{"id":"W2444590564","doi":"10.1503/cjs.005116","title":"Preoperative repeat endoscopy for colorectal cancer: What is its role and when is it necessary?","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Endoscopy; Colorectal cancer; General surgery; MEDLINE; Colonoscopy; Patient care; Cancer; Medical physics; Surgery; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007438308,0.0005287456,0.001655399,0.001718131,0.001088391,0.003190174,0.001533473,0.003289723,0.004694754],"category_scores_gemma":[0.04587362,0.0002900165,0.0007590471,0.001725301,0.002700042,0.003594366,0.0007724436,0.004613473,0.001553234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003304325,"about_ca_system_score_gemma":0.008580417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02051141,"about_ca_topic_score_gemma":0.05669769,"domain_scores_codex":[0.9954022,0.00164847,0.0007694002,0.0003458232,0.00155873,0.0002753916],"domain_scores_gemma":[0.9572198,0.01644387,0.006261952,0.0008148577,0.01457569,0.004683895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007316309,0.000170292,0.09482402,0.007160632,0.0003059766,0.002576148,0.0009969604,0.000521511,0.0007916982,0.002839485,0.1591487,0.729933],"study_design_scores_gemma":[0.0003624845,0.001263335,0.2870731,0.1121831,0.001667091,0.04193368,0.01902384,0.002610272,0.001427761,0.01883931,0.5128247,0.0007914015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01799195,0.559873,0.00162155,0.4031529,0.005317716,0.00005237695,0.0002594111,0.00009154482,0.01163942],"genre_scores_gemma":[0.2616588,0.6329067,0.01028188,0.06511056,0.02693754,0.00009764897,0.000756141,0.0001051059,0.002145614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02051141,"threshold_uncertainty_score":0.04078406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652697574611437,"score_gpt":0.2786803513586769,"score_spread":0.2421533756125625,"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."}}