{"id":"W2791488651","doi":"10.1097/dcr.0000000000001026","title":"Risk Factors Associated With Circumferential Resection Margin Positivity in Rectal Cancer: A Binational Registry Study","year":2018,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"BC Cancer Agency; Colorectal Surgical Society of Australia and New Zealand; Royal Australasian College of Surgeons","keywords":"Medicine; Colorectal cancer; Resection margin; Logistic regression; Cancer; Surgical oncology; Colorectal surgery; Abdominoperineal resection; Margin (machine learning); Surgery; Resection; Internal medicine; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432551,0.000164068,0.0003199537,0.0001039601,0.0001329892,0.00001350396,0.0001259159,0.0000694634,0.0001610019],"category_scores_gemma":[0.000578261,0.0001080595,0.0001294431,0.0006446001,0.0001946774,0.00006398949,0.00007477734,0.0001958575,0.000001488416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007565148,"about_ca_system_score_gemma":0.0003001853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00296978,"about_ca_topic_score_gemma":0.008720375,"domain_scores_codex":[0.9983916,0.0003569704,0.0002092616,0.00031638,0.000514679,0.0002110914],"domain_scores_gemma":[0.9989244,0.0002263801,0.0002509684,0.0002748758,0.0002239865,0.000099367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004713708,0.001978306,0.9917412,0.00001473902,0.0003395697,0.00001688357,0.0002899622,0.00001256658,0.0001965919,0.000003770741,0.0001294806,0.0005631578],"study_design_scores_gemma":[0.003310312,0.002392056,0.9911377,0.0002132683,0.0004207235,0.00000187623,0.0001706984,0.000105554,0.00205568,0.00007406038,0.00001274684,0.0001053352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975438,0.0001120223,0.000001631957,0.0001423295,0.0003837483,0.001009048,0.0003126987,0.00004096559,0.0004538331],"genre_scores_gemma":[0.9995039,0.00001011041,0.000001824844,0.0000146245,0.00008662266,0.0001268402,0.00004220137,0.00001837989,0.0001954761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005750594,"threshold_uncertainty_score":0.4866174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044938033537867,"score_gpt":0.2987077418351928,"score_spread":0.2782583614998141,"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."}}