Regulation & Standards
1 gain3 Traces39 problems
Every measured gain and problem on the record for this topic, newest first.Too few to weigh yet. Updated .
AI regulation and standards
43 records so far, too few to weigh yet. Is your study missing? Add it
A Trace is one record with both a gain and a problem, so it counts on both sides: 4 records show a gain and 42 show a problem. 59 context records are in the record list but not counted, because they report no measured gain or problem.
| Evidence | Gain side | Problem side |
|---|---|---|
| HighStrong study design, backed by at least two independent sources | 0 | 1 |
| ModerateA measured study or an official source | 4 | 19 |
| EmergingEarly, small, unreviewed or reported second-hand | 0 | 22 |
By type of evidence: 10 investigations by reporters; 9 news reports; 9 commentaries or narrative reviews; 8 regulatory or legal actions; 4 interview studies; 2 systematic reviews or meta-analyses; 1 observational study. How evidence is scored
43 records so far, too few to weigh yet. A written summary appears once a topic has at least 20 counted records, with at least 5 on each side. Is your study missing? Add it
A review of 43 studies (2020-2025) found AI improved efficiency and service delivery in government decisions, through automation of routine tasks and predictive analytics.
FDA says placing AI-assisted Pap test slide review systems in class II instead of automatic class III should widen patient access to the devices by lowering regulatory burdens.
California's new package, which Gavin Newsom calls nation-leading, sets what supporters describe as the strongest U.S. companion chatbot rules and bans addictive features like infinite scroll for under-16s to protect young users from harm.
Germany's regulator says AI summaries sit prominently in results, cut the visibility of traditional links and hurt sales of third-party media content, while Google faces liability for inaccurate AI-generated claims.
A review of six studies found most heart-care AI research looked at clinical or economic performance without referencing formal health technology assessment frameworks, and cardiologist engagement was inconsistently reported.
The European Commission preliminarily found that TikTok's recommendation algorithm keeps serving repetitive content on themes like body image and isolation, and that its safeguards, including the "not interested" button, failed to stop it for the platform's 189 million EU users.
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The paper puts forward the Tiered Lifecycle Governance Framework as a way to oversee autonomous AI systems used in high-impact financial activities. It joins lifecycle-based oversight with risk-based regulation and tests the idea against the 2026 U.S. interagency review of model risk management guidance.
World Journal of Advanced Research and Reviews
A perspective article argues that growing use of AI in health research creates ethical questions beyond the familiar concerns of privacy, consent, bias, transparency, accountability, and safety.
A study published in Communications of the ACM finds that international scientists account for 66% of new U.S. computer science Ph.D.s. Federal research investment supports 75–80% of computer science Ph.D. training.
A doctrinal legal analysis examined whether Tanzania's laws sufficiently govern online and AI-generated medical advice, covering both modern and traditional medicine.
This literature review, published in a peer-reviewed humanities and social sciences journal, examines how AI relates to social inequality.
A systematic narrative review searched PubMed and the EQUATOR Network library for guidance on AI use in healthcare research and publishing from January 2018 to May 2026.
A law and ethics journal article argues that regulators have focused on AI in clinical care, such as medical device software overseen by the FDA, while AI used by large insurers has received little…
The Department of Homeland Security published a notice in the Federal Register on October 20, 2026, announcing an order issued by the Secretary of Homeland Security against products from Hangzhou…
A normative legal study examines whether Indonesian administrative law can govern electronic agents that decide who qualifies for welfare through the INA Digital portal.
Richard Hermer, a former attorney general for England and Wales, writes in October 2026 that AI poses a risk of a different order from the national security threats he handled in office.
A study published in The Journal of Arts Management, Law, and Society reviewed how Nordic cultural policy strategies and general AI strategies deal with AI and cultural production.
This Viewpoint analyzes how liability and the standard of care should be understood when AI becomes part of psychiatric reasoning in Europe.
Researchers reviewed 74 English-language official documents from regulators, government bodies, medical colleges and health-system organisations about AI scribes, which transcribe and draft clinical…
A law-student paper in the Journal of Law and Legal Research Development argues that India's legal system has not kept pace with AI misuse on social media, especially deepfake videos used to harass…
A qualitative study drew on 13 focus groups with 67 European ethics experts to examine how AI-related challenges are handled in research ethics review.
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