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Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study

Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study

Probability: 100% Type: infectious Size: 3 Severity: moderate Etiology: bacterial Source: forum post Snippet: “[K]now Pink eye that easily infectious. Hopefully everyone recovers with no lasting damage. I just saw that India had an outbreak in August too, it sounds like it spread to Pakistan. Damn, I saw it spread to Vietnam too Conjunctivitis (pink eye) sees a spike in cases in Vietnam, India and Pakistan Oh my God. Close all travels. And I do mean ALL. ALL...”

Michael S Deiner, Russell Y Deiner, Cherie Fathy, Natalie A Deiner, Vagelis Hristidis, Stephen D McLeod, Thomas J Bukowski, Thuy Doan, Gerami D Seitzman, Thomas M Lietman, Travis C Porco

J Med Internet Res 2025;27:e65226

The State of Remote Patient Monitoring for Chronic Disease Management in the United States

The State of Remote Patient Monitoring for Chronic Disease Management in the United States

Class I nonexempt and class II devices are cleared by the FDA after review of a de novo submission supporting safety and efficacy of the device or after review of a 510(k) submission supporting substantial equivalence to an existing, legally marketed predicate device. As a point of reference, point-of-care capillary blood glucose measurement devices (ie, glucometers) are invasive, class II medical devices.

Margaret M Paul, Nandita Khera, Praneetha R Elugunti, Kevin C Ruff, Musab S Hommos, Leslie F Thomas, Vivek Nagaraja, Ashley L Garrett, Mari Pantoja-Smith, Nathan L Delafield, Blanca C Lizaola-Mayo, Molly M Kresin, Mahesh Seetharam, Sandhya R Nagarakanti, Manreet Kaur

J Med Internet Res 2025;27:e70422