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Forum Discussion Indicates Favorable Views Of Jak Inhibitors For Atopic Dermatitis, Nicole Levin, Karan Rajalingam, Ashley Wentworth, Leila Tolaymat
Forum Discussion Indicates Favorable Views Of Jak Inhibitors For Atopic Dermatitis, Nicole Levin, Karan Rajalingam, Ashley Wentworth, Leila Tolaymat
East Florida Research Day 2023
Background: There is increasing discussion online concerning the management of atopic dermatitis (AD). Patients often document their subjective experience of a given treatment. It remains to be determined if the experiences vary based on treatment or align with efficacy.
Objective: To determine which treatments are associated with positive or negative experiences.
Methods: The largest online AD platform was searched for posts that only discussed a singular treatment. The discovered 28,159 posts were rated “positive” or “negative” by DistilBERT, a pre-trained sentiment analysis model that derives from BookCorpus, a collection of 11,038 books containing 74 million sentences. Positive sentiment proportions (PSP), …