{"id":"W4391873675","doi":"10.1093/jcag/gwad061.106","title":"A106 COLONOSCOPY TEACHING: A SURVEY OF CANADIAN GASTROENTEROLOGY RESIDENTS","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Colonoscopy; Medicine; Gastroenterology; General surgery; Internal medicine; Family medicine; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00100611,0.0001794486,0.0002136405,0.001214661,0.001639166,0.0007699802,0.0007679324,0.000449163,0.002283846],"category_scores_gemma":[0.003733031,0.0003117872,0.0002756938,0.002963188,0.0005064814,0.0003810412,0.000646593,0.0004286362,0.000359832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01039574,"about_ca_system_score_gemma":0.01289075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9342442,"about_ca_topic_score_gemma":0.957714,"domain_scores_codex":[0.9984015,0.0001152859,0.00008924144,0.0001344024,0.0008605661,0.0003989182],"domain_scores_gemma":[0.9957868,0.0002527955,0.0008844973,0.00005169853,0.001579787,0.001444397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005501018,0.00008461615,0.9846118,0.00009064484,0.00001724086,0.0001360662,0.003008477,0.00004053343,0.0003439204,0.00002862292,0.002593924,0.008989167],"study_design_scores_gemma":[0.000003283003,0.00004900566,0.9950293,0.00002949426,0.000004138377,0.00006109075,0.003347232,0.00007208829,0.00004044794,0.000002443045,0.001354631,0.000006881721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949732,0.0003801701,0.00004140136,0.0006650519,0.00001313248,0.00005361839,0.001484164,0.0000083149,0.002381021],"genre_scores_gemma":[0.9973534,0.0006883802,0.0001649471,0.0003452032,0.00001185945,0.00002883433,0.0007115761,0.000003608219,0.0006922102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9342442,"threshold_uncertainty_score":0.1322861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173875294036474,"score_gpt":0.2675375806636793,"score_spread":0.2501500512600319,"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."}}