{"id":"W2727653601","doi":"10.1055/s-0043-110568","title":"Performance report cards increase adenoma detection rate","year":2017,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Lawson Health Research Institute; Cancer Care Ontario; Western University","funders":"Canadian Institutes of Health Research; Academic Medical Organization of Southwestern Ontario","keywords":"Medicine; Colonoscopy; Adenoma; Multivariate analysis; Colorectal cancer; Specialty; Psychological intervention; Internal medicine; Adenocarcinoma; General surgery; Gastroenterology; Cancer; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000411245,0.0001060875,0.0001653739,0.00008074589,0.0003424224,0.0002830302,0.0004220379,0.00005435989,0.0003151946],"category_scores_gemma":[0.0004946892,0.00009915556,0.00006343966,0.0000386245,0.00004665305,0.0005627933,0.0002656923,0.0001720436,0.00009478979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019111,"about_ca_system_score_gemma":0.0001182017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00311198,"about_ca_topic_score_gemma":0.0002472885,"domain_scores_codex":[0.9991019,0.00002262705,0.0002121346,0.0002749679,0.0002599541,0.0001284248],"domain_scores_gemma":[0.9989882,0.00002255644,0.0002348174,0.0004676863,0.0001877303,0.00009900729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03835125,0.0003226002,0.6377964,0.00008776964,0.0008004927,0.00189708,0.0003601058,0.00009254009,0.09040119,0.0001861623,0.005473782,0.2242306],"study_design_scores_gemma":[0.002481587,0.001011515,0.7788811,0.0001448547,0.00005803583,0.001288833,0.00003040436,0.004931196,0.1555344,0.00005292665,0.05541069,0.0001743725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513578,0.00001540552,0.0002632466,0.0008145218,0.00150934,0.0003014315,0.000006186377,0.00004785262,0.1456842],"genre_scores_gemma":[0.9875198,0.00002399549,0.000595248,0.0001749008,0.000592173,0.00009716038,0.00002963727,0.00001574518,0.01095136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2240562,"threshold_uncertainty_score":0.4704403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901295254218023,"score_gpt":0.3476489362574552,"score_spread":0.318635983715275,"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."}}