{"id":"W4380576490","doi":"10.14309/ajg.0000000000002339","title":"How Novel Educational Approaches Can Bridge Competence Gaps in Polypectomy Training","year":2023,"lang":"en","type":"letter","venue":"The American Journal of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Competence (human resources); Hepatology; Polypectomy; General surgery; Medical education; Internal medicine; Family medicine; Gastroenterology; Management; Colonoscopy","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":[0.01116745,0.0003873668,0.0002893851,0.001045612,0.003455388,0.004325856,0.001094709,0.008739012,0.02042453],"category_scores_gemma":[0.05064009,0.0002664403,0.000547509,0.0003327334,0.00255653,0.007156897,0.00637986,0.010609,0.005416507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004674848,"about_ca_system_score_gemma":0.009196835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007050774,"about_ca_topic_score_gemma":0.0253916,"domain_scores_codex":[0.9925126,0.00406717,0.000319692,0.0003977959,0.001475264,0.001227487],"domain_scores_gemma":[0.9705429,0.01710635,0.001062803,0.0007276125,0.002745377,0.007814991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001370187,0.0007647799,0.004580287,0.0005721034,0.00004753742,0.002444814,0.003977674,0.000510351,0.0004152986,0.02178731,0.6162458,0.348517],"study_design_scores_gemma":[0.0003037263,0.0005448814,0.009711408,0.003966398,0.00006932016,0.002803891,0.012802,0.001149666,0.0004432183,0.07255396,0.8955533,0.00009823146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002941329,0.003591023,0.001114498,0.9680223,0.004536652,0.0000315691,0.00001765083,0.00006570573,0.01967934],"genre_scores_gemma":[0.219894,0.02414486,0.01333501,0.6953493,0.01935303,0.0004386669,0.0001523526,0.0001463566,0.02718634],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02042453,"threshold_uncertainty_score":0.06832689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046829792740607,"score_gpt":0.3284421146039774,"score_spread":0.2237591353299166,"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."}}