{"id":"W2414475256","doi":"10.1503/cjs.009215","title":"Endoscopy training in Canada in general surgery residency programs: ways forward","year":2015,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Residency training; Medical education; Endoscopy; Quality (philosophy); Work (physics); General surgery; Medical physics; Radiology; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00408147,0.0005497634,0.0008828857,0.0008552229,0.01221636,0.005808843,0.002651861,0.04913451,0.008413956],"category_scores_gemma":[0.0228386,0.0006953607,0.001166749,0.001380888,0.005210085,0.004821304,0.002578542,0.03417344,0.002263355],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05483326,"about_ca_system_score_gemma":0.08270954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6451727,"about_ca_topic_score_gemma":0.8174506,"domain_scores_codex":[0.9932529,0.0009509975,0.0007340418,0.0006657699,0.00225831,0.002138004],"domain_scores_gemma":[0.9646731,0.006511344,0.002001429,0.0004202611,0.009477786,0.0169161],"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":[0.00007544754,0.000118998,0.009037651,0.0001777891,0.00002174606,0.004863413,0.0008201181,0.0001844462,0.0003886595,0.002775711,0.9560559,0.0254801],"study_design_scores_gemma":[0.0003180377,0.0002841472,0.03466623,0.001976843,0.00008374356,0.008778628,0.00879777,0.001574882,0.0003659399,0.007759882,0.9350899,0.000303871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009577241,0.0008084949,0.000046339,0.9925936,0.004198695,0.000006709804,0.00002228762,0.00001064919,0.001355612],"genre_scores_gemma":[0.0144522,0.001774625,0.0003842122,0.9680887,0.01196117,0.00002148367,0.00004647523,0.00001464344,0.003256329],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9451668,"threshold_uncertainty_score":0.713834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042282747848483,"score_gpt":0.2562028122656341,"score_spread":0.1519745374807858,"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."}}