{"id":"W2036369627","doi":"10.1097/dcr.0000000000000123","title":"Development and Implementation of a Synoptic MRI Report for Preoperative Staging of Rectal Cancer on a Population-Based Level","year":2014,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Radiology practices and education","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; St Joseph's Health Centre; University of Toronto; Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Colorectal cancer; Surgical oncology; Colorectal surgery; General surgery; Proctoscopy; Radiology; Cancer; Population; Rectum; Medical physics; Surgery; Abdominal surgery; Internal medicine; Environmental health","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":[0.0001833893,0.00005590999,0.000164041,0.00004291092,0.00004671848,0.000002234357,0.00003105877,0.00002038027,0.00001449594],"category_scores_gemma":[0.0003601721,0.00004001283,0.00004044042,0.00005601771,0.00002915192,0.00003232716,0.000008327604,0.00002699655,5.950728e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006169577,"about_ca_system_score_gemma":0.0002763763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003210212,"about_ca_topic_score_gemma":0.00011669,"domain_scores_codex":[0.9994291,0.00004565169,0.0002454996,0.0001103548,0.000104065,0.00006532565],"domain_scores_gemma":[0.9991544,0.0002004354,0.000360839,0.0001239513,0.000131201,0.00002914674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008069448,0.0001622528,0.9828666,0.0004496253,0.0001251274,3.561887e-7,0.001412714,0.0004156714,0.003002802,0.0001634898,0.000134795,0.01045956],"study_design_scores_gemma":[0.000641632,0.0002564398,0.9785803,0.0001568035,0.0002092066,0.000001848608,0.0005348311,0.001047557,0.01835568,0.00004060689,0.0001339662,0.00004110504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978875,0.00008937885,0.0002883552,0.0009632257,0.0001329812,0.0005832756,0.0000283459,0.000003792,0.00002313084],"genre_scores_gemma":[0.9979394,0.000005955817,0.001720844,0.00007691125,0.0000241445,0.0001043046,0.0000790273,0.000005827053,0.00004358937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01535288,"threshold_uncertainty_score":0.1631676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237540472818695,"score_gpt":0.3707867344046858,"score_spread":0.3384113296764988,"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."}}