fly51fly (@fly51fly)

이 논문은 소비자 대상 의료 AI 평가에서 모델 능력 자체보다 평가 형식(평가 설계·질문지·시나리오 등)이 트리아지(triage) 실패를 유발한다고 분석한다. 즉 평가 방식이 오진·과소평가의 주요 원인이라는 주장과 함께 의료 AI의 안전성·규제 평가를 위해 평가 프레임워크 개선 및 실제 진료 맥락 반영이 필요함을 제안한다.

https://x.com/fly51fly/status/2033295872113754311

#healthcare #evaluation #consumerhealth #arxiv

fly51fly (@fly51fly) on X

[AI] Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI D F Navarro, F Magrabi, E Coiera [Macquarie University] (2026) https://t.co/bHKetxyYav

X (formerly Twitter)

Health Star Ratings Move Towards Mandatory Labeling Amidst Food Industry Influence

Australia is making Health Star Ratings on packaged foods mandatory. This helps people choose healthier food. The change will take about a year.

#HealthStarRatings, #FoodLabels, #Australia, #HealthyEating, #ConsumerHealth

https://newsletter.tf/health-star-ratings-mandatory-australia/

Australia Will Soon Require Health Star Ratings on Packaged Foods

Australia is making Health Star Ratings on packaged foods mandatory. This helps people choose healthier food. The change will take about a year.

Australian ministers have agreed to make Health Star Ratings a requirement on packaged foods. This system helps people quickly see how healthy a food is. It will take some time to put the new rules in place.

#HealthStarRatings, #FoodLabels, #Australia, #HealthyEating, #ConsumerHealth

https://newsletter.tf/health-star-ratings-mandatory-australia/

Australia Will Soon Require Health Star Ratings on Packaged Foods

Australia is making Health Star Ratings on packaged foods mandatory. This helps people choose healthier food. The change will take about a year.

🗣️ Trước khi bị bắt liên quan vụ “sản xuất, buôn bán hàng giả”, ông Nguyễn Quốc Vũ nhấn mạnh không chấp nhận gian lận và luôn đặt sức khỏe người tiêu dùng lên hàng đầu. #Vietnam #News #NguyenQuocVu #ConsumerHealth #FakeProducts #Vietnamnet #TinNong

NONE

https://vietnamnet.vn/phat-ngon-gay-chu-y-cua-ong-nguyen-quoc-vu-truoc-khi-bi-bat-2459888.html

Phát ngôn gây chú ý của ông Nguyễn Quốc Vũ trước khi bị bắt

Trước khi bị bắt liên quan vụ “sản xuất, buôn bán hàng giả”, ông Nguyễn Quốc Vũ từng khẳng định không chấp nhận gian lận và luôn đặt sức khỏe người tiêu dùng lên hàng đầu.

Vietnamnet.vn
🥣 WK Kellogg is reinventing cereal with a health-forward strategy. The new #SPOONS campaign highlights simplicity, fiber & protein—aiming to meet modern wellness demands. A bold move to make legacy brands relevant again. #FoodInnovation #Leadership #ConsumerHealth https://www.bakeryandsnacks.com/Article/2025/05/13/wk-kellogg-bets-on-spoons-to-revive-cereal-sales/
🚨 As tariff uncertainties grow, essential items like diapers and paper goods may be affected. Clear communication, smart procurement, and resilient supply chains are more important than ever. Let’s prepare, not panic. #SupplyChain #Tariffs #ConsumerHealth #PublicPolicy #Resilience https://www.goodhousekeeping.com/life/money/a64435086/what-to-buy-before-tariffs/
10 Things That Could Get Way More Expensive After Tariffs Hit (Just Don't Panic Shop)

New reciprocal tariffs are expected to take effect in 90 days. These items may get more expensive, but financial experts say you don't want to panic shop yet.

Good Housekeeping

🚫🥤 Breaking: FDA bans brominated vegetable oil (BVO) in drinks! 🍊 This additive, used to keep citrus flavoring from separating, has been linked to health concerns. Companies have 1 year to reformulate. Check your soda labels & stay informed! 🧐 #FDABan #ConsumerHealth #SodaSafety

🔗 https://edition.cnn.com/2024/07/02/health/fda-brominated-vegetable-oil-ban-wellness/index.html

The FDA will no longer allow this potentially harmful additive found in some sodas

The FDA has allowed the use of brominated vegetable oil with regulations in some sodas. But that will not continue, according to a new statement.

CNN
After full approval, Sarepta lays out its next moves—Zealand Pharma brings in $1B to drive development of obesity drugs —Sanofi seeks initial offers for Its $20 billion consumer arm—http://bit.ly/w28kSd #sareptatherapeutics #dmd #obesity #zealandpharma #funding #consumerhealth #sanofi #pharma #pharmanews #biotech #biopharma #biotechnology #cafepharma
Cafepharma

Cafepharma is a site for the pharmaceutical/medical industry. Our scope includes pharmaceutical, device, biotech, laboratory, animal health, dental, etc. We have curated daily news headlines, active forums where users can post anonymously, job listings and more.

Cafepharma
GSK to sell remaining stake in Haleon, looks to raise $1.52B—US unveils proposal to ease restrictions on marijuana —FDA approves Amgen drug for small cell lung cancer --http://bit.ly/w28kSd #gsk #haleon #consumerhealth #pot #marijuana #medicalmarijuana #fda #amgen #smallcelllungcancer #lungcancer #pharma #pharmanews #biotech #biopharma #biotechnology #cafepharma
Cafepharma

Cafepharma is a site for the pharmaceutical/medical industry. Our scope includes pharmaceutical, device, biotech, laboratory, animal health, dental, etc. We have curated daily news headlines, active forums where users can post anonymously, job listings and more.

Cafepharma