Earlier quoted context omitted.
Well I mean if something requires 8 man years of work you can do it in a year with 8 people. Not always, but usually.
On the contrary, such linear scaling would be quite exceptional. I'm speaking from experience but you don't need to trust me; I invite you read any book on software engineering management, starting from The Mythical Man-Month by Brooks.
Accused murderer wins right to check source code of DNA testing kit
241–250 of 520 posts
Re: Accused murderer wins right to check source code of DNA testing kit
#242Earlier quoted context omitted.
How much uncertainty in the system are you willing to live with if you were falsely accused of murder?
That is a question for the judge or jury. The statistician's job is to provide a probability distribution, and to argue for the statistical correctness of that distribution based on similar inferences made on validation data.
Re: Accused murderer wins right to check source code of DNA testing kit
#243What is unfortunate is that it took going to appeal to force the judge to allow the code review at all. Without, at minimum, an independent review (and preferably open source code) the software and lab processes being used constitute an inscrutable "black box" process within which any judgment can be made, for any conceivable reason, with life-changing effects for the defendant (and for the victims of a crime if, for…
Re: Accused murderer wins right to check source code of DNA testing kit
#244Earlier quoted context omitted.
If their argument is that their codebase is basically unreadable, then I see why they're scared someone might find some bugs here and there.
I'd get an expert witness in there to testify basically that. I also don't think you should code anything mission critical like this in Matlab. It's a decent language for prototyping, not for production.
Re: Accused murderer wins right to check source code of DNA testing kit
#245Earlier quoted context omitted.
The hands-off reputation-based approach isn't enough to regulate food and drugs, or aviation. I don't see why for-profit forensics companies should be trusted implicitly. Also related: we know that funding bias [0] is a real problem in science, despite that scientists' reputations should (ideally) motivate them to resist such biases. [0] https://en.wikipedia.org/wiki/Funding_bias
No, the question is what is the incentive for lying and claiming guilty? Do prosecutors choose different labs?
Every incentive you have leads you to preferring convictions.
You have a choice between two labs to hire for your field test. Lab A and Lab B.
Lab A gives you conclusive evidence leading to a conviction 95% of the time. Lab B gives you conclusive evidence leading to a conviction 65% of the time. Price and speed are roughly comparable between the labs. Which lab do you select?
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You are now a lab director. You are under pressure to improve the sales of the lab's forensic services. You have pretty much maxed out making changes to improve price and speed, and have been matched by other labs. You understand very well the decision making process prosecutors will use to hire your lab.
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The incentives clearly lead prosecutors to pursuing labs that deliver better results. Labs know this, and so are under market pressure to delivery convictions for prosecutors.
Re: Accused murderer wins right to check source code of DNA testing kit
#246In general I've been extremely frustrated how regularly & consistently this entire industry keeps everything secretive & trust-based despite consistent examples of how insufficient trust is for this field & how devastating the results are when that trust is violated.
Re: Accused murderer wins right to check source code of DNA testing kit
#247Earlier quoted context omitted.
i think we can all agree that black boxes are not desirable. But let's not jump the gun here, and assume ill-intent.... to explain something that can be attributed to negligence, or simple human error.
When your negligence results in people wrongfully spending decades in prison I would argue that it ought to be criminal negligence. If your software does not produce results that are accurate, precise, and have confidence intervals included, how OK are you with people going to prison based on them?
What really pisses me off is how we fail again and again to ask the question of whether these entities should have been doing what they were doing in the first place, if it even can be done safely. Facebook, Equifax, police surveillance and misconduct, totally unaccountable “forensics” techniques—in all these cases where incalculable damage is done in totally predictable ways, we only address it reactively (if we address it at all) and completely fail to fix or even really consider the root cause(s). It’s like we have this huge blind spot where we take as a given that established entities doing thing(s) just have a right to keep doing them, regardless of any other factors.
In this case, forensics “experts” (essentially witch doctors) and fly-by-night black-box “labs” with unproven methodologies an undergrad intern might have developed in a week or two are institutionalized in our courts. This has happened because there is zero oversight and zero accountability for their claims, and lives are destroyed as a result.
It is insane not to pursue criminal charges for these indiscriminate arsonists of justice—if they can’t do what they claim to do fairly and accurately, they should not do it. They don’t have a right to “try” just because it will make them money, regardless of the consequences.
Re: Accused murderer wins right to check source code of DNA testing kit
#248Earlier quoted context omitted.
> Forensic labs and companies are expert witnesses with black box processes and the incentive to protect the authority of their profession. I imagine they're also incentivised to favour a result indicating guilt.
They fill a similar role to prosecutors that field drug tests serve to cops[1]: they aren't meant to be accurate, they exist to give the cops legitimacy as they proceed to do whatever it is they wanted to do to you. In the cops' case, they need legitimacy to search and arrest you, and in the prosecutors' case, they need legitimacy to charge and convict you. If field drug tests were actually accurate, they wouldn't be…
In case any of you are interested, or completely flabbergasted as I was, by the idea that law enforcement's purpose and raison d'etre could ever become as distorted and contorted as this comment mentions, you should definitely read more on Walter "Johnny D." Macmillan [1] or watch the movie based on his story: Just Mercy[2].
Absolutely mind-blowing stuff.
Re: Accused murderer wins right to check source code of DNA testing kit
#249Earlier quoted context omitted.
> Forensic labs and companies are expert witnesses with black box processes and the incentive to protect the authority of their profession. I imagine they're also incentivised to favour a result indicating guilt.
> incentivised to favour a result indicating guilt Exhibit A: Annie Dookhan of the Massachusetts State Crime Lab who is suspected of falsifying thousands of drug tests [0] https://www.cbsnews.com/news/massachusetts-lab-tech-arrested...
Re: Accused murderer wins right to check source code of DNA testing kit
#250Earlier quoted context omitted.
Unfortunately, the vast majority of crimes don't produce evidence that rises to the level you call for. After all, if my next door neighbour barged into my house and beat me up, the only evidence would be my visible injuries and my statement that it was my neighbour. I'm not sure if I'd prefer a society where he would be convicted, or where he wouldn't.
Maybe your neighbour has a nicer car than you which makes you feel insecure so you decide to beat yourself up and go to the police saying your neighbour did it. Considering that possibility, I don't want to put your neighbour in prison.
While I admire your devotion to Blackstone's Ratio, this doesn't seem like a recipe for stability and rule of law to me.