#decision support systems

[mostlysignssomeportents]

AI can’t do your job

I'm on a 20+ city book tour for my new novel PICKS AND SHOVELS. Catch me in SAN DIEGO at MYSTERIOUS GALAXY on Mar 24, and in CHICAGO with PETER SAGAL on Apr 2. More tour dates here.

AI can't do your job, but an AI salesman (Elon Musk) can convince your boss (the USA) to fire you and replace you (a federal worker) with a chatbot that can't do your job:

https://www.pcmag.com/news/amid-job-cuts-doge-accelerates-rollout-of-ai-tool-to-automate-government

If you pay attention to the hype, you'd think that all the action on "AI" (an incoherent grab-bag of only marginally related technologies) was in generating text and images. Man, is that ever wrong. The AI hype machine could put every commercial illustrator alive on the breadline and the savings wouldn't pay the kombucha budget for the million-dollar-a-year techies who oversaw Dall-E's training run. The commercial market for automated email summaries is likewise infinitesimal.

The fact that CEOs overestimate the size of this market is easy to understand, since "CEO" is the most laptop job of all laptop jobs. Having a chatbot summarize the boss's email is the 2025 equivalent of the 2000s gag about the boss whose secretary printed out the boss's email and put it in his in-tray so he could go over it with a red pen and then dictate his reply.

The smart AI money is long on "decision support," whereby a statistical inference engine suggests to a human being what decision they should make. There's bots that are supposed to diagnose tumors, bots that are supposed to make neutral bail and parole decisions, bots that are supposed to evaluate student essays, resumes and loan applications.

The narrative around these bots is that they are there to help humans. In this story, the hospital buys a radiology bot that offers a second opinion to the human radiologist. If they disagree, the human radiologist takes another look. In this tale, AI is a way for hospitals to make fewer mistakes by spending more money. An AI assisted radiologist is less productive (because they re-run some x-rays to resolve disagreements with the bot) but more accurate.

In automation theory jargon, this radiologist is a "centaur" – a human head grafted onto the tireless, ever-vigilant body of a robot

Of course, no one who invests in an AI company expects this to happen. Instead, they want reverse-centaurs: a human who acts as an assistant to a robot. The real pitch to hospital is, "Fire all but one of your radiologists and then put that poor bastard to work reviewing the judgments our robot makes at machine scale."

No one seriously thinks that the reverse-centaur radiologist will be able to maintain perfect vigilance over long shifts of supervising automated process that rarely go wrong, but when they do, the error must be caught:

https://pluralistic.net/2024/04/01/human-in-the-loop/#monkey-in-the-middle

The role of this "human in the loop" isn't to prevent errors. That human's is there to be blamed for errors:

https://pluralistic.net/2024/10/30/a-neck-in-a-noose/#is-also-a-human-in-the-loop

The human is there to be a "moral crumple zone":

https://estsjournal.org/index.php/ests/article/view/260

The human is there to be an "accountability sink":

https://profilebooks.com/work/the-unaccountability-machine/

But they're not there to be radiologists.

This is bad enough when we're talking about radiology, but it's even worse in government contexts, where the bots are deciding who gets Medicare, who gets food stamps, who gets VA benefits, who gets a visa, who gets indicted, who gets bail, and who gets parole.

That's because statistical inference is intrinsically conservative: an AI predicts the future by looking at its data about the past, and when that prediction is also an automated decision, fed to a Chaplinesque reverse-centaur trying to keep pace with a torrent of machine judgments, the prediction becomes a directive, and thus a self-fulfilling prophecy:

https://pluralistic.net/2023/03/09/autocomplete-worshippers/#the-real-ai-was-the-corporations-that-we-fought-along-the-way

AIs want the future to be like the past, and AIs make the future like the past. If the training data is full of human bias, then the predictions will also be full of human bias, and then the outcomes will be full of human bias, and when those outcomes are copraphagically fed back into the training data, you get new, highly concentrated human/machine bias:

https://pluralistic.net/2024/03/14/inhuman-centipede/#enshittibottification

By firing skilled human workers and replacing them with spicy autocomplete, Musk is assuming his final form as both the kind of boss who can be conned into replacing you with a defective chatbot and as the fast-talking sales rep who cons your boss. Musk is transforming key government functions into high-speed error-generating machines whose human minders are only the payroll to take the fall for the coming tsunami of robot fuckups.

This is the equivalent to filling the American government's walls with asbestos, turning agencies into hazmat zones that we can't touch without causing thousands to sicken and die:

https://pluralistic.net/2021/08/19/failure-cascades/#dirty-data

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2025/03/18/asbestos-in-the-walls/#government-by-spicy-autocomplete

Image: Krd (modified) https://commons.wikimedia.org/wiki/File:DASA_01.jpg

CC BY-SA 3.0 https://creativecommons.org/licenses/by-sa/3.0/deed.en

--

Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg

CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en

[ss-1990]

Lab Analyzers Interfacing: Bridging the Gap Between Data and Action

In the dynamic landscape of laboratory operations, the seamless integration of Lab Analyzers Interfacing plays a pivotal role in transforming raw data into actionable insights. By bridging the gap between data generation and actionable outcomes, these interfaces facilitate efficient decision-making and enhance overall laboratory performance.

Seamless Data Integration: Seamless data integration is the cornerstone of effective lab analyzer interfacing. It enables disparate laboratory instruments and systems to communicate seamlessly, ensuring that data flows seamlessly throughout the laboratory ecosystem. With seamless data integration, laboratories can consolidate data from various sources, such as analyzers, LIS (Laboratory Information Systems), and EMR (Electronic Medical Records), enabling comprehensive analysis and reporting.

Real-time Analytics: Leveraging real-time analytics, laboratories can gain immediate insights into test results and performance metrics. By analyzing data as it is generated, laboratory professionals can identify trends, anomalies, and potential issues in real time, enabling proactive decision-making and intervention. Real-time analytics empower laboratories to optimize workflows, prioritize tasks, and deliver timely results to healthcare providers and patients.

Workflow Automation: Workflow automation streamlines laboratory processes by automating routine tasks and optimizing resource utilization. Through workflow automation, tasks such as sample handling, testing, and result reporting can be automated, reducing manual errors and accelerating turnaround times. By automating repetitive tasks, laboratories can enhance efficiency, improve throughput, and allocate resources more effectively.

Quality Assurance Measures: Maintaining quality assurance is paramount in laboratory operations to ensure the accuracy and reliability of test results. Lab analyzer interfacing enables the implementation of robust quality assurance measures, including instrument calibration, proficiency testing, and result validation. By enforcing stringent quality control protocols, laboratories can uphold the highest standards of accuracy and reliability in diagnostic testing.

Decision Support Systems: Integrated decision support systems empower laboratory professionals with actionable insights and recommendations based on data analysis. These systems leverage advanced algorithms and machine learning techniques to assist in result interpretation, diagnosis, and treatment planning. By providing evidence-based guidance, decision support systems enable laboratories to deliver more informed and personalized care to patients.

In conclusion, Lab Analyzers Interfacing plays a crucial role in bridging the gap between data generation and actionable outcomes in laboratory settings. Through seamless data integration, real-time analytics, workflow automation, quality assurance measures, and decision support systems, laboratories can enhance efficiency, accuracy, and overall performance, ultimately improving patient care and outcomes.

[pinkytoothlesso11]

Reasons why Jinx is alive– A fully comprehensive evidence analysis

Right. So I've seen a lot of people with conflicting views on if Jimx survived at the end of Arcane season 2, and I have been itching to do a meta post on the subject, so here it goes!

The first piece of evidence that I found particularly noteworthy was the explosion itself. By going frame by frame it was possible to see this:

It's a blink and you miss it kind of scene, but this is right after the explosion, and you can see the clear pink line going into one of the vents. Now why is this important? Well, it's simple, it's the shimmer effect that happens when Jinx is moving very fast! I know that Warwick was holding onto Jinx, but in a explosion its perfectly plausible for her to get out of that grip using the explosion of her monkey bomb.

Then we have the scene where Caitlyn is inspecting the plans for the Hexgates.

There is literally no reason for her to look at these plans. Not unless she thought there was something she missed...

There's no dialogue here, so it's really just based on what she does and how she reacts. Most notably what she's holding.

It's the head of one of Jinx's notorious monkey bombs. What's more, it's clearly damaged and singed. So likely this is the very same monkey bomb Jinx used in the Hexgates. This also suggests that Caitlyn might have been searching for evidence of Jinx's dead body... and clearly didn't find it for her to be holding Jinx's bomb head and then searching on the plans. Which brings me to the focus changing to this:

The vents we see the streak of pink shimmer light go inside correlate to the plans as shown above. The vents connect to the air ducts which connect to the outside. After this, the camera goes back to Caitlyn and we see her look at the monkey bomb head and then smile.

Then we get to the most telling piece of evidence that Jinx survived and left Zaun and Piltover behind, which is definitely a controversial choice on the writers part and does come across that they just want the option to bring in Jinx whenever they want in later stories taking place in Noxus, Ionia and Demacia. Which is very Marvel like lol. This is namely the air blimp at the end shot of the show.

What I find interesting is the fact it mirrors exactly the very first time we see Powder in episode 1 of Arcane season 1 when we see one of these air blimps.

The difference in these shots is that the one from season one is going TOWARDS Piltover, and the one from end of season 2 is going AWAY across the sea. The only difference in the ships themselves is the streak of blue you can just about see on the side of the hull. Maybe a further hint that Jinx is indeed on board that blimp.

Obviously it is what Powder says about the air blimp in season one that truly gives some solid evidence Jinx escaped on the air blimp heading for the sea:

Well, it seems Powder was right about that... the shots being so similar is clearly not a coincidence.

This is made all the more evident with the very last seconds of screen time of the show. It ends with Jinx's signature scribbles taking over the screen for three seconds with the words 'The end' written across.

Some people I've seen commenting on the fact the letter E on 'the' is reversed, but I think that's just a style choice in line with Jinx's graffiti so far. What is significant here is the fact it's so evidently Jinx's mark straight after the air blimp that resembeled the one in the first episode of Arcane season one.

Annnnd there's just one more thing now. I promise I'm almost done lol.

The lyrics to the song Wasteland that plays during episode 8, when Jinx is about to try and end her life are as follows:

This world is a wasteland where nothing can grow

I used to have strength but I ran out of hope

I know it’s my fault that I'm here all alone

This world is a wasteland

Please let me go, go, go, go, go, go, go

But then the lyrics change in the last chorus, they go from Jinx preparing to end her life for good, to THIS:

This world is a wasteland where nothing can grow

If it weren’t for you I’d be here all alone

I know in my heart this is where we belong

This world is a wasteland

Don’t let me go, go, go, go, go, go, go

Don't let me go

I feel it's likely that the line 'if it weren't for you I'd be here all alone' is referring to Ekko. Because it's Ekko who stopped Jinx from killing herself. And then of course the biggest change, from 'please let me go' to 'don't let me go' Jinx isn't ready to say goodbye. She wants to stay living. And I think it's this that plays in her 'sacrifice' scene with Warwick. It's not her giving up on life, it's her accepting that her life has changed and she needs to break the cycle by moving on. Not for anyone else, but for herself.

Let me know in the comments or reblogs your thoughts on this! And thank you for reading if you got this far lol.

[agalychnisspranneusroseus]

Imagine you're Mr. Wu and your weird gay daughter runs away in tears after destroying some unespecified object while yelling about you ruining her life. Because you told her you'd be moving to another state. This is the last time you see your daughter in half a year, and when she comes back, she comes back... wrong. She's wearing a light leather armor, a fur-lined cape, and a green flower crown. She has two long scars, one alongside her spine and the other along her chest, the tissue around them covered in burn scars. Doctors say she shouldn't have survived. Doctors say she didn't. Yet she's right here, in front of you, hospital gown clinging to her small, fragile, trembling frame. She fidgets with her hands. Getting her to stay still has always been difficult, but now it seems impossible. She won't let go of her phone. She's always texting her two friends. When you take it away, she gets anxious. You always knew those damn phones cause kids to act weird, but your kid having a panic attack seems too extreme, even for her. Then again, she's always been odd. Nowadays, she wakes up crying and screaming almost every night, and you realize she's been stealing her phone from your bedside drawer every night to text her friends, returning it before you wake up. You catch her once and decide to give her that damn phone back. It's the only thing that calms her down, as if she were a baby with a pacifier. She spends her last weeks in LA clinging to her friends, having sleepovers and playing her weird board games with them. Everytime they drop her back at her house, there's an excessive amount of hugs and tears. But the moments when they call her, or when she leaves to meet with them, or when they show up at their door to pick her up... those are the only moments in which you see her happy. One of her friends, the rude and disobedient one, came back with a big scar on her face. She's been acting a lot nicer, though. The other one too. She acts a great deal more adult now. You doesn't know what happened or where your daughter went. She won't tell you. But you can tell this friendship is the only thing keeping her afloat right now. Maybe you know, deep down, that no one else would understand.

And then you decide to move anyway because fuck her amirite

[practicalserj]

my oddly serj shaped sona

[atopvisenyashill]

I am so glad you articulated the criticism of Dany crucifying the slavers as a political folly and not a moral folly like listen I am a Dany fan if I could send asks from my sideblog you would know this but I do not believe we are supposed to just brush off the crucifixion like Dany herself isn’t even fully convinced it was the right thing to do. Remembering it she feels sick and has to shut down her doubts and TELL HERSELF it was right. She is an interesting character to me because she can’t stand the compromises she must make to maintain peace AND YET she does want justice and liberation BUT she also hates the suffering and bloodshed of war AND YET she is quick to command violence on impulse. I do think her peace in Meereen was real (big Meereen Knot Essays believer) but all of her internal conflicts lead her to her mistakes. Can’t stand peace but can’t stand war so she just tears herself apart!! It’s tragic! It’s interesting! So much more interesting than an unambiguously heroic Dany who makes no mistakes ever!

Yeah, like....it's certainly morally messy, and I think it's morally more messy because Dany isn't a slave of the Ghiscari like Missandei or an Unsullied like Grey Worm, Red Lamb, etc who is rising up and using violent revolution to liberate the slave class of Meereen - she is a descendant from a foreign, formerly slaving culture that enslaved most of the cultures represented in Meereen, someone of noble birth who has experienced immense suffering but was able to pull herself out of it because of her immense social privilege and magical abilities, using violence in an attempt to liberate those her family had once helped subjugate while...still keeping herself at the top of the pyramid.

There's a lot of mess and contradictions in this situation and I find it much less interesting (as you say) when people paint what Dany is doing here as unambiguously heroic. I know I sound like a broken clock when I say it, but the justification of "well this culture has slavery and slavery is bad" is the exact sort of rationalization many colonial and imperial powers make when conquering. White Americans made it about various Indigenous communities ("oh well the Iroquois had slaves and conquered their neighbors" yeah and white americans had chattel slavery which is objectively worse so what now??), the UK and France used it as a rationale for conquering most of Africa and parts of Asia; there's always this annoying through-line of "well Africans sold themselves into slavery" and I think making this argument that "Well the Ghiscari are brutal slavers" is really similar. And I know people don’t like the dragon/nuke comparison or the imperialism/colonizer comparisons but….what made the genocides of the Americas, and the colonization and imperialism of the 20th centuries stand out from the wars that came before is the sort of hellish combination of nationalism, political schisms, fervent hatred of the Other, and industrial growth. Never before could people amass armies and kill on such a massive scale before. Never before did we have weapons that were so fucking good at killing. Never before did we have the bureaucracy capable of streamlining the process so damn well! (and not for lacking of trying, shout out rome but like...still). I think the dragons are a commentary on that - when someone has access to technology like that, can one person be left to decide if it’s use is good or evil? can one culture not be completely corrupted by their technological advances? can nuclear bombs or weapons Ever be used for good, and if they can be then where is that line drawn? who draws the line? why does that person get to draw the line? I don't think any of this will have a clear answer because that's not exactly how he does things - he's just writing a scenario about this and letting us analyze why it happens on our own.

So it’s like okay the Ghiscari and Dothraki are slaving cultures...Sacking a city is still a violent, destructive thing to do and she does it three times including to a city she is attempting to rule. The moment she had an inkling she might be ruling Meereen, she should have rethought her actions there so she doesn’t start off alienating a large group of people. Coming in as a stranger from a culture who used to be slavers and constantly making comments about how much she hates the culture she’s ruling over is....not great! Dany going back and forth between "I hate these people I was right to crucify them" and "there's too much violence amongst these people I have to stop the violence" is why the issues in Meereen become so complicated. Does she have reasons for acting this way? Yes! It doesn't change the outcome of her actions!

What's interesting about her is that as you say, she does realize this conflicting dichotomy within herself! That’s like, the entire issue she’s facing in Meereen - she wants peace because she knows that’s what’s best for the people there and yet struggles to control her boredom and temper because she is too traumatized to sit still any longer. She’s associated the constant move, the constant fight, the violence and blood and death and destruction with righteousness, justice, goodness, and we can SEE it’s having a negative effect on her psyche, her emotions. She’s not HAPPY by the ending of adwd, she’s not self actualized, she’s just hardened herself completely in the face of this unending monster of a campaign. She wants off this ride and yet she’s unable to find a way out. I don’t think we’re meant to cheer her on here!! SHE is barely cheering herself on here!!! It’s a burden to her!!!!

[assmaster-8000]

ikngonnash ymmmmshHGbabggg.... sent a text to the closest friend i had whom i pushed away 3 ish months ago. I think 4. should i be leaving him alone? it's rather selfish of me to keep popping in and out of his life like this especially when i was the one who made to decision to distance myself from him. but i still do think about him. especially now that i don't have Instagram i barely know what he's been up to

[pluralprompts]

Prompt #1,796

System A has been out as a system for some time now, and they have a lot of people around them who are understanding and supportive. However, when they get a tempting opportunity to move to a far town/city, they must grapple with what it will mean to be out in a new place without any of the close support system they've built over the years. Do they stay with the people they know? Do they take the opportunity, and return to the closet until they're settled into their new home? Do they grit their teeth and face the challenge head-on? The questions and routes System A could take pile up as the deadline to either accept or decline the offer approaches.

[thebyter]

i read this one uu fic where ash knows tht spoke is spoke inthe mafia episode and its lkke him giving spoke a ceremony outfit and its kinda gay with all of the caressing and shit but idk if i like them that way Id prefer to see them in a toxic platonic way but the author might make them kiss if they make a sequel but ill pretend that its a cheek kiss instead if they do

[mithrilwren]

Started reading Scum Villain for the first time and I have to say, I'm feeling personally called out by Shen Quinqui's disdain for the writing of Binghe's ultra-woobified backstory, given the ultra-woobie aspects of Binghe's backstory (which I saw in fanart) are exactly the reason I started reading in the first place.

[rxttenfish]

my most unpopular ttrpg opinion is easily: no, "universal" games cannot run horror and stop trying to run horror in games not designed to be horror

like, dnd by far is the biggest offender here, but i keep seeing it pop up again and again and im sick of it. i still have no clue why the ogoa ttrpg is in the cypher system or why the mystery flesh pit ttrpg also made this exact same choice.

there are systems made to run horror in. and you cannot just pick up and immediately transfer that horror to another system because so many of the mechanics are things which are fundamental in all other genres but literally fly in the face of horror or creating good horror. there are so many fundamental mechanics in ttrpgs of other genres that will immediately destroy any and all tension you are trying to build in a horror game. please, just stop torturing yourself like this. stop torturing the game like this. just pick up some indie ttrpgs already designed with horror in mind, for fucks sake.

[danlous]

There are literally 3 euros left on my bank account

[spocksgotemotions]

I know Im too young to be bitter about missed chances and stuff but it is my right and boy am I exercising it

[maintitle]

I greatly respect those that have already made fanart and backstories for their Rook, but also fear what happens for them if they find out in the character creator what they made beforehand isn't a possibility.

[antropofagist]

just binged watched baby reindeer. didn't expect it to be this good