{"id":"W4406817796","doi":"10.2196/59767","title":"Online Information About Side Effects and Safety Concerns of Semaglutide: Mixed Methods Study of YouTube Videos","year":2025,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Semaglutide; Computer science; Medicine; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004802858,0.0001826568,0.0008672383,0.0002902567,0.0002614339,0.000003741158,0.0002272681,0.0003976216,0.00004012251],"category_scores_gemma":[0.004579119,0.0001445827,0.00005847794,0.000387444,0.000160841,0.0006750253,0.0003827055,0.0007078091,0.000008319845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057494,"about_ca_system_score_gemma":0.0004196046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006763454,"about_ca_topic_score_gemma":0.0001364192,"domain_scores_codex":[0.9922116,0.00335955,0.003748058,0.000179743,0.0001290346,0.0003720633],"domain_scores_gemma":[0.9920849,0.005102028,0.001589074,0.000492281,0.000623589,0.000108176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006591719,0.0003529718,0.821921,0.00676493,0.00007965381,1.963066e-7,0.04414985,0.0002217217,0.00009108424,0.007170089,0.00122675,0.1173626],"study_design_scores_gemma":[0.002717392,0.0003319568,0.9661712,0.0003552389,0.00002814051,4.01839e-7,0.009446536,0.00694076,0.00006130583,0.001085657,0.01275252,0.0001088878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729549,0.0001117999,0.01874623,0.0003743266,0.0006767104,0.002906202,0.0001022541,0.00006581546,0.004061791],"genre_scores_gemma":[0.9860388,0.00004894729,0.00882514,0.004593281,0.00003752866,0.0003089142,0.00007834654,0.000005021469,0.00006402897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1442502,"threshold_uncertainty_score":0.5895913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05069234321781587,"score_gpt":0.5377246078991514,"score_spread":0.4870322646813356,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}