{"id":"W2338615154","doi":"10.1136/gutjnl-2015-309861.105","title":"OC-105 Experience in polypectomy training and assessment: an international survey","year":2015,"lang":"en","type":"article","venue":"","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Polypectomy; Colonoscopy; Specialty; Medicine; Trainer; General surgery; Colorectal cancer; Medical education; Family medicine; Internal medicine; Cancer; Computer science","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":[0.001339295,0.0001919842,0.0002862258,0.00172124,0.0004698918,0.0006576534,0.0003860446,0.0006380362,0.003569568],"category_scores_gemma":[0.003699547,0.0003256224,0.0004676779,0.002493304,0.0003086581,0.001097581,0.0008727509,0.0006212581,0.00110964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004159424,"about_ca_system_score_gemma":0.0003643298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008972373,"about_ca_topic_score_gemma":0.008977204,"domain_scores_codex":[0.9988,0.0002421009,0.000221,0.000123908,0.0003279758,0.0002848897],"domain_scores_gemma":[0.995582,0.0005633563,0.002249465,0.0001758908,0.0006172439,0.0008119343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002558664,0.00008810136,0.9967355,0.00003071671,0.00001595385,0.0000477232,0.0005508274,0.00001922417,0.00006855069,0.00001044272,0.0005844035,0.001822882],"study_design_scores_gemma":[0.000002254846,0.00005020931,0.998563,0.00001209842,0.000002950686,0.00009099564,0.0007984588,0.0000306625,0.0000124222,0.000002724248,0.0004317316,0.000002487842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950275,0.000214485,0.00006847029,0.0002106678,0.00001069764,0.00007543105,0.00199297,0.000006726168,0.002393114],"genre_scores_gemma":[0.9974261,0.0002931603,0.0001147741,0.0002047057,0.00001209749,0.00008556116,0.001269453,0.00000482443,0.0005892332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008972373,"threshold_uncertainty_score":0.01784033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848323553268494,"score_gpt":0.4197353968762674,"score_spread":0.234903041549418,"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."}}