{"id":"W4402093243","doi":"10.5489/cuaj.8872","title":"Evaluating quality, understandability, and actionability of YouTube content for gender affirming surgery","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Quality (philosophy); Logistic regression; Content analysis; Univariate; Medicine; Medical education; Computer science; Psychology; Multivariate statistics","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":[0.01018983,0.0002912945,0.000296503,0.003426991,0.00047045,0.001336748,0.0003483202,0.0003647488,0.004383922],"category_scores_gemma":[0.06791797,0.0001197451,0.0006754469,0.001090653,0.0003935487,0.001687063,0.001042706,0.0002915957,0.0005793935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111004,"about_ca_system_score_gemma":0.001251039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314481,"about_ca_topic_score_gemma":0.0066146,"domain_scores_codex":[0.9953295,0.00152923,0.0008377569,0.0002611811,0.001798175,0.0002440966],"domain_scores_gemma":[0.9419901,0.02542743,0.01784809,0.001032922,0.01229339,0.00140808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007743016,0.0001848727,0.9156336,0.0008101366,0.0001577177,0.00009386432,0.002690126,0.0001533684,0.0006521629,0.0001319469,0.002525871,0.07619195],"study_design_scores_gemma":[0.00003391922,0.0005855914,0.9892351,0.0006212649,0.0001152981,0.0002565026,0.002945608,0.001341911,0.001336487,0.0001563777,0.003331588,0.00004023753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865093,0.001152566,0.001541871,0.0004886813,0.00006338731,0.0007822341,0.003008961,0.00005530659,0.006397726],"genre_scores_gemma":[0.9928346,0.0007016438,0.003018603,0.0001307767,0.00005953238,0.0006495519,0.001723881,0.00002360391,0.0008577863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01018983,"threshold_uncertainty_score":0.05388963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4166815172858123,"score_gpt":0.5138893673927994,"score_spread":0.09720785010698713,"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."}}