{"id":"W105644382","doi":"10.1155/2009/831029","title":"The Quality of Screening Colonoscopies in an Office-Based Endoscopy Clinic","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Public Health Ontario; University of Toronto; Oakville-Trafalgar Memorial Hospital","funders":"","keywords":"Medicine; Colonoscopy; Endoscopy; Sedation; Intubation; Perforation; Adenoma; Colorectal cancer; Polypectomy; General surgery; Emergency medicine; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002173644,0.0001558081,0.0002405722,0.001267756,0.0004537652,0.0009187778,0.0004944609,0.0002986248,0.002155747],"category_scores_gemma":[0.0142599,0.0001731504,0.0002768077,0.001735281,0.0004765402,0.0004065576,0.0004764691,0.0002748068,0.0002235649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004435226,"about_ca_system_score_gemma":0.003552028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2492186,"about_ca_topic_score_gemma":0.2917409,"domain_scores_codex":[0.9965598,0.0005499191,0.0003518709,0.0003522503,0.001683557,0.0005026426],"domain_scores_gemma":[0.9743792,0.004028674,0.01356742,0.0006019052,0.00492719,0.002495656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001033165,0.00001604662,0.9968208,0.00003171639,0.00002191692,0.0000672521,0.0001271136,0.00005376798,0.0002153221,0.000005252768,0.0002558974,0.0022816],"study_design_scores_gemma":[0.000004036591,0.0000500925,0.9995412,0.000008078777,0.000006491133,0.00007594931,0.00007614178,0.00006913107,0.00004344154,0.000002365461,0.0001208824,0.000002141104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966819,0.0005438239,0.000173659,0.0001975153,0.000007553913,0.00002680742,0.001006694,0.00001339259,0.001348701],"genre_scores_gemma":[0.9990125,0.0001338915,0.0001372338,0.00002831728,0.000008925038,0.000005663251,0.0005670539,0.000002504931,0.0001038588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7507814,"threshold_uncertainty_score":0.495536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054391114741033,"score_gpt":0.3304651531261465,"score_spread":0.2899212419787362,"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."}}