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Copycats: the many lives of a publicly available medical imaging dataset Amelia Jiménez-Sánchez 1

Neural Information Processing Systems

Medical Imaging (MI) datasets are fundamental to artificial intelligence in healthcare. The accuracy, robustness, and fairness of diagnostic algorithms depend on the data (and its quality) used to train and evaluate the models. MI datasets used to be proprietary, but have become increasingly available to the public, including on community-contributed platforms (CCPs) like Kaggle or HuggingFace. While open data is important to enhance the redistribution of data's public value, we find that the current CCP governance model fails to uphold the quality needed and recommended practices for sharing, documenting, and evaluating datasets. In this paper, we conduct an analysis of publicly available machine learning datasets on CCPs, discussing datasets' context, and identifying limitations and gaps in the current CCP landscape. We highlight differences between MI and computer vision datasets, particularly in the potentially harmful downstream effects from poor adoption of recommended dataset management practices. We compare the analyzed datasets across several dimensions, including data sharing, data documentation, and maintenance. We find vague licenses, lack of persistent identifiers and storage, duplicates, and missing metadata, with differences between the platforms. Our research contributes to efforts in responsible data curation and AI algorithms for healthcare.


Melania Trump welcomes you into the AI audiobook era with memoir Melania

Mashable

Melania Trump announced on Friday that she is releasing an AI audiobook version of her memoir, Melania. In an X post, the first lady welcomed followers into "a new era in publishing" and announced that an audiobook featuring an AI-generated version of her voice will be released in the ElevenReader app. "I am honored to bring you Melania -- The AI Audiobook -- narrated entirely using artificial intelligence in my own voice. Let the future of publishing begin." The First Lady's book, Melania, was published in October 2024, and it's part memoir, part coffee table book.


This AI-designed drug for IBD was just given to human subjects for the first time

ZDNet

"We're excited to become a clinical-stage biotech company; it's exciting from an AI drug discovery standpoint," says Absci founder and CEO Sean McClain. Artificial intelligence has been working its way into the drug development process for years now, but with little to show so far in revamping the notoriously burdensome process. While drugs are being developed using AI in a variety of ways, no drugs developed completely by AI, from start to finish, have so far made it over the finish line of regulatory approval. For that reason, every attempt by an AI drug to get approval is a landmark of sorts. Tuesday, drug development startup Absci, based in Vancouver, Washington, announced such a landmark, the beginning of a Phase I clinical trial for a therapy it built from scratch using generative AI to treat irritable bowel disease.


Why smart businesses use AI to offload tasks and supercharge their teams

ZDNet

AI agent deployments will grow 327% during the next two years. Chief human resources officers (CHROs) plan to expand their digital labor in the next two years, investing in AI agents to increase productivity, according to the latest Salesforce global research. By 2030, 80% of CHROs believe most companies will have humans and AI agents working together. Almost nine of every 10 CHROs will focus on integrating AI agents into the workforce. By 2027, CHROs anticipate 327% growth in agent AI adoption, from 15% in 2025 to 64% in 2027.


A murder victim addressed his killer in court thanks to AI resurrection

Mashable

And, as AI gets more advanced, so do the resurrections. Most recently, Stacey Wales used AI to generate a video of her late brother, Christopher Pelkey, to address the courtroom at the sentencing hearing for the man who killed him in a road rage incident in Chandler, Arizona. According to NPR, its the first time AI has ever been used in this way. "He doesn't get a say. He doesn't get a chance to speak," Wales told NPR, referring to her brother.


4 ways Figma is using AI to help you design and build your next project

ZDNet

Figma is a browser-based design tool and platform that helps teams collaboratively sketch everything from website layouts and app screens to interactive prototypes -- all in real time. Each year, the company hosts its Config conference to reveal major updates, and this year, at Config 2025, Figma went all-in on AI, embedding it into nearly every new product. If Config 2025 made anything clear, it's that Figma views AI as the glue connecting its entire suite of products. The ultimate goal seems to be giving designers, marketers, and all users some extra brainpower at their fingertips -- freeing them to focus more on the big picture and less on the details. For starters, Figma introduced Figma Make, an AI-powered tool that turns simple text prompts into working prototypes or even functional apps.


AI-powered cameras gave out nearly 10,000 tickets along L.A. bus routes. Are you next?

Los Angeles Times

Cameras were first installed on the windshields of some Metro buses last year, but the first tickets were issued in mid-February. Initially, the only buses to have cameras were along line 212, from Hollywood/Vine to Hawthorne/Lennox stations via La Brea Avenue, and line 720, from Santa Monica to downtown L.A. via Wilshire Boulevard. Line 70, which services Olive Street and Grand Avenue, and lines 910 and 950 that serve Metro's J Line have since been included. The AI-powered cameras scan for illegally parked cars and compile a video of each violation, a photo of the license plate and the time and location, according to the Los Angeles County Metropolitan Transportation Authority. Each citation is reviewed by a human.


Here's why we need to start thinking of AI as "normal"

MIT Technology Review

Instead, according to the researchers, AI is a general-purpose technology whose application might be better compared to the drawn-out adoption of electricity or the internet than to nuclear weapons--though they concede this is in some ways a flawed analogy. The core point, Kapoor says, is that we need to start differentiating between the rapid development of AI methods--the flashy and impressive displays of what AI can do in the lab--and what comes from the actual applications of AI, which in historical examples of other technologies lag behind by decades. "Much of the discussion of AI's societal impacts ignores this process of adoption," Kapoor told me, "and expects societal impacts to occur at the speed of technological development." In other words, the adoption of useful artificial intelligence, in his view, will be less of a tsunami and more of a trickle. In the essay, the pair make some other bracing arguments: terms like "superintelligence" are so incoherent and speculative that we shouldn't use them; AI won't automate everything but will birth a category of human labor that monitors, verifies, and supervises AI; and we should focus more on AI's likelihood to worsen current problems in society than the possibility of it creating new ones.


Pressure grows on State Bar of California to revert to national exam format in July after botched exam

Los Angeles Times

An influential California legislator is pressuring the State Bar of California to ditch its new multiple-choice questions after a February bar exam debacle and revert to the traditional test format in July. "Given the catastrophe of the February bar, I think that going back to the methods that have been used for the last 50 years -- until we can adequately test what new methods may be employed -- is the appropriate way to go," Sen. Tom Umberg (D-Orange), chair of the state Senate Judiciary Committee, told The Times. Thousands of test takers seeking to practice law in California typically take the two-day bar exam in July. Reverting to the national system by the National Conference of Bar Examiners, which California has used since 1972, would be a major retreat for the embattled State Bar. Its new exam was rolled out this year as a cost-cutting measure and "historic agreement" that would offer test takers the choice of remote testing.


California Supreme Court demands State Bar answer questions on AI exam controversy

Los Angeles Times

The California Supreme Court urged the State Bar of California Thursday to explain how and why it utilized artificial intelligence to develop multiple-choice questions for its botched February bar exams. California's highest court, which oversees the State Bar, disclosed Tuesday that its justices were not informed before the exam that the State Bar had allowed its independent psychometrician to use AI to develop a small subset of questions. The Court on Thursday upped its public pressure on the State Bar, demanding it explain how it used AI to develop questions -- and what actions it took to ensure the reliability of the questions. The demand comes as the State Bar petitions the court to adjust test scores for hundreds of prospective California lawyers who complained of multiple technical problems and irregularities during the February exams. Using AI-developed questions written by non-legally-trained psychometricians represents'an obvious conflict of interest,' critics say.