{"id":"W4404209844","doi":"10.2196/56720","title":"YouTube User Traffic to Paired Epilepsy Education Videos in English and Spanish: Comparative Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Epilepsy; Psychology; Computer science; World Wide Web; Neuroscience","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":[0.001181115,0.000287472,0.0003061307,0.003242061,0.0006826164,0.001291064,0.0003693667,0.0004963651,0.00403364],"category_scores_gemma":[0.008496616,0.0001636125,0.0003978955,0.002202501,0.0004122065,0.001735445,0.0007603669,0.0003793392,0.001067579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280603,"about_ca_system_score_gemma":0.0005480692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03656021,"about_ca_topic_score_gemma":0.04018579,"domain_scores_codex":[0.9990946,0.0003173109,0.00006838032,0.0001366507,0.0001929688,0.000190113],"domain_scores_gemma":[0.99457,0.001827131,0.001056013,0.0001448698,0.001839711,0.0005622211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006148391,0.0009121028,0.9633199,0.0001541042,0.0001169793,0.0007546188,0.01185138,0.0001257638,0.0003756917,0.000161536,0.002387291,0.01922579],"study_design_scores_gemma":[0.00002494625,0.0004322622,0.9650463,0.00005682332,0.00004583341,0.0004802977,0.03097288,0.0009623524,0.0001933122,0.00004985339,0.001708285,0.00002682403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973235,0.00006292469,0.00005642437,0.00003429097,0.000005743344,0.0000375786,0.0009762185,0.000004496615,0.001498816],"genre_scores_gemma":[0.9968193,0.0002099743,0.0001215449,0.00004276473,0.00002427793,0.00006980481,0.001696864,0.00001218759,0.001003227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03656021,"threshold_uncertainty_score":0.07269478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609563265658106,"score_gpt":0.564615372404617,"score_spread":0.4036590458388064,"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."}}