{"id":"W40400960","doi":"10.1155/2011/320904","title":"Point-of-Care, Peer-Comparator Colonoscopy Practice Audit: The Canadian Association of Gastroenterology Quality Program – Endoscopy","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Canadian Association of Gastroenterology; Dalhousie University; Credit Valley Hospital; McMaster University","funders":"","keywords":"Colonoscopy; Medicine; Polypectomy; Endoscopy; Withdrawal time; Intubation; Sedation; Audit; Observational study; General surgery; Internal medicine; Emergency medicine; Colorectal cancer; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00163022,0.0001860084,0.0007229288,0.0005142253,0.0001467533,0.00001722282,0.0002867714,0.0001952814,0.0002073983],"category_scores_gemma":[0.001156544,0.0001572096,0.0002450589,0.00020234,0.0002915646,0.0001506184,0.0000164979,0.0006728139,0.000004726808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110817,"about_ca_system_score_gemma":0.002518303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2521475,"about_ca_topic_score_gemma":0.9406541,"domain_scores_codex":[0.9972141,0.0006793203,0.0008969136,0.0001924368,0.0003515951,0.0006656346],"domain_scores_gemma":[0.9953069,0.0001505394,0.001473919,0.0002809762,0.001968453,0.0008191962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03616235,0.0001130109,0.9541227,0.00005949229,0.0005130485,0.0001114596,0.002310593,0.00001090525,0.000157162,0.00008366519,0.005879136,0.0004765115],"study_design_scores_gemma":[0.005128776,0.1045867,0.8623589,0.0001483485,0.0007452448,0.002086313,0.002566767,0.00003118594,0.001659776,0.00006201326,0.0204994,0.0001265548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902869,0.0001419097,0.0001955523,0.005645846,0.001184386,0.0004382165,0.00007529804,0.00001013362,0.00202173],"genre_scores_gemma":[0.9950957,0.00001174737,0.003277436,0.001299266,0.000193682,0.00001851703,0.00001252169,0.00001909949,0.00007204826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6885067,"threshold_uncertainty_score":0.7528325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869768333249753,"score_gpt":0.3083657305355589,"score_spread":0.2796680472030614,"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."}}