{"id":"W2162484946","doi":"10.1016/j.gie.2008.09.046","title":"Colonoscopy and its complications across a Canadian regional health authority","year":2009,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Winnipeg Regional Health Authority","funders":"","keywords":"Medicine; Colonoscopy; Endoscopy; Polypectomy; Referral; Perforation; Surgery; General surgery; Complication; Audit; Ambulatory; Internal medicine; Colorectal cancer; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002267123,0.0001387631,0.0002183019,0.00009167784,0.0003601905,0.00003170789,0.00005808154,0.0000316287,0.00002088813],"category_scores_gemma":[0.0001877824,0.0001433767,0.00004574387,0.0002279662,0.00005688343,0.00006084787,0.000012878,0.0002684979,0.00002286967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003135482,"about_ca_system_score_gemma":0.0005733063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02107672,"about_ca_topic_score_gemma":0.02836824,"domain_scores_codex":[0.9988376,0.00004283799,0.0002016111,0.0003003486,0.0001560285,0.0004615343],"domain_scores_gemma":[0.99888,0.00006016663,0.00007756883,0.0001575262,0.000128263,0.0006965029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05880753,0.001948384,0.4720992,0.0008820927,0.0002102915,0.0008207385,0.006793975,0.0002808018,0.1457944,0.02259381,0.07028024,0.2194886],"study_design_scores_gemma":[0.001515713,0.01275798,0.9638844,0.0004678128,0.00001862304,0.01367924,0.0001944085,0.002700677,0.0003079135,0.0003177821,0.003977777,0.0001776657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9362301,0.0007616454,0.008752448,0.04991335,0.0001143107,0.000761162,0.00008580415,0.0002917174,0.003089497],"genre_scores_gemma":[0.9684097,0.00001582097,0.02836487,0.002851275,0.000120741,0.00001919946,0.00003529508,0.000009762159,0.0001732939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4917853,"threshold_uncertainty_score":0.9893615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0420863524874367,"score_gpt":0.3433273605788514,"score_spread":0.3012410080914147,"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."}}