#automatic data collection

[itesservices]

Discover how automating data collection can revolutionize your business operations. Say goodbye to manual processes and hello to streamlined efficiency. 

Ready to get regulatory data at cost-effective rates and a faster turn around time? Contact us today to learn more about our automated data collection solutions. https://www.damcogroup.com/blogs/how-automated-web-data-collection-reduces-operational-costs

[marginal-effect]

getting a samsung phone was probably one of the worst mistakes ive made tech wise in years its like having a iphone all over again except worse somehow

[odinsblog]

🗣️ This is for all new internet connected cars

A new study has found that your car likely knows more about you than your mom. That is disconcerting, but what’s even more so is what is being done with your information. It’s all about the Benjamins. Our private information is being collected and sold.

The Mozilla Foundation, a non-profit that studies internet and privacy issues, studied 25 car manufacturers. And it found every manufacturer sold in America poses a greater risk to your privacy than any device, app or social media platform.

Our cars are rolling computers, many of which are connected to the internet collecting information about how you drive and where. New cars also have microphones and sensors that give you safety features like automatic braking and drowsy driver detection. Those systems are also providing information. Got GPS or satellite radio? Then your car likely knows your habits, musical and political preferences.

Did you download your car’s app which gives you access to even more features? Well that also gives your car access to your phone and all the information on it.

The study found that of the 25 car brands, 84% say they sell your personal data.

And what they collect is astounding.

One example the study sites is KIA’s privacy policy. It indicates the company collects information about your sexual activity. I initially didn’t believe it until I pulled KIA’s privacy policy and read it. And it’s right there in black and white. It says it collects information about your “ethnicity, religious, philosophical beliefs, sexual orientation, sex life, or political opinions.

And it says it can keep your info for “as long as is necessary for the legitimate business purpose set out in this privacy notice.”

Translation: Nissan can keep your information as long as they want to. And more than half of the manufacturers (56%) say they will share your information with law enforcement if asked.

(continue reading) more ↵

[batboyblog]

Things Biden and the Democrats did, this week #16

April 26-May 3 2024

President Biden announced $3 billion to help replace lead pipes in the drinking water system. Millions of Americans get their drinking water through lead pipes, which are toxic, no level of lead exposure is safe. This problem disproportionately affects people of color and low income communities. This first investment of a planned $15 billion will replace 1.7 million lead pipe lines. The Biden Administration plans to replace all lead pipes in the country by the end of the decade.

President Biden canceled the student debt of 317,000 former students of a fraudulent for-profit college system. The Art Institutes was a for-profit system of dozens of schools offering degrees in video-game design and other arts. After years of legal troubles around misleading students and falsifying data the last AI schools closed abruptly without warning in September last year. This adds to the $29 billion in debt for 1.7 borrowers who wee mislead and defrauded by their schools which the Biden Administration has done, and a total debt relief for 4.6 million borrowers so far under Biden.

President Biden expanded two California national monuments protecting thousands of acres of land. The two national monuments are the San Gabriel Mountains National Monument and the Berryessa Snow Mountain National Monument, which are being expanded by 120,000 acres. The new protections cover lands of cultural and religious importance to a number of California based native communities. This expansion was first proposed by then Senator Kamala Harris in 2018 as part of a wide ranging plan to expand and protect public land in California. This expansion is part of the Administration's goals to protect, conserve, and restore at least 30 percent of U.S. lands and waters by 2030.

The Department of Transportation announced new rules that will require car manufacturers to install automatic braking systems in new cars. Starting in 2029 all new cars will be required to have systems to detect pedestrians and automatically apply the breaks in an emergency. The National Highway Traffic Safety Administration projects this new rule will save 360 lives every year and prevent at least 24,000 injuries annually.

The IRS announced plans to ramp up audits on the wealthiest Americans. The IRS plans on increasing its audit rate on taxpayers who make over $10 million a year. After decades of Republicans in Congress cutting IRS funding to protect wealthy tax cheats the Biden Administration passed $80 billion for tougher enforcement on the wealthy. The IRS has been able to collect just in one year $500 Million in undisputed but unpaid back taxes from wealthy households, and shows a rise of $31 billion from audits in the 2023 tax year. The IRS also announced its free direct file pilot program was a smashing success. The program allowed tax payers across 12 states to file directly for free with the IRS over the internet. The IRS announced that 140,000 tax payers were able to use it over their target of 100,000, they estimated it saved $5.6 million in tax prep fees, over 90% of users were happy with the webpage and reported it quicker and easier than companies like H&R Block. the IRS plans to bring direct file nationwide next year.

The Department of Interior announced plans for new off shore wind power. The two new sites, off the coast of Oregon and in the Gulf of Maine, would together generate 18 gigawatts of totally clean energy, enough to power 6 million homes.

The Biden Administration announced new rules to finally allow DACA recipients to be covered by Obamacare. Deferred Action for Childhood Arrivals (DACA) is an Obama era policy that allows people brought to the United States as children without legal status to remain and to legally work. However for years DACA recipients have not been able to get health coverage through the Obamacare Health Care Marketplace. This rule change will bring health coverage to at least 100,000 uninsured people.

The Department of Health and Human Services finalized rules that require LGBTQ+ and Intersex minors in the foster care system be placed in supportive and affirming homes.

The Senate confirmed Georgia Alexakis to a life time federal judgeship in Illinois. This brings the total number of federal judges appointed by President Biden to 194. For the first time in history the majority of a President's nominees to the federal bench have not been white men.

[doomdoomofdoom]

Don't worry, they already have most of those <3

what on earth are the youtube advertisers going to do with information about my health habits. Fucking panopticon here. Next thing you know they're going to be asking for my height, weight, blood type, and genome sequence.

[dontbesoweirdkira]

There's just so much potential for platonic !yan Tim Drake that isn't really explored. This post may flop but I like to imagine that yan! Tim Drake is actually the worse out of all his brothers...

Masterlist

Requests: always open

Look...you and i both know that Tim is canonically unhinged. But Batsis!reader doesn't. It's so easy for you to forget that your brother Tim is so dangerous. I mean he doesn't really seem all that different from any other nerdy 19 year old. His body doesn't loom over you like the more bulky of your brothers, and his presence is rather...calming? I mean there's still a bit of uneasiness there but it's so subtle that you can brush it off

He's normal when he interacts with you. He doesn't bug you to spend time with him or uncomfortably touch you like Dick does. He is sweet and gentle...He knows how you prefer to be engaged with and respects what you don't like.

But, that's what makes him so dangerous. He knows you. Every. Last. Detail. He's gotten so good at being a nasty little fly on the wall that sometimes you forget he's even in the room. He's always around you, observing and collecting data. He's got you wrapped around his fingers and you don't realize it.

But it's not your fault. It's hard to even imagine that someone as mellow as Tim could ever share the same traits as his brothers.

Yan! Tim fully picked up just how intuitive you are and how you can spot red flags easily. He's so calculated and careful with every interaction. It's amazing how natural he makes these conversations flow. Well, they better. He's spent hours analyzing and practicing how to speak to you. His heart is pounding with anticipation, as every shred of information you give him is going right into his files on you.

Oh! The files he has on you? When Jason and Dick asked him about how many he had, he said only 4. Which is true. but those 4 files have much more information and pictures of you than they could comprehend. ...and he wasn't accounting for the hard drives and physical stacks of papers he stole. I believe Tim knows more about you than you do. When was the last time you've seen your medical records? Passports? Birth certificate? Is your ID even in your wallet? Don't worry, your brother Tim is keeping them safe for you.

Yan! Tim is a little stalker who may or may not have put a tracking/listening devices in your bag so he can keep tabs on you. <33 That's why he's always wearing headphones so he cab listen in. A small piece of missed information could cost him so much. Don't be mad, batsis! He cannot risk making you suspicious of him by asking you invasive questions so this is the only way.

I Like to think you automatically sit by him. whether it be during breakfast, watching a movie or in the car. You feel safer with him and it's a better option in your head than being with Dick who will be overbearing. Tim always acts cool, even a little annoyed by you at times but inside he's screaming. Your scent, your small smiles at him and nudge his shoulders when he makes a funny remark all send him into overdrive.

But i must say, it's exhausting for him to hold back his obsession all of the time. Sometimes he envies his siblings and how shameless they are in their obsessions. Tim Drake thinks about how great it would to be to just be hugged by you or for you to want to fall asleep on him like you do with Jason.

Sometimes, our creepy detective will slip up. He will say or do something that is odd to you

"I cannot remember the name of that song i used to listen to...what was it.."

"It's this one by that local band, sis."

"oh, yeah! wait...how did you-"

"I know you better than i know myself..."

"...what?"

*an incident happened where dick basically forced you to say i love you back. Tim was there and he was so so jealous*

"You love me the most though, right?"

You laughed, thinking it was a joke\

"Sure, Tim. You are my favorite Robin."

*Tim is very visibly becoming feral. Almost in the same way as Dick and you are slightly alarmed*

"...I'm your favorite Robin? So you do love me more than them."

"0-o"

He repeats it over and over again in his mind. If he was recording it like he does with many of your interaction, it will be on instant replay every morning as an affirmation.

That one time you were chilling in the study with Tim. His head was ducked, low into the computer. It was super late by this time and you didn't really want to bother him so you ended up leaving without saying anything, and headed to your room. Tim was beyond hurt that you were breaking his version of bonding time and you had the audacity to not even announce your exit. He's so swift that it startled you when he grabbed your wrist from behind. His grip was....strong.... to say the least..... and he questioned why you were leaving him.

speaking of his strength, Tim is so skinny that you forget he is well trained with a nice bit of muscle. Maybe not as strong as his brothers or Bruce but he can easily subdue you.

He's definitely broken a lock or two, to get into your room at the dead of night and watch you sleep. This is the only time when he can be as fucked up as he wants to. The unhinged look in his eyes while going through your things and taking what's interesting..The adrenaline that you might catch him, excites him. He can't help but to sickly smile as he makes his way over to you and observes. A gentle hand caresses the sides of your face. You're so perfect. He whispers on and on things he wishes he could tell you while you were awake and wouldn't think it was weird....

Maybe even once he's crawled into bed with you, wrapping his arms around you. So happy to be able to finally be able to cuddle like this.

And if you happened to wake up, and realize your dear brother, Tim was there...he has a plan for that. He knows how to play mind games on you and makes you seem like the crazy one. No one would believe you anyways. The locks are all fixed by the morning.

[cognitivejustice]

Firstly, the researchers removed the phones’ batteries and replaced them with external power sources to reduce the risk of chemical leakage into the environment, a ScienceDaily report explains. 

Then, four phones were connected together, fitted with 3D-printed casings and holders, and turned into a working prototype ready to be reused.

“Innovation often begins not with something new, but with a new way of thinking about the old, re-imagining its role in shaping the future,” says Huber Flores, Associate Professor of Pervasive Computing at the University of Tartu in Estonia.  

The prototype created by researchers was put to use underwater, where it participated in the monitoring of marine life by helping to count different sea species. 

Normally, these kinds of tasks require a scuba diver to record video and bring it to the surface for analysis. The prototype meant the whole process could be done automatically underwater.

And there are many other ways that a phone’s capacity to efficiently process and store data can be put to good use after its WhatsApping days are done.

These mini data centres could also be used at bus stops, for example, to collect real-time data on the number of passengers. This could help to optimise public transportation networks.

Such smartphone repurposing is just a drop in the ocean of issues that natural resource mining, energy-intensive production and e-waste present. Ultimately, we need to challenge this throwaway culture and move to a more circular model. 

[mostlysignssomeportents]

Epic Systems, a lethal health record monopolist

Epic Systems makes the dominant electronic health record (EHR) system in America; if you're a doctor, chances are you are required to use it, and for every hour a doctor spends with a patient, they have to spend two hours doing clinically useless bureaucratic data-entry on an Epic EHR.

How could a product so manifestly unfit for purpose be the absolute market leader? Simple: as Robert Kuttner describes in an excellent feature in The American Prospect, Epic may be a clinical disaster, but it's a profit-generating miracle:

https://prospect.org/health/2024-10-01-epic-dystopia/

At the core of Epic's value proposition is "upcoding," a form of billing fraud that is beloved of hospital administrators, including the "nonprofit" hospitals that generate vast fortunes that are somehow not characterized as profits. Here's a particularly egregious form of upcoding: back in 2020, the Poudre Valley Hospital in Ft Collins, CO locked all its doors except the ER entrance. Every patient entering the hospital, including those receiving absolutely routine care, was therefore processed as an "emergency."

In April 2020, Caitlin Wells Salerno – a pregnant biologist – drove to Poudre Valley with normal labor pains. She walked herself up to obstetrics, declining the offer of a wheelchair, stopping only to snap a cheeky selfie. Nevertheless, the hospital recorded her normal, uncomplicated birth as a Level 5 emergency – comparable to a major heart-attack – and whacked her with a $2755 bill for emergency care:

https://pluralistic.net/2021/10/27/crossing-a-line/#zero-fucks-given

Upcoding has its origins in the Reagan revolution, when the market-worshipping cultists he'd put in charge of health care created the "Prospective Payment System," which paid a lump sum for care. The idea was to incentivize hospitals to provide efficient care, since they could keep the difference between whatever they spent getting you better and the set PPS amount that Medicare would reimburse them. Hospitals responded by inventing upcoding: a patient with controlled, long-term coronary disease who showed up with a broken leg would get coded for the coronary condition and the cast, and the hospital would pocket both lump sums:

https://pluralistic.net/2024/06/13/a-punch-in-the-guts/#hayek-pilled

The reason hospital administrators love Epic, and pay gigantic sums for systemwide software licenses, is directly connected to the two hours that doctors spent filling in Epic forms for every hour they spend treating patients. Epic collects all that extra information in order to identify potential sources of plausible upcodes, which allows hospitals to bill patients, insurers, and Medicare through the nose for routine care. Epic can automatically recode "diabetes with no complications" from a Hierarchical Condition Category code 19 (worth $894.40) as "diabetes with kidney failure," code 18 and 136, which gooses the reimbursement to $1273.60.

Epic snitches on doctors to their bosses, giving them a dashboard to track doctors' compliance with upcoding suggestions. One of Kuttner's doctor sources says her supervisor contacts her with questions like, "That appointment was a 2. Don’t you think it might be a 3?"

Robert Kuttner is the perfect journalist to unravel the Epic scam. As a journalist who wrote for The New England Journal of Medicine, he's got an insider's knowledge of the health industry, and plenty of sources among health professionals. As he tells it, Epic is a cultlike, insular company that employs 12.500 people in its hometown of Verona, WI.

The EHR industry's origins start with a GW Bush-era law called the HITECH Act, which was later folded into Obama's Recovery Act in 2009. Obama provided $27b to hospitals that installed EHR systems. These systems had to more than track patient outcomes – they also provided the data for pay-for-performance incentives. EHRs were already trying to do something very complicated – track health outcomes – but now they were also meant to underpin a cockamamie "incentives" program that was supposed to provide a carrot to the health industry so it would stop killing people and ripping off Medicare. EHRs devolved into obscenely complex spaghetti systems that doctors and nurses loathed on sight.

But there was one group that loved EHRs: hospital administrators and the private companies offering Medicare Advantage plans (which also benefited from upcoding patients in order to soak Uncle Sucker):

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8649706/

The spread of EHRs neatly tracks with a spike in upcharging: "from 2014 through 2019, the number of hospital stays billed at the highest severity level increased almost 20 percent…the number of stays billed at each of the other severity levels decreased":

https://oig.hhs.gov/oei/reports/OEI-02-18-00380.pdf

The purpose of a system is what it does. Epic's industry-dominating EHR is great at price-gouging, but it sucks as a clinical tool – it takes 18 keystrokes just to enter a prescription:

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2729481

Doctors need to see patients, but their bosses demand that they satisfy Epic's endless red tape. Doctors now routinely stay late after work and show up hours early, just to do paperwork. It's not enough. According to another one of Kuttner's sources, doctors routinely copy-and-paste earlier entries into the current one, a practice that generates rampant errors. Some just make up random numbers to fulfill Epic's nonsensical requirements: the same source told Kuttner that when prompted to enter a pain score for his TB patients, he just enters "zero."

Don't worry, Epic has a solution: AI. They've rolled out an "ambient listening" tool that attempts to transcribe everything the doctor and patient say during an exam and then bash it into a visit report. Not only is this prone to the customary mistakes that make AI unsuited to high-stakes, error-sensitive applications, it also represents a profound misunderstanding of the purpose of clinical notes.

The very exercise of organizing your thoughts and reflections about an event – such as a medical exam – into a coherent report makes you apply rigor and perspective to events that otherwise arrive as a series of fleeting impressions and reactions. That's why blogging is such an effective practice:

https://pluralistic.net/2021/05/09/the-memex-method/

The answer to doctors not having time to reflect and organize good notes is to give them more time – not more AI. As another doctor told Kuttner: "Ambient listening is a solution to a self-created problem of requiring too much data entry by clinicians."

EHRs are one of those especially hellish public-private partnerships. Health care doctrine from Reagan to Obama insisted that the system just needed to be exposed to market forces and incentives. EHRs are designed to allow hospitals to win as many of these incentives as possible. Epic's clinical care modules do this by bombarding doctors with low-quality diagnostic suggestions with "little to do with a patient’s actual condition and risks," leading to "alert fatigue," so doctors miss the important alerts in the storm of nonsense elbow-jostling:

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5058605/

Clinicians who actually want to improve the quality of care in their facilities end up recording data manually and keying it into spreadsheets, because they can't get Epic to give them the data they need. Meanwhile, an army of high-priced consultants stand ready to give clinicians advise on getting Epic to do what they need, but can't seem to deliver.

Ironically, one of the benefits that Epic touts is its interoperability: hospitals that buy Epic systems can interconnect those with other Epic systems, and there's a large ecosystem of aftermarket add-ons that work with Epic. But Epic is a product, not a protocol, so its much-touted interop exists entirely on its terms, and at its sufferance. If Epic chooses, a doctor using its products can send files to a doctor using a rival product. But Epic can also veto that activity – and its veto extends to deciding whether a hospital can export their patient records to a competing service and get off Epic altogether.

One major selling point for Epic is its capacity to export "anonymized" data for medical research. Very large patient data-sets like Epic's are reasonably believed to contain many potential medical insights, so medical researchers are very excited at the prospect of interrogating that data.

But Epic's approach – anonymizing files containing the most sensitive information imaginable, about millions of people, and then releasing them to third parties – is a nightmare. "De-identified" data-sets are notoriously vulnerable to "re-identification" and the threat of re-identification only increases every time there's another release or breach, which can used to reveal the identities of people in anonymized records. For example, if you have a database of all the prescribing at a given hospital – a numeric identifier representing the patient, and the time and date when they saw a doctor and got a scrip. At any time in the future, a big location-data breach – say, from Uber or a transit system – can show you which people went back and forth to the hospital at the times that line up with those doctor's appointments, unmasking the person who got abortion meds, cancer meds, psychiatric meds or other sensitive prescriptions.

The fact that anonymized data can – will! – be re-identified doesn't mean we have to give up on the prospect of gleaning insight from medical records. In the UK, the eminent doctor Ben Goldacre and colleagues built an incredible effective, privacy-preserving "trusted research environment" (TRE) to operate on millions of NHS records across a decentralized system of hospitals and trusts without ever moving the data off their own servers:

https://pluralistic.net/2024/03/08/the-fire-of-orodruin/#are-we-the-baddies

The TRE is an open source, transparent server that accepts complex research questions in the form of database queries. These queries are posted to a public server for peer-review and revision, and when they're ready, the TRE sends them to each of the databases where the records are held. Those databases transmit responses to the TRE, which then publishes them. This has been unimaginably successful: the prototype of the TRE launched during the lockdown generated sixty papers in Nature in a matter of months.

Monopolies are inefficient, and Epic's outmoded and dangerous approach to research, along with the roadblocks it puts in the way of clinical excellence, epitomizes the problems with monopoly. America's health care industry is a dumpster fire from top to bottom – from Medicare Advantage to hospital cartels – and allowing Epic to dominate the EHR market has somehow, incredibly, made that system even worse.

Naturally, Kuttner finishes out his article with some antitrust analysis, sketching out how the Sherman Act could be brought to bear on Epic. Something has to be done. Epic's software is one of the many reasons that MDs are leaving the medical profession in droves.

Epic epitomizes the long-standing class war between doctors who want to take care of their patients and hospital executives who want to make a buck off of those patients.

Tor Books as just published two new, free LITTLE BROTHER stories: VIGILANT, about creepy surveillance in distance education; and SPILL, about oil pipelines and indigenous landback.

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/2024/10/02/upcoded-to-death/#thanks-obama

Image: Flying Logos (modified) https://commons.wikimedia.org/wiki/File:Over_$1,000,000_dollars_in_USD_$100_bill_stacks.png

CC BY-SA 4.0 https://creativecommons.org/licenses/by-sa/4.0/deed.en

[pillowfort-social]

Generative AI Policy (February 9, 2024)

As of February 9, 2024, we are updating our Terms of Service to prohibit the following content:

Images created through the use of generative AI programs such as Stable Diffusion, Midjourney, and Dall-E.

This post explains what that means for you. We know it’s impossible to remove all images created by Generative AI on Pillowfort. The goal of this new policy, however, is to send a clear message that we are against the normalization of commercializing and distributing images created by Generative AI. Pillowfort stands in full support of all creatives who make Pillowfort their home. Disclaimer: The following policy was shaped in collaboration with Pillowfort Staff and international university researchers. We are aware that Artificial Intelligence is a rapidly evolving environment. This policy may require revisions in the future to adapt to the changing landscape of Generative AI. 

-

Why is Generative AI Banned on Pillowfort?

Our Terms of Service already prohibits copyright violations, which includes reposting other people’s artwork to Pillowfort without the artist’s permission; and because of how Generative AI draws on a database of images and text that were taken without consent from artists or writers, all Generative AI content can be considered in violation of this rule. We also had an overwhelming response from our user base urging us to take action on prohibiting Generative AI on our platform.  

-

How does Pillowfort define Generative AI?

As of February 9, 2024 we define Generative AI as online tools for producing material based on large data collection that is often gathered without consent or notification from the original creators.

Generative AI tools do not require skill on behalf of the user and effectively replace them in the creative process (ie - little direction or decision making taken directly from the user). Tools that assist creativity don't replace the user. This means the user can still improve their skills and refine over time. 

For example: If you ask a Generative AI tool to add a lighthouse to an image, the image of a lighthouse appears in a completed state. Whereas if you used an assistive drawing tool to add a lighthouse to an image, the user decides the tools used to contribute to the creation process and how to apply them. 

Examples of Tools Not Allowed on Pillowfort: Adobe Firefly* Dall-E GPT-4 Jasper Chat Lensa Midjourney Stable Diffusion Synthesia

Example of Tools Still Allowed on Pillowfort: 

AI Assistant Tools (ie: Google Translate, Grammarly) VTuber Tools (ie: Live3D, Restream, VRChat) Digital Audio Editors (ie: Audacity, Garage Band) Poser & Reference Tools (ie: Poser, Blender) Graphic & Image Editors (ie: Canva, Adobe Photoshop*, Procreate, Medibang, automatic filters from phone cameras)

*While Adobe software such as Adobe Photoshop is not considered Generative AI, Adobe Firefly is fully integrated in various Adobe software and falls under our definition of Generative AI. The use of Adobe Photoshop is allowed on Pillowfort. The creation of an image in Adobe Photoshop using Adobe Firefly would be prohibited on Pillowfort. 

-

Can I use ethical generators? 

Due to the evolving nature of Generative AI, ethical generators are not an exception.

-

Can I still talk about AI? 

Yes! Posts, Comments, and User Communities discussing AI are still allowed on Pillowfort.

-

Can I link to or embed websites, articles, or social media posts containing Generative AI? 

Yes. We do ask that you properly tag your post as “AI” and “Artificial Intelligence.”

-

Can I advertise the sale of digital or virtual goods containing Generative AI?

No. Offsite Advertising of the sale of goods (digital and physical) containing Generative AI on Pillowfort is prohibited.

-

How can I tell if a software I use contains Generative AI?

A general rule of thumb as a first step is you can try testing the software by turning off internet access and seeing if the tool still works. If the software says it needs to be online there’s a chance it’s using Generative AI and needs to be explored further. 

You are also always welcome to contact us at moderation@pillowfort.social if you’re still unsure.

-

How will this policy be enforced/detected?

Our Team has decided we are NOT using AI-based automated detection tools due to how often they provide false positives and other issues. We are applying a suite of methods sourced from international universities responding to moderating material potentially sourced from Generative AI instead.

-

How do I report content containing Generative AI Material?

If you are concerned about post(s) featuring Generative AI material, please flag the post for our Site Moderation Team to conduct a thorough investigation. As a reminder, Pillowfort’s existing policy regarding callout posts applies here and harassment / brigading / etc will not be tolerated. 

Any questions or clarifications regarding our Generative AI Policy can be sent to moderation@pillowfort.social.

[itesservices]

Unlock Efficiency and Accuracy With Automated Data Collection Solutions

Seamlessly capture and organize information with cutting-edge automated data collection solutions.. Elevate productivity and accuracy in data management and streamline workflows with automated data capture solutions. Get in touch with professionals at Damco today.

[probablyasocialecologist]

Data from a license plate-scanning tool that is primarily marketed as a surveillance solution for small towns to combat crimes like car jackings or finding missing people is being used by ICE, according to data reviewed by 404 Media. Local police around the country are performing lookups in Flock’s AI-powered automatic license plate reader (ALPR) system for “immigration” related searches and as part of other ICE investigations, giving federal law enforcement side-door access to a tool that it currently does not have a formal contract for. The massive trove of lookup data was obtained by researchers who asked to remain anonymous to avoid potential retaliation and shared with 404 Media. It shows more than 4,000 nation and statewide lookups by local and state police done either at the behest of the federal government or as an “informal” favor to federal law enforcement, or with a potential immigration focus, according to statements from police departments and sheriff offices collected by 404 Media. It shows that, while Flock does not have a contract with ICE, the agency sources data from Flock’s cameras by making requests to local law enforcement. The data reviewed by 404 Media was obtained using a public records request from the Danville, Illinois Police Department, and shows the Flock search logs from police departments around the country. As part of a Flock search, police have to provide a “reason” they are performing the lookup. In the “reason” field for searches of Danville’s cameras, officers from across the U.S. wrote “immigration,” “ICE,” “ICE+ERO,” which is ICE’s Enforcement and Removal Operations, the section that focuses on deportations; “illegal immigration,” “ICE WARRANT,” and other immigration-related reasons. Although lookups mentioning ICE occurred across both the Biden and Trump administrations, all of the lookups that explicitly list “immigration” as their reason were made after Trump was inaugurated, according to the data.

27 May 2025

[jessiarts]

Was recently reminded by my friend @teeg of just how much info Facebook collects to track you, and I want to share how to make that harder for them with the rest of you.

If you still have facebook/can't get rid of it (for any reason- we're not here to judge today) then you're going to want to clear your off-Meta activity.

You read that right, Meta tracks what you do off it's apps as well. It tracks other apps and websites that you use- whether you connected them to Facebook or not, AND places you visit IRL and when you visited. This includes not just stores and other businesses, but also allegedly includes hotels, schools and hospital/doctors offices. (I'm unfortunately unable to confirm the last three for myself as I didn't look closely at mine before deleting- and it's been years since I've graduated or stayed at a hotel, and months since I've been to a doctor. If anyone cares to confirm in the notes I'll update this post.)

This post will show you how to clear your off-Meta activity. (You'll also want to toggle off Ads data permissions, but I'll make another post about that later.)

First, go to your Profile Icon, then to Settings and Privacy to get to your Settings.

Once in Settings you're going to click See more in Accounts Center. On desktop it should be in a box on the upper-left of the page.

Once in Accounts Center you're going to click Your information and permissions, then Your activity off Meta technologies at the bottom of that window.

Once in the Your activity off Meta technologies window you're going to notice at the bottom three buttons, Disconnect specific activity, Clear previous activity, and Manage future activity.

You're going to want to first clear your previous activity and disconnect future activity. This will also automatically clear any activity that would be under the Disconnect specific activity tab, as it's just for picking and choosing what activity to delete.

An added benefit to this is that it will also clear out some of the data Meta uses for its AI programs- not all, but hey- that's something.

Also, even if you can't delete your Facebook account, I urge you to please delete/uninstall the app from your phone as that's the #1 best way to keep it from tracking you everywhere you go IRL and online. That said, if you delete no other Meta app from your phone- make sure to delete FB messenger- it's literally the worst one, but that's another post, which I'll hopefully get to after the FB ads one I promised above.

Stay safe out there, and remember- fuck Facebook.

[bluemantics]

ficlet giveaway prize for @yuutsunaoi of klance "struggling to adjust with their new roles as the red and black paladin." i hope you enjoy!

Shiro was gone, and everything was going incredibly wrong.

"Pidge, go to sleep."

"I can find him."

"I'm serious. You need to sleep."

"You can't tell me what to do, Keith, you're not my mom."

"We need you well-rested for Voltron, and I'm the Black Paladin--"

"Isn't he your brother? Do you even want him back?"

Lance groaned, pinching his nose as he leaned against the wall. He had positioned himself just outside the Castleship's living room after he saw Keith go in, worried that the temperamental fighter would offend their youngest teammate. Lo and behold, it hadn't even taken two minutes before the two started to clash.

While Lance could appreciate how they normally melded, he knew that Shiro's... vanishing would trigger fight-or-flight responses in both of them. Honestly, it was a miracle that Keith hadn't spirited off to some random planet on a panic-induced sabbatical. Or maybe the true miracle was that Pidge hadn't ripped Keith's face off, he wondered, as he walked through the door and took in the scene before him.

Pidge had jumped on top of the couch, face contorted in anger, hands balled at her sides. Her computer was lying forgotten beside her feet. Facing her, Keith was entirely red, thick eyebrows pulled down in distinct rage. At least, that was what he wanted Pidge to think.

It was easy for Lance to note the glimmer of hurt in his eyes. Yeah, that comment about Shiro had definitely landed.

"Whoa, whoa, whoa," Lance called out, raising his arms. Instantly, both heads whipped to face him, expressions unchanged. "Let's back it up, guys."

Keith straightened up and crossed his arms. "It's fine. Pidge just needs to listen."

"I swear to god," Pidge seethed, "I will tear your stupid hair off your stupid head."

Okay, Lance was always in support of a hair insult when it came to Keith, but he had to stop this.

"No one is ripping anyone's hair. Pidge, I admire what you're doing here. Really, I do," Lance began, gesturing to the computer. "No one else on the team can sort through all the data you're collecting from the lion and the Galrans."

"I know. That's why I have to keep working," she snapped. Lance approached her slowly.

"Okay, but what if I told you that's the reason you need to slow down?"

"That makes no sense." Pidge looked curious, though, and a soft smile pulled at Lance's lips. He'd caught her on the hook easily. Unlike the others, Pidge couldn't be persuaded with placating words or niceties. No, what she needed was a little bit different.

"Logically, humans can't operate at capacity for 24 hours straight. We don't have the brainpower." He knocked on his own head to demonstrate, aware of Keith's eyes fixating on his every movement. Good. Maybe he could take something out of this. "Brains need time to breathe, Pidgey."

"I know that," she huffed, but her eyes softened slightly.

"So, if you know that, you know you're likely not an exception." Lance reached over to her computer and plucked it up, closed the lid, and held it out to her. His heart melted a little at her frown. Pidge was far too young to be losing her family and Shiro at the same time, much less being burdened with their rescues. "You'll find him. I know you will. But you're gonna make a mistake or miss something if you aren't in tip-top shape while you search."

Hesitantly, Pidge's hand darted forward to pull her computer to her chest. Hugging it to herself tightly, she looked between Lance and Keith, apprehensive yet seeming more open than before. Finally, she gave Lance a sharp nod. It wasn't long before she jumped down from her perch and stomped out of the room, the automatic doors swishing shut behind her. Keith let out a sound that sounded like a mix between a sigh of relief and a groan.

"I'm shit," he mumbled, wiping his hands down his face. A chuckle pulled out of Lance's throat.

"A little bit," Lance agreed, turning to face Keith with amusement clear on his face. His lighthearted mood died down, though, when Keith moved to sit on the couch, elbows braced against his knees as he slumped over. "Oh, hey, buddy."

"I can't do this, Lance."

"What? Force Pidge to sleep?" Lance quickly took a seat at Keith's right, crossing an ankle over his knee.

"All of it," Keith muttered. His deep eyes looked thoughtful and weary as they stared straight ahead, fixed on nothing. "People wanted to listen to Shiro. Sure, sometimes they'd disagree, but they eventually came around. They trusted him to know more. I trusted him."

"Hmm," Lance nodded, thinking back. Keith wasn't lying; following Shiro had been natural. He was older, experienced, and had a solid balance of intimidation and empathy. "So you don't feel like you've got that same respect as Black Paladin?" Keith let out a broken laugh, shaking his head.

"Why would they listen to me? I'm a mess. I didn't exactly hide that."

"No, that's not it," Lance pressed. "They just don't think you understand them."

"I don't. They're right."

"Well, you can try," Lance said, gears turning in his head quickly. "Tonight was a good example. Pidge is angry, kinda like you, about a lot of stuff, but especially about losing control. She feels like she's entirely out of control with the loss of Shiro and all the changes in our lions."

Keith was watching Lance, now, eyebrows raised at his explanation. Hopefully, that was an invitation to continue. "So, meet her where she is. Relate to her. Explain things how she'd want to hear it, not in the way you think Shiro would."

"I'm not good at that," Keith responded, shifting uncomfortably. His hands twitched where they rested. "You do that shit way better."

"Well, then, I guess I'll just have to help you. Which is literally my job, by the way." Lance's hand moved between the two of them as he spoke. "I can help you meet them where they are, help them feel seen. I'll show you their communication styles. I promise, it isn't as hard as it seems."

"Okay," Keith agreed, unsure but still affirmative.

"But you have to help me, too. This is a partnership."

"A partnership?" Keith snorted in disbelief. "You hate working with me off the battlefield. You called me stupid at least five times in the last month."

Lance scoffed, waving the notion away. "Well, I'm a mature adult, so I can put aside my qualms with you despite your tragically dramatic hangups." That drew an actual laugh from Keith, oddly enough, sparking little butterfly flaps in Lance's stomach. Weird.

"What do you need?" Keith asked through the slight upward tilt of his lips. Shaking his head, Lance snapped back to their conversation.

"Teach me to fight."

"Fight?" Keith tilted his head. "You're our sharpshooter, though. You shouldn't need to do hand-to-hand." While that acknowledgment pleased him, Lance rolled his eyes.

"Yeah, but clearly I'm occupying some different shoes now." He shrugged. "I need to be ready to fill any gaps on the team, now, with one of our close-range guys out of the picture. Plus, I can't always expect that the battles won't come to me, even if you guys try to protect me."

Without pause, Keith sat up, leaning toward Lance. His eyes bore into Lance's with an intensity and fire expected out of the former Red Paladin. "You'll take it seriously?"

A pang struck Lance's gut. "Obviously. I'm insulted you'd ask."

"Fine, then. It's a deal."

"It's a partnership," Lance reminded him, elbowing his side. A grunt of affirmation sounded from Keith, who shoved Lance away with an arm. Letting the momentum carry him, Lance flopped down onto the couch with a pleased sigh.

The whole team had been struggling recently, not just Lance and Keith. Pidge was staying up to run data on Black. Allura spent overtime poring over diplomatic records and contacting foreign planets. Hunk struggled to tamp down on his anxieties during group discussion, nausea clear on his face. Even Coran was less chipper and more focused than before.

But, just maybe, if Keith and Lance could lead the way, the others would fall in step. Together, they could... make it easier. Okay, even.

That was only his privately held theory, though. Voicing it aloud was unthinkable.

"Bedtime?" he suggested to Keith.

"Training," Keith shot back, heaving himself to his feet and yanking the couch cushion out from under Lance. Crashing to the floor with a yelp, Lance stared up at Keith, rubbing his leg.

"Ow, dude!"

"I'll meet you at the training deck in ten minutes. Get changed and grab water."

Lance smirked at his retreating back and shoved himself upright.

Yeah, they'd be fine.

[sightseertrespasser]

Lore dump! Lore dump! Lore dump!

You! Anonymous asker! You shall be my excuse to infodump on the Mentor System.

So, Cybertronians do not have children.

A “newborn” mech emerged straight from the Hotspot has the body of a fully realized adult, the mental capacity of an adult and the base instincts of a feral raccoon.

A mech that’s existed for about two minutes has all the information it can possibly acquire within two minutes. Which mostly amounts to rolling around on the ground and becoming acquainted with such novel concepts as gravity, vision, sound and other forms of sensory input.

Eventually, the newly sparked Hot Spot mech will start putting two and two together and figure out that the ground isn’t moving around at random and that the changes in visual data is directly affected by how they’re flailing about.

After a couple days of this, most mechs have usually figured out “walking.”

A new spark only really has three guiding structures of information already in their heads: Pain is Bad, Energon is Fuel, Knowledge is Good.

They don’t know what the hell any of that means right away but it quickly falls under “you’ll know it when you see it.”

Hot Spot mechs start off with basically no knowledge at emergence and have to learn how to do everything. One thing that MASSIVELY speeds up the learning process is if the mech is lucky enough to find other, more experienced mechs.

At this sort of larval mental stage, the only form of communication that doesn’t need to be directly taught are EM fields. So, when a new spark runs into any mechs for the first time, if any of them send out any kind of Positive EMF, it’s going to cause that New Spark to latch on the that particular person pretty hard. From their grand perspective at a whopping total of three days old, this is literally the nicest thing that’s ever happened to them.

From there, whoever decided to be nice to the still feral mech that’s actively trying to lick any open wounds is now responsible for their well being.

Good news is that the newly appointed Mentor can get the new spark up to speed on things like language and basic survival pretty quickly, especially using stuff like data packets.

On modern day Cybertron, collecting newly formed mechs for education and socialization is a standardized process and a very well compensated one at that. A mech who places themselves in such positions are referred to as Mentors. It’s a very serious position since the mentor can have a significant impact on how a new spark develops as a person.

Within the totalitarian regime of the Functionalists, early developmental control is an even bigger deal, as Hotspots, or Forged mechs automatically have a higher social standing than Cold Constructed mechs. In turn, meaning they will have far more influence in society later on.

Some groups of mechs, such as various guilds or tower socialites will want those who show the most promise to join and bolster their ranks. Granting more allies in the long run without having to make peace with old enemies.

Most Hot Spots just end up joining general society however. Even with standardization, it’s extremely difficult for a mentor to have more ward than one at a time. Since they literally don’t know anything, but have the mental and physical capabilities of a fully developed mech, new sparks have to watched 24/7 and don’t do well without constant interaction.

You know how toddlers have a “Why?” Phase? It’s like that, except the toddler will become extremely distraught if you take a break, it can turn into a helicopter and it doesn’t know that flying into power lines is bad because you haven’t explained that concept to them yet.

Mentorship is not for everyone. Unlike humans who have a healthy dose of “aw, they’re so stupid!” happy brain chemicals that tell us this is Cute, and Cybertronians, Do Not Have That Benefit. Instead going “Oh god they’re so stupid.” Repeatedly. And without reward.

Basically, a good mentor has the patience of a saint.

So what’s mentorship like for Cold Constructs?

Pretty different!

For starters, Cold Constructs come online with a lot of pre-downloaded data packets. Mostly stuff like language packs, instructions on how not to accidentally blow themselves up and other commonly referenced information.

The Functionalists have three big W’s covered: Where are you, What are you and Why do you exist?

In the case of a CC Praxian Enforcer, everyone of them comes online knowing they were created in and for the city of Praxus. They are an Enforcer and what they were created to enforce was the law.

So! You’ve got fully functional Cold Construct with all the updates. They’re instantly ready to be released into society. Right?

Right?

Wishful thinking is a fools trade for sensibility.

As it happens, language packets can’t effectively cover culture. And no amount of instruction manuals is gonna replace practical experience. Any job you’ve ever worked, you’ve undoubtedly learned the difference between what you’re told to do, and what’s the best way to actually do it.

That’s not even touching on How To Interact With Other People. Society is constantly shifting, slang evolves and social dynamics shift. The rate of updates necessary would have to be constant and every mech made beforehand would be working with defunct data.

Not to mention, personalities are still random upon coming online. The Functionalists can try very hard to encourage or punish certain behaviors, but short of Shadowplay, there’s no real method of control that works beyond an individual scale.

Ultimately, the best solution to making sure their Cold Constructs are actually capable of interacting with society semi-normally is going back to the Mentor system. Depending on what they were built for, a new Cold Construct will be assigned to a mentor of the same function. So a construction-based mech gets assigned to a senior construction worker, a cargo mech goes to a more experienced cargo mech, and so on.

Because CC’s are built to order, there’s no social capital to get from mentoring them as they’ll be joining the given demographics rank’s regardless. So, mentoring CC’s is a lot more like showing the new guy the ropes.

Sometimes there’s a monetary bonus, sometimes a CC just gets randomly assigned to a senior enough mech without compensation. Volunteers are always welcome.

In the case of Prowl and Smokescreen, at their original precinct, there was effectively a hazard pay and special living quarters for anyone who signed up to be a mentor and Smokescreen figured “I see people mentor all the time. Looks easy and I get a bigger habsuite. I can deal with rooming with a temporary dumbass.”

And then he got Prowl. Who came with all of his Prowlness, and Prowled all over the place.

At first, Smokescreen thought he lucked the fuck out, because almost immediately after Prowl started up with the existential questions, Smokescreen sat him down and taught Prowl how to do research and figure out stuff on his own. The mentorship was effectively on autopilot. All Prowl had to do was follow Smokescreen around like a silent shadow at work and observe what wasn’t written in databases.

Job done.

And then Prowl had to talk to someone who wasn’t Smokescreen.

And that person did not like how Prowl spoke to them.

And Prowl got so confused and frustrated that Tac-net crashed for the first time.

Giving Smokescreen the very cold wake-up call that he was the only person who understood how Prowl communicated. Because he assumed Prowl would figure it out talking to other people on his own.

Throw in the health issues related to Tac-net and Smokescreen had the very real paradigm shift that he was now not only responsible for another persons wellbeing, but the single person who could support him anymore.

Ever since then, Smokescreen has tried fairly hard to teach Prowl how to be a person, which pretty much amounts to how to be like him. Life happens outside of work, most laws are hypocritical, and stop caring so much damnit.

But you can’t control someone’s baseline personality. So eventually, Smokescreen stopped trying to argue with Prowl, and just started working with how he was as a person.

Traditionally, mentors and their wards live in fairly close proximity, and the mentor is legally responsible for their ward until the dynamic is dissolved. Cybertronians are very social by nature, so it’s fairly common for mentors to remain apart of their former wards social circle for a long time.

In the case of Smokescreen and Prowl, due in part to the smaller age gap and general unpreparedness, their relationship is far less like a typical Teacher - Student relationship and far more like a Older Brother Who Knows How To Skip School To Go To The Club and Younger Brother Who Should Not Be Brought Along To The Club relationship.

Add in Bluestreak to the mix and you’ve got an almost functional person between the two of them Mentoring him.

Youngest Brother Who Was Clearly Raised By Their Older Brothers And Is Destroying At Darts In The Club.

[beemovieerotica]

transphobes & conservatives throw around the "80% of trans children desist" statistic, and it comes from the average of a few quantitative studies that did produce those numbers

and they're relying on people to not have the knowledge to actually dig into these things, analyze the statistics, and question the methodologies in a scientific way

if you're curious at all how to debate these claims when people bring it up, i've summarized a meta-review below:

the biggest, most glaring issue of these studies is sample size and participant selection -- Baer Karrington, MD opened up these papers and found that one of the 4 studies (yes, the 80% number comes from the average of 4 studies, as of 2022) had identified nearly 300 eligible participants and then selected 132 of them, and we don't know why.

it's normal to screen out participants for psych & medical studies for any number of reasons, but you have to be completely transparent about why you're excluding them - and the researchers never told us. we can't know if you deliberately or subconsciously chose people who would confirm your hypothesis, which calls into question the data you collected.

another study was unable to contact 24 of the original participants out of 77, and then automatically classified the uncontactable participants as desisters. this isn't good science. i'm hesitant to even call it science.

the third study didn't list how many participants were included, but the assumption is that it was 10 people.

the fourth study had 25.

and across all of this research into desistance, including dozens of non-quantitative studies, case studies, and interviews, the researchers give us different definitions of desistance

(wouldn't the most important part of a cohesive argument against childhood gender affirming care be a mutually understood definition of desistance)

included under the definitions of desisters are:

adults who decide to stop HRT for any reason. this includes children who underwent the puberty of their choice and then ceased medical intervention in adulthood, without ascertaining if the reason was that they were satisfied with their body post-treatment, or if they had or intended to de-transition back to a body reflecting their birth sex

people who may have initially begun as binary transgender but settled on a non-binary or gender expansive identity. one former trans woman is identified in the research as now going by they/them and ceased HRT, and the studies do not reach a consensus on whether non-binary identities are included in the transgender non-desisting category, or if it is considered desistance

children for whom medical transitioning is stopped at any point - with obvious difficulties around determining whether was initiated by parents or truly the child's wishes

people who never received medical intervention and no longer experience gender dysphoria in adulthood, regardless of whether they have socially transitioned, changed their name, or engaged in non-medical affirmations of identity

children who decide not to medically transition. yes, that's it. they have desisted by virtue of not seeking medical intervention for the way that they conceive of their identity

and the issue with qualitative studies is that doctors are specifically reporting on people who have come to them seeking their help, and while their stories are important, and desistance does happen, you cannot draw actionable statistics from a self-selecting pool of people

the bottom line is that we have a double digit number of subjects across four questionable quantitative studies that gives us the repeatedly quoted 80%, and this is supposed to predict how several million children around the world will operate - and that's not how science works

[rythyme]

Introducing the Thai Drama AO3 Trends Dashboard! (Beta) 🇹🇭

Over the last several weeks or so I've been building an auto-scraping setup to get AO3 stats on Thai Drama fandoms. Now I finally have it ready to share out!

Take a look if you're interested and let me know what you think :)

(More details and process info under the cut.)

Main Features

This dashboard pulls in data about the quantity of Thai Drama fics over time.

Using filters, it allows you to break that data down by drama, fandom size, air date, and a select number of MyDramaList tags.

You can also see which fandoms have had the most new fics added on a weekly basis, plus the growth as a percentage of the total.

My hope is that this will make it easier to compare Thai Drama fandoms as a collective and pick out trends that otherwise might be difficult to see in an all-AO3 dataset.

Process

Okay -- now for the crunchy stuff...

Scraping 🔎

Welcome to the most over-complicated Google Sheets spreadsheet ever made.

I used Google Sheets formulas to scrape certain info from each Thai Drama tag, and then I wrote some app scripts to refresh the data once a day. There are 5 second breaks between the refreshes for each fandom to avoid overwhelming AO3's servers.

Archiving 📁

Once all the data is scraped, it gets transferred to a different Archive spreadsheet that feeds directly into the data dashboard. The dashboard will update automatically when new data is added to the spreadsheet, so I don't have to do anything manually.

Show Metadata 📊

I decided to be extra and use a (currently unofficial) MyDramaList API to pull in data about each show, such as the year it came out and the MDL tags associated with it. Fun! I might pull in even more info in the future if the mood strikes me.

Bonus - Pan-Fandom AO3 Search

Do you ever find it a bit tedious to have like, 15 different tabs open for the shows you're currently reading fic for?

While making this dash, I also put together this insane URL that basically serves as a "feed" for any and all new Thai drama fics. You can check it out here! It could be useful if you like checking for new fics in multiple fandoms at once. :)

Other Notes

Consider this dashboard the "beta" version -- please let me know if you notice anything that looks off. Also let me know if there are any fandoms missing! Thanks for checking it out!

The inspiration for this dashboard came from @ao3-anonymous 's AO3 Fandom Trend Analysis Dashboard, which I used as a jumping off point for my own data dash. Please give them some love <3