{"id":"W4308804322","doi":"10.1016/j.hsr.2022.100067","title":"Evaluating the educational quality of surgical YouTube® videos: A systematic review","year":2022,"lang":"en","type":"review","venue":"Health Sciences Review","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Quality (philosophy); Upload; Inclusion (mineral); Inclusion and exclusion criteria; Scarcity; Educational resources; MEDLINE; Medical education; Social media; Medicine; Multimedia; Computer science; Psychology; World Wide Web; Alternative medicine; Pathology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01187901,0.001289367,0.006343894,0.01177769,0.000666204,0.002454557,0.001531711,0.001468453,0.004272415],"category_scores_gemma":[0.05934905,0.0008803865,0.004971726,0.01188631,0.0009012313,0.002729713,0.001450378,0.0009277345,0.0003374127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003721903,"about_ca_system_score_gemma":0.01104899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006280533,"about_ca_topic_score_gemma":0.02140739,"domain_scores_codex":[0.9899935,0.003622407,0.003320515,0.0005250326,0.002295993,0.0002425416],"domain_scores_gemma":[0.9455603,0.04162537,0.007034792,0.0005017092,0.004877373,0.0004004893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001752753,0.00001928042,0.000934184,0.9431979,0.004725263,0.00007499489,0.0001918551,0.00006156346,0.0001516343,0.0001313071,0.001189529,0.04914723],"study_design_scores_gemma":[0.0001955627,0.0002570314,0.005203898,0.9332777,0.04541679,0.0003923576,0.0004396846,0.0001121553,0.0002822299,0.0002078235,0.01417749,0.00003727363],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001624412,0.9967738,0.0001907593,0.0002311507,0.00008448349,0.0004558303,0.0003326259,0.000007833438,0.0002991942],"genre_scores_gemma":[0.01565761,0.9824129,0.0006797817,0.0002488942,0.00005687499,0.0006056915,0.000232195,0.000005026704,0.0001009407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01187901,"threshold_uncertainty_score":0.062823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6356844880605715,"score_gpt":0.6463156657810503,"score_spread":0.01063117772047872,"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."}}