{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009428507,0.00008384973,0.0003566524,0.0002804325,0.00007181206,0.00001285189,0.0001356052,0.00006577147,0.00003759451],"category_scores_gemma":[0.0002816064,0.00006584365,0.0001059367,0.0001243225,0.0001545031,0.00005917349,0.000003046901,0.0003394533,7.394583e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139787,"about_ca_system_score_gemma":0.0006089665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359071,"about_ca_topic_score_gemma":0.1586437,"domain_scores_codex":[0.9986303,0.0002534588,0.0006052484,0.000097123,0.0001213933,0.0002924261],"domain_scores_gemma":[0.99884,0.0001239789,0.0003702083,0.0001542133,0.0001904075,0.000321172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0437559,0.00005222479,0.948917,0.00001244558,0.00003392219,0.00008174785,0.0001557353,0.0001833109,0.001076316,0.00001661453,0.0002518155,0.005462921],"study_design_scores_gemma":[0.002790926,0.03238844,0.9632148,0.00009659227,0.00002614974,0.0001089489,0.0001920979,0.0001312547,0.0004534365,0.00003711182,0.0005267775,0.00003349375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958596,0.000231049,0.0009140418,0.002541272,0.0002395063,0.0000932574,0.000005254009,0.000003799722,0.0001122653],"genre_scores_gemma":[0.9978064,0.000008543306,0.001082567,0.0009784175,0.00009895832,0.000001277888,0.000002350538,0.000005497357,0.00001593076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1562847,"threshold_uncertainty_score":0.8567088,"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."}}