{"id":"W56425062","doi":"10.1155/2010/304689","title":"Opportunity Costs of Gastrointestinal Endoscopic Training in Canada","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital; Queen's University","funders":"","keywords":"Colonoscopy; Medicine; Endoscopy; Certification; Ambulatory; Accreditation; Medical education; Surgery; Internal medicine; Colorectal cancer","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":[0.0008873186,0.0001936974,0.0001609314,0.0009955334,0.000863384,0.0008819565,0.0007316372,0.0002791542,0.003010926],"category_scores_gemma":[0.006474029,0.0001535504,0.0002806698,0.001375296,0.0004734626,0.0002388469,0.0008453135,0.0004590326,0.0001272342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04052633,"about_ca_system_score_gemma":0.04106154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9350916,"about_ca_topic_score_gemma":0.9629774,"domain_scores_codex":[0.9981143,0.0002157082,0.00006740439,0.00008210051,0.0009550472,0.0005654556],"domain_scores_gemma":[0.994714,0.000819292,0.000975451,0.00006795427,0.001412914,0.002010494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009919888,0.0002886074,0.8043407,0.0006118187,0.0001699996,0.0008217976,0.0008612012,0.01087011,0.000980878,0.003383985,0.01255685,0.1641221],"study_design_scores_gemma":[0.00004088814,0.0001976389,0.9876742,0.00009576572,0.00004338074,0.0002941642,0.0005899353,0.004185173,0.0003012197,0.0002850422,0.006270409,0.0000223181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820363,0.001945441,0.0007233981,0.002759137,0.00005119996,0.000101419,0.00276946,0.00004815335,0.009565598],"genre_scores_gemma":[0.9955426,0.0009540401,0.0006073558,0.0001467751,0.00001499707,0.00002139486,0.000869746,0.000008426008,0.001834724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06490839,"threshold_uncertainty_score":0.2940405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03198082749800204,"score_gpt":0.2579242188134261,"score_spread":0.2259433913154241,"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."}}