Knowledge Tree
United States Food and Drug Administration
Also known as: FDA, American Food and Drug Administration, U.S. Food and Drug Administration, US Food and Drug Administration, Food and Drug Administration, United States Food and Drug Administration
Facts (24)
Sources
Medical Hallucination in Foundation Models and Their ... medrxiv.org Mar 3, 2025 6 facts
claimThe Food and Drug Administration (FDA) classifies AI systems intended for the diagnosis, treatment, or prevention of disease as Software as a Medical Device (SaMD).
procedureThe FDA utilizes a risk-based framework for evaluating AI medical devices with three approval pathways: (1) Premarket Approval (PMA) for high-risk devices, (2) De Novo classification for novel moderate-risk devices, and (3) 510(k) clearance for moderate to low-risk devices that are substantially equivalent to existing approved devices.
claimThe U.S. Food and Drug Administration (FDA) has introduced new approaches to change control for AI/ML-enabled medical devices to allow for more flexible oversight of systems that continue to learn and evolve after deployment.
referenceThe FDA published Good Machine Learning Practice (GMLP) guidance to address challenges in AI/ML-enabled medical devices, specifically covering data quality, algorithm validation, and performance monitoring.
measurementThe prompt engineering method using ChEBI identifiers maintained 92% terminological consistency with FDA drug labeling databases during pharmacological report generation.
claimFDA adaptations for AI/ML-enabled medical devices primarily address supervised learning systems rather than the unique challenges posed by generative AI.
On Hallucinations in Artificial Intelligence–Generated Content ... jnm.snmjournals.org 4 facts
claimCommercial AI products such as SubtlePET (Subtle Medical) and Precision DL (GE HealthCare) have been cleared by the Food and Drug Administration for clinical use.
referenceThe Food and Drug Administration's January 2025 draft guidance on AI-enabled medical devices recommends rigorous performance evaluation using metrics such as the area under the receiver operating characteristic curve and positive or negative likelihood ratios.
claimThe Food and Drug Administration's January 2025 draft guidance on AI-enabled medical devices does not explicitly reference the term 'hallucination'.
referenceThe Food and Drug Administration's January 2025 draft guidance on AI-enabled medical devices acknowledges that erroneous AI outputs can compromise device reliability and user trust, and it emphasizes a total-product-lifecycle approach spanning development, validation, and postmarket management.
Medicinal plants and human health: a comprehensive review of ... link.springer.com Nov 5, 2025 3 facts
claimThe United States Food and Drug Administration’s Center for Food Safety and Applied Nutrition relies heavily on voluntary submissions to monitor adverse effects of herbal products, which creates concerns regarding underreporting.
claimThe United States Food and Drug Administration (FDA) classifies most herbal products as dietary supplements, which exempts them from pre-market approval requirements.
claimThe United States Food and Drug Administration (FDA) typically takes regulatory action against unsafe or misbranded herbal products post-market, often only after adverse effects have been reported.
Medical Hallucination in Foundation Models and Their Impact on ... medrxiv.org Nov 2, 2025 2 facts
claimThe Food and Drug Administration (FDA) guidelines position AI systems as augmentative tools rather than replacements for clinical judgment, asserting that healthcare providers must retain ultimate responsibility for medical decisions.
procedureThe Food and Drug Administration (FDA) utilizes three primary pathways for approving Software as a Medical Device (SaMD): (1) Premarket Approval (PMA) for high-risk devices; (2) De Novo classification for novel moderate-risk devices; and (3) 510(k) clearance for moderate to low-risk devices that are substantially equivalent to existing approved devices.
Inflammation: Types, symptoms, causes, and treatment medicalnewstoday.com 1 fact
claimHerbal supplements are not approved by the Food and Drug Administration (FDA) for medicinal use.
The construction and refined extraction techniques of knowledge ... nature.com Feb 10, 2026 1 fact
measurementClinicalKG parses electronic health records using GPT-4 to build a disease-symptom-drug network, achieving 89% accuracy in FDA-level drug interaction evaluations.
What Western medicine can learn from the ancient history of ... - BBC bbc.com Sep 11, 2024 1 fact
accountOn 10 August 2024, the US Food and Drug Administration (FDA) announced it would not approve MDMA-assisted therapy as a treatment for moderate to severe post-traumatic stress disorder (PTSD), citing insufficient data to conclude the drug was safe and effective, despite promising results from a Phase 3 trial published in September 2023.
The battle of the sexes: Whose brain comes out on top? pennneuroknow.com Dec 23, 2025 1 fact
claimThe United States Food and Drug Administration (FDA) maintained a policy that excluded women from clinical trials until the 1990s.
The Western Diet: Processed Foods and Meats Are Killing Us sentientmedia.org Jan 10, 2019 1 fact
claimThe Food and Drug Administration reported in 2018 that high levels of partially hydrogenated oils (PHOs) and LDL cholesterol should be consumed sparingly because they increase the risk of heart disease.
A critical review of industrial fiber hemp anatomy, agronomic ... bioresources.cnr.ncsu.edu 1 fact
claimIndustrial hemp is defined by the US Food and Drug Administration as Cannabis with a delta-9-tetrahydrocannabinol (THC) concentration of 0.3% or less, while Cannabis with THC content above 0.3% is classified as marijuana.
Medicinal Plants and their Traditional Uses - Open Access Pub openaccesspub.org 1 fact
claimThe German Federal Institute for Drugs and Medical Plans and the American Food and Drug Administration (FDA) have identified a relationship between the cava plant (Piper methysticum G. Forster) and liver injury, citing three cases of liver transplantation and one death.
A Comprehensive Review of Neuro-symbolic AI for Robustness ... link.springer.com Dec 9, 2025 1 fact
claimLogic Neural Networks (LNNs) trained on structured clinical ontologies outperform traditional deep networks in differential diagnosis tasks, providing both improved accuracy and clause-level interpretability that aligns with FDA transparency mandates for medical AI.
Origins and evolution of the Western diet: health implications for the ... academia.edu 1 fact
referenceThe U.S. Food and Drug Administration published nutritional information for raw fruits, vegetables, and fish in the May 1993 issue of FDA Consumer Magazine.