cities
               | have already created traffic calming programs due to
               | advocacy like this.
               | 
               | https://lmgtfy.app/?q=traffic+calming+site%3A.gov
        
               | Spivak wrote:
               | Yeah, this isn't an act of god that no one could have
               | possibly foreseen. This is system designed by humans that
               | we have 100% control over.
        
               | chiefofgxbxl wrote:
               | This is the key point of the research and the tool I
               | built, and clearly I still have some work to do on making
               | this clear on my site:
               | 
               | The objective is not to shift blame from one party to the
               | other, even if its shifting from VRUs to drivers. The
               | important thing is that we emphasize that all car crashes
               | _have a cause_ and _known solutions_! Nearly all news
               | articles miss this point, and tend to place blame (even
               | inadvertently) on the parties involved rather than
               | discuss how to prevent future incidents from happening.
        
               | rootusrootus wrote:
               | FWIW, one way in which you lost me early on was framing
               | it as VRU vs driver. I don't see it in such simple terms.
               | There are road users. It is not always the pedestrian
               | that is killed. Sometimes it is another driver. And
               | pedestrians can absolutely be the cause of a wreck where
               | the driver dies. Not to mention, someone can be a VRU
               | now, and a driver in a few minutes, then a VRU again.
               | 
               | There are lots of good reasons to make roads safer, lots
               | of methods for doing so, and none of them require making
               | drivers the villains.
        
               | ballenf wrote:
               | > If someone collapses into the street, the driver should
               | be able to stop in time, unless they are going to fast.
               | 
               | Even 5 mph is too fast if the collapse is shielded from
               | view until the last instant.
               | 
               | In other words your statement boils down to "driver can
               | stop unless they can't".
        
               | InitialLastName wrote:
               | If the collapse is shielded from view until the last
               | instant, but still possible, there's an engineer
               | somewhere who designed a road irresponsibly.
        
               | kortex wrote:
               | Exactly this. The human-factors-engineering take is that
               | these should be mutually exclusive:
               | 
               | - a driver should be able to brake if a person falls
               | suddenly (streets)
               | 
               | - a person is isolated from/ is incapable of falling
               | suddenly into oncoming traffic (roads)
               | 
               | It's the same reason highways are fenced off, extended to
               | streets and roads. A big part of the problem is America's
               | reliance on stroads: too fast to be hospitable for non-
               | drivers, insufficiently isolated to protect non-drivers.
               | 
               | https://en.m.wikipedia.org/wiki/Stroad
        
               | dml2135 wrote:
               | It is extremely unlikely that someone will be killed by a
               | 5 mph collision, and it is certainly less likely than a
               | 30 mph collision.
        
               | nzmsv wrote:
               | Cars are heavy things and can kill you even if they move
               | at 5mph:
               | https://www.theguardian.com/film/2016/jun/22/anton-
               | yelchin-d...
        
             | FabHK wrote:
             | > no one is to blame. It is an accident
             | 
             | That is _not_ the mindset with which aviation arrived at
             | its amazing safety record.
        
         | chiefofgxbxl wrote:
         | Respectfully, I think you're demonstrating the sort of thinking
         | the corpus of research surrounding this seeks to shine a
         | spotlight on: blaming the victim, rather than focusing on safe
         | and forgiving design.
         | 
         | Should our built environment be such that falling down in
         | public should end your life? Do people deserve to die simply
         | because they want to cross the street? Why do we design
         | residential neighborhoods where parents are afraid of letting
         | their kids play outside due to traffic? Do drivers of 4,000+
         | lbs of steel and glass bear greater responsibility than
         | pedestrians and bicyclists.
         | 
         | In the article you mention with the woman falling into the
         | street, the article makes no mention of street design. Further,
         | emphasis is placed on the victim, but nothing is said of the
         | driver.
         | 
         | - What is the speed limit on that road? Fast-moving vehicles
         | will require faster reaction time and longer stopping
         | distances. Maybe areas that mix traffic with VRUs need to be
         | reworked.
         | 
         | - Did the driver appear to make any effort to stop? If so, why
         | doesn't the article mention it if they already have video
         | evidence? If not, did the driver not see the woman? Was the
         | driver distracted?
         | 
         | - Did poor illumination contribute to this collision? (If so,
         | that's a design element: street lighting).
         | 
         | > I gather that the intent is not to make the reporting more
         | neutral or accurate, but to change the framing in a direction
         | that vision zero finds more appealing.
         | 
         | I'm posting this to demonstrate my work and seek honest and
         | meaningful criticism to improve the tool and help improve
         | public discourse around a public safety matter that is killing
         | 30k-40k people per year in the U.S., and injuring millions. You
         | can avoid the underhanded and snarky quip.
        
           | MauranKilom wrote:
           | Calling them "editorial anti-patterns" because they don't
           | frame the discussion how _you_ would like it to be framed
           | is... well, an antipattern in itself.
           | 
           | Let me be clear: Your goal of improving road safety is
           | laudable, and the aspects your tool highlights are
           | conceivably a way to achieve that. But priming visitors to
           | expect "editorial anti-patterns" and then instead presenting
           | "insufficiently biased-to-the-pedestrian" snippets is
           | dishonest.
           | 
           | While there are recommendations in there I fully support
           | (e.g. "highlight systematic problems"), I am particularly put
           | off by repeated suggestions like "the driver hit the
           | cyclist": Unless the driver itself physically made contact
           | with the cyclist, this is between inaccurate and confusing.
           | It sounds like a fist fight broke out when the fundamental
           | happening was someone being injured by sudden contact with a
           | vehicle.
           | 
           | You can still involve the driver in the sentence if needed,
           | but please don't advocate for confusing reporting in the name
           | of unconditionally blaming individuals.
           | 
           | Also, suggestion for an addition: If you want to improve road
           | safety, you could also recommend report on the maintenance
           | status of the vehicle (e.g. were the brakes well-serviced?).
        
             | chiefofgxbxl wrote:
             | Thanks for your feedback!
             | 
             | I certainly have a lot more work to do over the next few
             | weeks to improve the tool, and I think much of your comment
             | will be addressed once I place a lot more weight on Framing
             | (see my other comment:
             | https://news.ycombinator.com/item?id=28842314).
             | 
             | For your "driver hit the cyclist" example, I would like to
             | avoid confusion that there was a physical altercation like
             | a fist fight between the driver and cyclist. However, I
             | stand by the sentence structure, because I don't want to
             | personify or give agency to vehicles (e.g. "vehicle hit the
             | cyclist") when it's the driver who is in control, and
             | focusing on driver calls into question more thematic
             | elements like distracted driving, speeding, visibility and
             | lighting conditions, etc.
             | 
             | Is there a way you'd recommend rephrasing "driver hit the
             | cyclist" to satisfy both our suggestions?
             | 
             | > Calling them "editorial anti-patterns" because they don't
             | frame the discussion how you would like it to be framed is
             | 
             | To be clear, I'm not trying to force _my_ desired framing
             | on authors or inject bias into articles. I am simply
             | working off of the research I 've seen, such as Editorial
             | Patterns in Bicyclist and Pedestrian Crash Reporting [1]
             | and all the other citations in that paper, that there is a
             | very real and measurable effect on the language used in
             | these articles and the readers' perception on blame and
             | preventative measures.
             | 
             | However, I am certainly thinking about the feedback I've
             | received from everyone in this thread.
             | 
             | > If you want to improve road safety, you could also
             | recommend report on the maintenance status of the vehicle
             | (e.g. were the brakes well-serviced?).
             | 
             | That sounds like an interesting idea. I know that vehicle
             | status can contribute to crashes, and legislation has been
             | enacted to improve this. For example, all vehicles now
             | require tire-pressure monitoring system (TPMS) because
             | improper tire pressure was leading to lots of crashes.
             | Back-up cameras are required because people, particularly
             | small children, were being run over when in reverse. States
             | have different requirements for periodic vehicle safety
             | inspections (in New York State where I live it's once per
             | year).
             | 
             | If a crash is being reported involving older vehicles,
             | maybe journalists could mention if those vehicle predate
             | certain safety mandates. For example, vehicles before 2007
             | in the U.S. may not have TPMS [2]
             | 
             | [1] https://www.researchgate.net/publication/330975590_Edit
             | orial...
             | 
             | [2] https://en.wikipedia.org/wiki/Tire-
             | pressure_monitoring_syste...
        
         | karaterobot wrote:
         | Yeah, this is a little odd to me. The app frames itself as a
         | way to improve reporting, but the way it intends to improve it
         | is by imposing an inherently less neutral position on the
         | language used. There's no fact-checking going on here that
         | would lead the program to decide the original report was
         | incorrect and needed updating, _except that it doesn 't frame
         | the story in the designer's point of view_. An extremely
         | postmodern app.
         | 
         | It's possible (and not unlikely) that this is how more news
         | will be processed in the future.
        
         | 015a wrote:
         | To be fair: The model does not appear to automate remediation.
         | It just highlights problems.
         | 
         | Also: If all of this is done toward the goal of reducing
         | vehicle-related pedestrian deaths, maybe the dictionary says
         | that's technically a bias, but I have a hard time seeing the
         | argument that its a reprehensible one. Pedestrians may bear
         | some responsibility; the driver is not always at fault; at the
         | end of the day, a pedestrian has never killed a driver. The
         | point here isn't/shouldn't be about fault; its about
         | underscoring a power imbalance.
         | 
         | Have you ever heard the old saying: If the team succeeds, its
         | everyone's success; if the team fails, its the manager's
         | failure? Same thing. In situations of power imbalance, it is
         | Good to bias fault toward power. As they say: with great power,
         | comes great responsibility. Most drivers on American roads have
         | zero sense of responsibility.
        
         | dml2135 wrote:
         | You're right that the intent is not to make the reporting more
         | neutral, but you are missing the point -- the reporting is not
         | neutral to begin with.
         | 
         | Take an example from the tool: - The SUV crashed into the
         | woman. vs - The driver crashed into the woman.
         | 
         | It is not that one of these statements is "neutral" while the
         | other one is biased. In both cases, the author is making a
         | choice of emphasis.
         | 
         | What Vision Zero advocates is that the former's emphasis is the
         | wrong one, and that ascribing more agency (not necessarily
         | blame, but agency) to drivers is the right emphasis to take.
         | But no one is saying that that the choice of words is not
         | subjective either way.
        
       | Tarrosion wrote:
       | A few months ago I wrote a short Twitter rant about a Boston
       | Globe article that described a pedestrian being struck by a
       | driver really poorly.
       | 
       | Thread:
       | https://twitter.com/evanjfields/status/1387131251811831812/
       | 
       | Article:
       | https://www.bostonglobe.com/2021/04/27/metro/woman-28-seriou...
       | 
       | To my surprise, this tool finds no problems with the article and
       | gives it a B.
       | 
       | (I'm really tickled by the tool, like the idea, but based on a
       | totally not rigorous sample, seems like the tool leans a bit too
       | much into sort of sentence structure analysis and elides some
       | semantics?)
        
         | chiefofgxbxl wrote:
         | Thanks for linking this issue, and I'll certainly look into it.
         | I agree with your analysis on Twitter: manually annotating the
         | article should yield the following issues:
         | 
         | 1. Focus: she was struck by a Toyota Corolla (emphasis is
         | placed on the VRU)
         | 
         | 2. Object: she was struck by a Toyota Corolla (agent is
         | referred to as an object, rather than a person, e.g. driver of
         | the Corolla)
         | 
         | 3. Object: a 2010 Toyota Corolla being driven by a 29-year-old
         | Brookline man, was driving east (again, the wording personifies
         | the vehicle instead of assigning agency to the driver heading
         | eastward)
         | 
         | I will need to debug this particular example further, but it
         | appears the "2010 Toyota Corolla" and "Toyota Corolla" are not
         | being classified as CARLIKE, a label I trained an NER model on
         | to help deal with all the ways you can name a vehicle: year-
         | make-model, make-model, year-model, model, model-ish, generic
         | terms like truck/pickup/pick-up etc., short-hands like Chevy
         | instead of Chevrolet, etc.
         | 
         | Furthermore, the tool is not identifying "woman" as a VRU. It's
         | a little bit ambiguous because while "[she] entered the
         | roadway", it's not 100% clear that means she is a VRU: a
         | driver/vehicle can enter a roadway too.
        
           | Tarrosion wrote:
           | Interesting context, thanks! Cool tool, will be glad to see
           | it get tuned further :)
        
       | gok wrote:
       | A liar on HN, chiefofgxbxl, died earlier today when he was run
       | over. It was not the driver's fault. It was reported by police
       | that chiefofgxbxl deserved this fate for being a pedestrian in
       | the way of an SUV, and for claiming to use "Natural Language
       | Processing" when all he was really doing was using Javascript to
       | scan text for a hardcoded substring list.
       | 
       | Your tool believes this article has no problems.
        
         | dang wrote:
         | I realize this may have been a joke taken too far, but your
         | comment breaks several of the HN guidelines and the Show HN
         | guidelines egregiously. Please make your substantive points
         | without personal attacks in the future!
         | 
         | https://news.ycombinator.com/newsguidelines.html
         | 
         | https://news.ycombinator.com/showhn.html
        
       | dymk wrote:
       | This is neat, but something bugs me about the framing of the
       | intended goal versus how you propose to get there.
       | 
       | If the intent is to raise public awareness and to put pressure on
       | leadership to make roads generally safer, why do almost all the
       | corrections follow a pattern of shifting blame from the
       | individual pedestrian onto the individual driver? Many of the
       | suggested fixes are just their own form of counterfactual -
       | they're facts, sure, but they don't contribute to public
       | understanding of _why_ the crash happened.
       | 
       | The examples of removing counterfactual outright and including
       | thematic framing (focusing on road conditions, frequency of
       | crashes, and aggregate statistics that tell the story of how
       | often crashes occur) seem to be the best set of suggestions for
       | correcting public perception on road safety. Not making sure the
       | public knows this _one specific driver_ hit a pedestrian, rather
       | than their car.
        
         | benatkin wrote:
         | > If the intent is to raise public awareness and to put
         | pressure on leadership to make roads generally safer, why do
         | almost all the corrections follow a pattern of shifting blame
         | from the individual pedestrian onto the individual driver?
         | 
         | I think "almost all" would have to include the various use of
         | the word accident when the fault hasn't been fully determined.
         | I've been following Project Zero for years now and that is a
         | big part of our shtick. And that certainly is not shifting the
         | blame from the pedestrian to the driver. It is merely removing
         | a harmful assumption.
        
         | avianlyric wrote:
         | In all of these scenarios the driver is the better protected
         | and less vulnerable participant.
         | 
         | Ideally we should be improving infrastructure to ensure that
         | the risks created by high speed lumps of metal is reduced as
         | far as practically possible. But until that happens, we have to
         | acknowledge that in the majority incidents drivers are only
         | ones capable of changing the outcome. Additionally drivers
         | should take one a greater responsibility when operating
         | vehicles in areas where they might encounter more vulnerable
         | road users. Vulnerable road users will always end up paying a
         | substantially greater price in any incident, so it's reasonable
         | to ask drivers to be more careful to avoid those incidents.
        
         | chiefofgxbxl wrote:
         | This is a great question and I agree with you entirely.
         | 
         | Ultimately, Framing (thematic vs. episodic) is the most
         | important consideration for these articles. It's important for
         | articles to discuss road design, safety initiatives, etc. in
         | order to equip readers with the knowledge necessary to get
         | governments to act.
         | 
         | However, Framing is also the most difficult pattern to detect
         | simply because there are so many different thematic elements
         | you can discuss, and many different ways to say each one. Here
         | are a few examples:
         | 
         | - This is the 3rd pedestrian fatality this year.
         | 
         | - Residents have long complained about people racing down their
         | street.
         | 
         | - Washington St. has had a long lasting problem with weather-
         | related crashes.
         | 
         | - According to the NHTSA, there are X crashes per year related
         | to prescription drug-induced drowsy driving.
         | 
         | - Street width directly correlates with driving speed, which in
         | turn increases the time needed to react and brake.
         | 
         | I'm relying on manually annotated articles (700+ so far) and a
         | custom-trained spaCy model to detect these elements, and the
         | accuracy of that model depends on having enough training data.
         | Since thematic elements are so rare in real-life articles, I'm
         | having a difficult time providing enough training data. Hence
         | why the tool emphasizes the other editorial anti-patterns, for
         | now, but this will change once the Framing reporter gets
         | better.
         | 
         | Anyone have any suggestions for augmenting my training set for
         | thematic elements?
        
         | Bermion wrote:
         | We need to limit speed and the amount of interactions between
         | cars and pedestrians. This will necessarily be at the expense
         | of the drivers who will have to drive slower and get less space
         | since they have historically been prioritized.
         | 
         | It is much easier to implement the necessary measures (against
         | the will of many drivers) if it is clear that drivers run over
         | people, not that people accidentally end up under cars.
        
           | dymk wrote:
           | I agree that roads need lower speed-limits and to be made
           | safer by their geometry. That's done by reporting on the
           | unsafe conditions of the road.
           | 
           | It does no good to play this game of rhetoric, reframing the
           | matter so the driver is at fault (which is not always the
           | case). A driver does not decide to not run over a person
           | because they think a news story will be more accusatory of
           | them.
        
             | Bermion wrote:
             | Roads aren't badly designed because no one has "reported"
             | them. Improving roads for pedestrians needs to be a
             | priority for politicians, instead of convenient commuting
             | by cars. And for that to happen, voters need to see the
             | world like it is: drivers run over pedestrians.
        
             | Zak wrote:
             | What I remember reading about the impact of speed limits is
             | that reducing them only affects the slowest quartile or so
             | of drivers while changes to road design such as reducing
             | road width and visibility slow down almost all drivers.
             | Reducing the speed of some drivers and not others increases
             | aggressive driving and probably isn't good for safety.
             | 
             | I don't take the position that reducing speed is a good
             | answer for every high-risk road situation, but for those
             | where it is, changing the speed limit alone is likely a
             | poor solution.
        
               | [deleted]
        
               | rtlfe wrote:
               | > I don't take the position that reducing speed is a good
               | answer for every high-risk road situation
               | 
               | Why not? There's clear evidence showing that crashes at
               | higher speeds are much more deadly. IMO any street that
               | allows pedestrians and bicycles should be designed for
               | 20mph car traffic. If you want to drive faster than that,
               | do it on a limited-access highway.
        
               | sokoloff wrote:
               | There are multiple solutions to your 20mph car traffic
               | restriction, one of which is "disallow bicycles and
               | pedestrians on this stretch of pavement".
        
               | Zak wrote:
               | Limiting access to the road, e.g. using pedestrian
               | overpasses, fencing, segregated sidewalks and bike lanes,
               | etc... is among the options I had in mind. I don't think
               | one solution fits every problematic road.
        
               | throwaway0a5e wrote:
               | > reducing them only affects the slowest quartile or so
               | of drivers
               | 
               | And having to navigate traffic that is not of a
               | homogeneous speed creates cognitive load for all drivers.
               | So then they don't notice things like cyclists and
               | pedestrians.
        
           | aclarry wrote:
           | But the solution that comes out of that framing is to somehow
           | shame drivers into being better, as opposed to making roads
           | better.
        
             | eli wrote:
             | Blaming the driver starts the root cause analysis in a
             | different direction than blaming the pedestrian.
        
               | dymk wrote:
               | Neither solve the root problem - poor road design
        
               | SkeuomorphicBee wrote:
               | Poor road design is mainly a political problem. We know
               | how to make good roads, on the technical side it is a
               | "solved problem", but we lack the political will to do
               | it. So setting the proper framing did solve the root
               | problem
        
               | dymk wrote:
               | Then target leadership. They're the ones responsible for
               | building better roads (which is the whole advertised
               | purpose of this project!).
               | 
               | Writing an NLP bot that rewords articles to blame the
               | driver 100% of the time is nothing but an exercise in
               | getting a nice revenge dopamine rush. But drivers aren't
               | the ones building roads.
        
               | trytophan wrote:
               | Leadership (politicians) respond to public sentiment and
               | attitudes held by their constituents. They're not going
               | to build safer streets, despite the benefits and means to
               | do so, without the political will of citizens. Shifting
               | the way the public perceives fatal car crashes would
               | compel more people to bring up the issue with their local
               | leaders and gather the momentum needed for such changes.
        
         | throwaway0a5e wrote:
         | > why do almost all the corrections follow a pattern of
         | shifting blame from the individual pedestrian onto the
         | individual driver?
         | 
         | Because the overwhelming majority of multi-party crashes
         | involve one party violating the norms of how whatever traffic
         | type they are is expected by the rest of the traffic to behave
         | and shaming people is, for better or worse, an effective means
         | of motivating specific behavior.
        
         | advisedwang wrote:
         | I agree, the best outcome would be if news stories said things
         | like
         | 
         | * "5 crashes have happened at this intersection so far this
         | year"
         | 
         | * "The speed limit at the crash site was 35, above the standard
         | arterial speed limit of 25"
         | 
         | * "The road at the bend had sharrow markings, which cycling
         | advocates say are ineffective and inferior to marked or
         | protected bike lines."
        
         | bluGill wrote:
         | One way to make roads safer is to make better drivers. There is
         | a lot of training and continuing education that can be done to
         | make better drivers. It is far too easy to drive, and once you
         | get your license it is very hard to lose it even as your body
         | degrades to the point you cannot see. People think of bad
         | driving tickets (mostly speeding) as just a price you pay to
         | drive. I've never heard of someone getting a tailgating ticket
         | even though it is rare to see someone maintain their proper
         | following distance in traffic.
         | 
         | Don't take the above as excusing bad road design.
        
           | lkrubner wrote:
           | I live in the USA. My friend Kristin is from Germany. She got
           | her driver's license in Germany when she was 28. She trained
           | awhile for it and then took 3 tests: city driving, highway
           | driving, and nighttime driving. From how she described it,
           | the training and the testing was much more rigorous than
           | anything that has existed in the USA.
        
             | wiredfool wrote:
             | I live in Ireland, used to live in the US, and had to take
             | the Irish driver training and test as an adult, experienced
             | driver. (Who had been driving approx as long as my
             | instructor had been alive).
             | 
             | The test was difficult, picky, and the things that they
             | were looking for were not necessarily correlated with safe,
             | strictly legal driving. (e.g., target speed in a 50KPH zone
             | (urban area) was 53, not 49, and to not approach that with
             | conviction made you a too timid driver.)
             | 
             | And despite the intensive tests -- drivers here are crap.
             | On the dog walk tonight, there were 3 cases of drivers
             | failing to yield at crosswalks.
        
               | emj wrote:
               | I know nothing about the infrastructure in Ireland, but
               | the drivers in the US kill at least twice as many people.
               | Letting people drive cars at 50 km/h in an urban area is
               | crazy, everyone you hit at those speeds die.
        
               | gonzo41 wrote:
               | What speed in miles would you think is Apr. Because
               | 50km/h give you pretty good relation time. The trick is
               | not to get in a crash from the start
        
             | jimmaswell wrote:
             | I think we're fine how it is in the USA. Germany's
             | licensing system is absurd overkill and the cost and time
             | commitment leaves out a lot of people who have a need to
             | drive but can't afford it.
        
               | mitchdoogle wrote:
               | In 2019, USA rate of traffic-related deaths was 7.3 per 1
               | billion vehicle-km. Germany's rate was 4.2 per 1 billion
               | vehicle-km.
               | 
               | If the USA had Germany's rate, 16939 lives would've been
               | saved.
               | 
               | And you think that's "fine"?
               | 
               | Here's where I got my info: https://en.wikipedia.org/wiki
               | /List_of_countries_by_traffic-r...
        
             | bluGill wrote:
             | Germany's training is easy compared to what would be
             | required to make humans be good drivers.
        
           | seltzered_ wrote:
           | This is a complicated topic. One thing I can recall is that
           | there's more pedestrian collisions as there's been more
           | safety technologies and larger cars and average vehicle miles
           | travelled (can't find the study, this might be a lead:
           | https://safetrec.berkeley.edu/news/new-
           | release-2020-safetrec... )
        
           | dionidium wrote:
           | > _People think of bad driving tickets (mostly speeding) as
           | just a price you pay to drive._
           | 
           | Furthermore, we literally use the phrase, _" never got so
           | much as a speeding ticket"_ to suggest that speeding is the
           | epitome of a minor, inconsequential infraction, when the
           | reality is that we know speeding is a significant cause of
           | and contributor to death, destruction, and injury in
           | automobile crashes.
        
             | throwaway0a5e wrote:
             | Oh please. This is the kind of comical rhetoric that gets
             | road safety advocates ridiculed.
             | 
             | In practice speeding or at least the instance that resulted
             | in getting ticketed is usually inconsequential.
             | 
             | Between highways signed well under the normal traffic
             | speeds, revenue enforcement and fishing stops the
             | overwhelming majority of speeding tickets are trivial.
             | People engaging in the kind of speeding most people can
             | agree is excessive are a tiny minority. If they weren't
             | people wouldn't use a speeding ticket as the epitome of a
             | trivial infraction.
             | 
             | Of course speed is a _factor_ in death and destruction.
             | That 's tautologically true thanks to how the equations in
             | Newtonian physics are written but you don't see anyone (who
             | isn't getting laughed at) advocating for the return of the
             | national speed limit for obvious reasons.
        
             | jstanley wrote:
             | Predicated on having already crashed, the chances that
             | speed was a contributing factor to the severity is very
             | high. That's why people want lower speed limits.
             | 
             | Predicated on simply having been driving over the speed
             | limit, the chances of an accident are very low. That's why
             | people don't care about speeding.
        
               | Karrot_Kream wrote:
               | This only captures crashes with other road users.
               | Increased speed increases a lot of other risks, such as
               | risk of injury to pedestrians at crosswalks or sidewalks,
               | increased risk to hitting a building, and of course the
               | general depressing effect that happens on non-car usage
               | of roads (how many people will want to ride a bike on a
               | road where all car drivers are speeding?).
               | 
               | (This is one of my big issues with US speed limits. All
               | the discussion around it is always scoped only to other
               | cars for the most part.)
        
             | sokoloff wrote:
             | Every speeding ticket that I've gotten in the US was issued
             | on a controlled access road with a speed limit of at least
             | 55mph. None were for as much as 20 over. Most were from
             | pack travel where deciding to travel at the posted limit
             | would result in far more passing and aggregate risk to
             | roadway users.
             | 
             | I do believe all of those are minor infractions (and of
             | course they were inconsequential, except for the delay and
             | expense [if convicted] of the ticket). Revenue enforcement
             | here is mostly done on controlled access highways; it's
             | shooting fish in a barrel.
        
               | Karrot_Kream wrote:
               | That's another part of this issue. Traffic enforcement in
               | the US is more ideological than it is utilitarian.
               | Automated enforcement tools like red light cameras and
               | speeding sensors run into intense political pushback in
               | the US. Speeding tickets are usually ways to boost
               | revenue instead of actually trying to deter speeding
               | behavior. Traffic stops are arbitrary and usually based
               | on the political and ideological goals of the Police
               | department and current local government party instead of
               | actually trying to reduce traffic incidents. In fact, as
               | far as I know, traffic incidents are mostly used to drive
               | infrastructure changes instead of really feeding into
               | changing traffic policing.
               | 
               | There's real political pushback from trying to actually
               | decrease traffic incidents because actions to decrease
               | these incidents result in higher overhead for current
               | drivers, something historically lightly enforced.
        
           | kwhitefoot wrote:
           | > very hard to lose it even as your body degrades to the
           | point you cannot see.
           | 
           | People bring this up often. As far as I can tell such people
           | are not heavily represented in car crash statistics.
        
             | bluGill wrote:
             | That is because it is impossible to measure: people tend to
             | drive less as their vision degrades, vision degrades at
             | different rates for different people (we can't use old as a
             | proxy), they tend to mitigate their vision problems by
             | driving slower. Probably other factors to account for too,
             | that I don't know how to account for. Not heavily
             | represented is not the same as not dangerous.
        
           | Karrot_Kream wrote:
           | The US is so car dependent that it's very politically fraught
           | to make it harder to get a driver's license. Not allowing a
           | person to drive in much of the US is a matter of equity;
           | people that can't drive can't make it to their jobs, can't
           | buy their groceries, etc. What that means of course is that
           | the US usually just knowingly increases the risk of non-
           | drivers because of its brittle dependence on cars, and thus
           | disincentivizes people in most parts of the US from ever not-
           | driving. Woe to you if you don't drive because the US isn't
           | setup for transit equity.
        
             | spamizbad wrote:
             | I dunno, some of this is also the fact the US people are
             | huge babies about certain things, like being able to walk
             | places. For example, there was a reddit thread from an
             | American flabbergasted that people in the UK will actually
             | go on 30-minute-long walks down to their local shops. Is a
             | 30 minute walk really that absurd?
        
               | Karrot_Kream wrote:
               | It's a set of interrelated issues. Much of the US is
               | zoned/regulated to be friendly to drivers and not
               | pedestrians. For an egregious example, most of Downtown
               | LA (so not the suburbs) you can walk for 30 minutes and
               | maybe only see 5 different stores. Because of this,
               | American culture has stopped talking about walking. As
               | such for a lot of Americans, walking for 30 minutes to
               | get somewhere is absurd culturally, but driving 30
               | minutes to go to a store is much more acceptable.
               | 
               | You can see the effect even more when it comes to
               | recreational hobbies and sports. Americans don't really
               | just walk or bike around. Walking and biking/cycling are
               | usually specific activities, so most Americans buy
               | special exercise clothing or exercise gear to go (by car)
               | to specific spots friendly for walking and cycling to
               | perform their recreational activities and come back.
               | Walking is still a popular casual activity in urban areas
               | but in a lot of suburban areas there aren't even the
               | sidewalks in place to make it safe to walk around. Most
               | Americans only really dress/prepare for the walk from
               | their house to the car and from the car to the
               | store/office/destination, then back if they're not
               | specifically out to perform their recreational athletic
               | hobbies.
        
               | TeaDrunk wrote:
               | Depending on region, a 30 minute walk can be dangerous to
               | one's health due to hot, humid temperatures or smoke
               | inhalation.
               | 
               | (Besides that, a 30 minute walk can be inconvenient- the
               | stuff you're buying might not support being carried for
               | 30 minutes. I tried to get a friend to consider giving up
               | a car-based life and they asked me how they're going to
               | move their stuff for LAN parties and gun hobby related
               | activities.)
        
               | bluGill wrote:
               | > Is a 30 minute walk really that absurd?
               | 
               | Yes, because the number of stores in that 30 minutes is
               | so low. Most of them are also setup for cars, including
               | selling quantities that assume a car to get home.
        
               | throwaway0a5e wrote:
               | A 30min walk would get me to two convenience stores and a
               | doughnut shop. It would take me about 1hr to walk
               | (briskly) to the nearest grocery store.
               | 
               | And I live in a city where the zoning can be described as
               | "we'll rubber stamp literally anything that isn't hazmat
               | processing we're desperate for money". And this is a
               | ~150yo neighrborhood in a multi-hundred year old city in
               | the northeast, not some socal dump that was built out
               | long after the advent of cars.
        
           | karaterobot wrote:
           | Let's say all that is true. How does using a computer program
           | to reword all traffic accident reports as being caused by
           | drivers solve this problem? Doesn't it just make people trust
           | accident reports less?
        
             | InitialLastName wrote:
             | People reading the news aren't the only people who use
             | traffic crash reports. They are also used (and can subtly
             | influence) the people who make decisions about road
             | planning. The culture we have of blaming
             | pedestrians/cyclists and exonerating drivers (when, to be
             | clear, the drivers are the ones creating the danger) leads
             | directly to planning decisions that perpetuate road
             | conditions that would be unconscionably dangerous in any
             | other engineering field.
        
           | nradov wrote:
           | My optometrist told me that when he first started his
           | clinical practice he was shocked to discover how many people
           | are driving around with serious visual impairment.
        
           | AJ007 wrote:
           | The amazing thing is how many of the most egregious incidents
           | involve drivers with suspended licenses or no licenses. At
           | the moment, in the US, due to bail reform consequences are
           | minimal unless someone is actual killed.
        
             | throwaway0a5e wrote:
             | That's just a reflection of the fact of how necessary cars
             | are to a reasonable life. The state is naturally going to
             | be reluctant to screw people out of their means to get to
             | their obligations because the state doesn't want to create
             | more people who are dependent on it.
        
         | tshaddox wrote:
         | Couldn't part of the larger "why?" be that individual drivers
         | are not sufficiently subject to liability for causing accidents
         | with pedestrians, cyclists, etc.? If it is the case that it's
         | almost impossible for a driver to get in any trouble for
         | causing such an accident (except in the most egregious cases of
         | reckless driving) then it doesn't make sense to avoid talking
         | about that.
        
       | chana_masala wrote:
       | I hope you can look past the negative responses here. I think
       | this is very well intentioned and well done. It would be nice to
       | see more rationale on the website like what you've written here
        
       | chiefofgxbxl wrote:
       | Hi HN,
       | 
       | I built "Vision Zero Reporting"
       | (https://visionzeroreporting.com), a tool to detect editorial
       | anti-patterns in local news coverage of car crashes.
       | 
       | Maybe you've noticed that local news articles about car crashes,
       | especially those that involve "vulnerable road users" (VRU) such
       | as bicyclists and pedestrians, tend to employ language that seems
       | to blame the victim or only discuss the incident as an isolated
       | event, rather than in context that crashes are preventable and
       | are caused by specific reasons.
       | 
       | This tool is meant to help news publishers check their articles
       | and learn the anti-patterns to avoid.
       | 
       | Here's a brief explanation of the problems my tool checks for:
       | 
       | 1. Focus - Readers find the focus/subject of the sentence more in
       | control of the situation, and hence more blameworthy (e.g. "A
       | pedestrian was struck by a driver" VS "A driver struck a
       | pedestrian").
       | 
       | 2. Agency - Some sentences lack an agent altogether, which places
       | more blame on the recipient (e.g. "A bicyclist was hit." VS "A
       | bicyclist was hit by a driver.")
       | 
       | 3. Object-based reference - Pedestrians and bicyclists are almost
       | always referred to using people-based language, but drivers are
       | referred to using object-based language 81% of the time [1] (e.g.
       | "The vehicle fled the scene" VS "The driver fled the scene").
       | This language personifies and gives agency to vehicles rather
       | than their drivers.
       | 
       | 4. Accident - Accident is the most-used term in articles to
       | describe the incident (47%). This term is being phased out by
       | some news agencies because the word implies a sense of
       | inevitability or that it happened purely by chance, when we know
       | why car crashes happen and can take preventative action.
       | 
       | 5. Framing - (still in beta) Articles employ an "episodic" frame,
       | meaning they describe crashes as isolated incidents. Only 6% (!)
       | of articles use "thematic" framing [1], meaning they
       | contextualize the event by discussing road design, number of
       | recent crashes in the area, quote experts, educate readers about
       | road safety initiatives, etc.
       | 
       | 6. Counterfactual - (still in beta) Counterfactuals are true
       | statements, but imply the outcome could have been changed had the
       | victim acted differently. While reporters may see these
       | statements as sticking-to-the-facts, we've discovered in 700+
       | manually-annotated articles that counterfactuals almost always
       | shift blame toward the victim (A bicyclist was struck; he wasn't
       | wearing a helmet. It was dark outside, the biker wasn't wearing
       | reflective clothing, and the driver told police he didn't see the
       | bicyclist until it was too late.) Notice that all of these
       | statements may be true, but goes hand-in-hand with the Framing
       | issue discussed above: the bicyclist was hit, but is that because
       | there is no protected bike lane? It was dark outside, but is road
       | visibility a municipal obligation?
       | 
       | I'm looking for constructive feedback to make this tool better!
       | 
       | My work is based primarily on the following research papers (and
       | I've already shown the tool to the authors - they loved it!):
       | 
       | [1]
       | https://www.researchgate.net/publication/330975590_Editorial...
       | 
       | [2]
       | https://www.researchgate.net/publication/337279845_Does_news...
        
       | 04rob wrote:
       | Is the source code available? It would be interesting to apply
       | this to reporting on other topics.
       | 
       | As far as suggestions, it would be great to see an explanation of
       | each problem when hovering over it in the text. Also, the colors
       | for the "Object", "Counterfactuals", and "Accident" problems are
       | difficult to distinguish for color-deficient individuals.
        
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       (page generated 2021-10-12 23:01 UTC)