{"id":"W4416904941","doi":"10.2196/80966","title":"YouTube Searching and Self-Treatment Behaviors Among Patients With Benign Paroxysmal Positional Vertigo Before and After Clinic Visits: Prospective Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benign paroxysmal positional vertigo; Observational study; MEDLINE; Clinical Practice; Prospective cohort study; Clinical trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006998539,0.0002507312,0.000695203,0.001166867,0.0009585215,0.0007629076,0.0005239882,0.0008390644,0.002140369],"category_scores_gemma":[0.003146459,0.0004133551,0.000752656,0.001885639,0.0003796387,0.001050138,0.0007710375,0.001095349,0.0004598914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008942896,"about_ca_system_score_gemma":0.0008437298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368309,"about_ca_topic_score_gemma":0.01806682,"domain_scores_codex":[0.9992105,0.0001586503,0.0001441088,0.0001499363,0.0001650971,0.0001716985],"domain_scores_gemma":[0.997366,0.0004855667,0.001286212,0.0001132592,0.0003047963,0.0004440846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001206664,0.0002436472,0.997858,0.00004499744,0.00003606781,0.00008888378,0.0003902984,0.00001286994,0.0000489686,0.000009185908,0.0001896073,0.0009568701],"study_design_scores_gemma":[0.00002193526,0.0003528428,0.9977451,0.00002139129,0.00003603677,0.0001959206,0.001239861,0.0001220879,0.00002048309,0.00000777942,0.0002278711,0.000008601226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987183,0.0001687882,0.00002214121,0.00003355901,0.000004868233,0.00007717701,0.0006154617,0.000001934443,0.0003578865],"genre_scores_gemma":[0.9985901,0.0001449191,0.00008103278,0.00006771026,0.00001312995,0.0001246982,0.0007912724,0.000002041717,0.0001851563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368309,"threshold_uncertainty_score":0.0272069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461353563066653,"score_gpt":0.3718677356810158,"score_spread":0.3372542000503493,"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."}}