{"id":"W2793683902","doi":"10.1093/jcag/gwy008.045","title":"A44 MEASURING COLONOSCOPY QUALITY AT THE POPULATION LEVEL IN ONTARIO, CANADA","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Institute for Clinical Evaluative Sciences; St. Michael's Hospital; Sunnybrook Hospital","funders":"Canadian Cancer Society Research Institute","keywords":"Colonoscopy; Medicine; Polypectomy; Bowel preparation; Population; General surgery; Quality (philosophy); Colorectal cancer; Internal medicine; Environmental health; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001978296,0.0003205772,0.0003522641,0.002290557,0.002333265,0.001548763,0.001220169,0.0003053024,0.002443512],"category_scores_gemma":[0.007979618,0.0003338543,0.0008470163,0.007110436,0.0006191756,0.0006683621,0.0009457529,0.0004865475,0.000268239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05860229,"about_ca_system_score_gemma":0.07828566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.996587,"about_ca_topic_score_gemma":0.9979546,"domain_scores_codex":[0.9965161,0.0002030552,0.0002987181,0.0003627158,0.00206963,0.0005496698],"domain_scores_gemma":[0.9831882,0.0006401282,0.002855325,0.0003306526,0.01071117,0.002274498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000055121,0.00003130297,0.97323,0.0001997437,0.0001345273,0.00005007145,0.0007112032,0.0002765307,0.000185153,0.0001990595,0.0118325,0.01309478],"study_design_scores_gemma":[0.00000646303,0.00001669961,0.9962697,0.00005567107,0.00002562788,0.00001834622,0.0003289059,0.0002839445,0.00005025473,0.00002035688,0.002913409,0.00001072915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790051,0.005703083,0.002219475,0.005640525,0.0001648722,0.0005726423,0.07403789,0.0002491648,0.0324073],"genre_scores_gemma":[0.9836277,0.001448846,0.001967771,0.0005962638,0.00003606457,0.0001353514,0.009483173,0.000023825,0.002680964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05860229,"threshold_uncertainty_score":0.4251913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530619719352221,"score_gpt":0.2622809316782058,"score_spread":0.2269747344846836,"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."}}