{"id":"W2787683732","doi":"10.2196/mededu.8527","title":"Medical YouTube Videos and Methods of Evaluation: Literature Review","year":2018,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":305,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); The Internet; Set (abstract data type); Reliability (semiconductor); Quality (philosophy); Computer science; Health literacy; Medical education; Medical information; Information retrieval; World Wide Web; Medicine; Health care","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04237887,0.001840032,0.005597662,0.02404937,0.001342512,0.004545346,0.002953895,0.002249997,0.007890305],"category_scores_gemma":[0.1651149,0.001140214,0.003351928,0.01626465,0.002164812,0.005377833,0.002726414,0.001601767,0.0009558234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007099315,"about_ca_system_score_gemma":0.01880409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009421361,"about_ca_topic_score_gemma":0.02020622,"domain_scores_codex":[0.965736,0.0163144,0.009760691,0.001180757,0.006478122,0.0005300153],"domain_scores_gemma":[0.7846436,0.1716783,0.01714366,0.002911802,0.0227819,0.0008407633],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002055666,0.00008119015,0.0009113201,0.5810235,0.0009540885,0.0001082499,0.0006453088,0.0001118227,0.0001327795,0.0009599667,0.005660192,0.4092061],"study_design_scores_gemma":[0.00008459091,0.0001643498,0.002637156,0.958976,0.004098249,0.0002876786,0.0008385953,0.0001418815,0.0002182476,0.0005935754,0.03191525,0.00004444481],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005813205,0.9954489,0.0006919681,0.0004999436,0.0002052091,0.001313072,0.0003025907,0.00001563,0.0009414029],"genre_scores_gemma":[0.009793378,0.9826302,0.003048191,0.0004600926,0.0001456984,0.003370097,0.0003226674,0.00001350092,0.0002161655],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9576212,"threshold_uncertainty_score":0.2241236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155578785468985,"score_gpt":0.6562552970355877,"score_spread":0.5406974184886892,"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."}}