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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

If there is content about drugs or drug usage (i.e. smoking weed, pot, marijuana, a joint, a bowl, a bong), getting high, sparking up, other slang terms like \“Mary Jane\”, \“bud\”, \“ganga\”, \“reefer\”, \“chronic\”, \“herb\”, \“spliff\”, \“roach\”, \“a j\”) then consider the type of outbreak as \“environmental - drugs\”. If you determine that the cause is infectious, please also tell us whether it is viral or bacterial.

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

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