{"id":"W4391265247","doi":"10.1016/j.ejvsvf.2024.01.054","title":"YouTube as a Source of Patient and Trainee Education in Vascular Surgery: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"EJVES Vascular Forum","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Medicine; MEDLINE; Patient education; Vascular surgery; Quality (philosophy); Medical education; Surgery; Family medicine; Cardiac surgery","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":[0.01102197,0.0009537243,0.005655463,0.01087584,0.0008123299,0.002788408,0.001469463,0.001594029,0.005724124],"category_scores_gemma":[0.05596276,0.0007822415,0.005096515,0.01183863,0.0008414769,0.003624579,0.001862011,0.001110856,0.0003887511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004513941,"about_ca_system_score_gemma":0.01261077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057749,"about_ca_topic_score_gemma":0.03357225,"domain_scores_codex":[0.9889674,0.005142834,0.003039843,0.0005042331,0.002019136,0.0003265153],"domain_scores_gemma":[0.9473932,0.04057052,0.007009426,0.0005756599,0.003877655,0.0005736054],"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":[0.0002227075,0.00002613062,0.001081236,0.949622,0.003627348,0.00008284905,0.0004076925,0.00004692754,0.00007710393,0.0001837745,0.001987247,0.04263502],"study_design_scores_gemma":[0.0002348666,0.0002751666,0.004845319,0.9602316,0.02035175,0.0002823804,0.0007615848,0.00008620955,0.00009346561,0.0001789676,0.01262235,0.0000363814],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002602926,0.9947833,0.0001744263,0.0003711319,0.0001391336,0.0008126198,0.0006525985,0.000009527134,0.0004543803],"genre_scores_gemma":[0.02897788,0.9670572,0.0008416982,0.0006789955,0.0001053034,0.001672838,0.0004603256,0.000008779667,0.0001969869],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01102197,"threshold_uncertainty_score":0.05829048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873048780551783,"score_gpt":0.4270944633976859,"score_spread":0.3883639755921681,"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."}}