{"id":"W4213236222","doi":"10.1093/jcag/gwab049.114","title":"A115 ACCURACY OF OPTICAL DIAGNOSIS IN ENDOSCOPY AT A TERTIARY ACADEMIC CENTER","year":2022,"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":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Polypectomy; Medicine; Endoscopy; Radiology; Retrospective cohort study; Descriptive statistics; Colonoscopy; Pathology; Internal medicine; Colorectal cancer; Cancer; Statistics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004078258,0.0002019907,0.0003247345,0.001976861,0.0005409711,0.001757087,0.0008754506,0.0004315009,0.0023107],"category_scores_gemma":[0.03601062,0.0003692644,0.0003317872,0.002862025,0.0006289528,0.0008875871,0.001225152,0.0004151856,0.0004058749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002337529,"about_ca_system_score_gemma":0.001421531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02456204,"about_ca_topic_score_gemma":0.02340232,"domain_scores_codex":[0.9918436,0.002467144,0.001493718,0.001161933,0.002278913,0.0007547134],"domain_scores_gemma":[0.95209,0.01505387,0.02138316,0.002131184,0.00734015,0.00200171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005403426,0.000009930704,0.9968228,0.0000270448,0.00001296471,0.00006911218,0.000126883,0.00006269942,0.00008948448,0.00001601469,0.0001911057,0.002517828],"study_design_scores_gemma":[0.000005465229,0.00007402324,0.9981097,0.00003392265,0.00001433422,0.000340039,0.0004278863,0.0005664736,0.0001489875,0.00001432254,0.0002587226,0.000006193488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949583,0.001128981,0.0004358799,0.000478843,0.00003758786,0.00003554504,0.0009122081,0.00003278559,0.001979853],"genre_scores_gemma":[0.9993207,0.0001289538,0.0001998295,0.00003080002,0.00001993341,0.000006656837,0.0002361471,0.000002475832,0.00005444093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02456204,"threshold_uncertainty_score":0.04883814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202350110374139,"score_gpt":0.259938578457395,"score_spread":0.2479150773536536,"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."}}