{"id":"W2038451839","doi":"10.1093/icvts/ivu167.26","title":"F-026 * VALIDATION OF A NEW APPROACH FOR MORTALITY RISK ASSESMENT IN OESOPHAGECTOMY FOR CANCER BASED ON AGE- AND GENDER-CORRECTED BODY MASS INDEX","year":2014,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Underweight; Body mass index; Percentile; Cohort; Multivariate analysis; Cancer; Cohort study; Internal medicine; Surgery; Overweight; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001555304,0.0002116423,0.0007852989,0.0002802311,0.00005528634,0.00002839754,0.00003708364,0.00009113313,0.00001374895],"category_scores_gemma":[0.0006834628,0.0001765167,0.0005688182,0.0001737133,0.00005147586,0.0001016699,0.00001792695,0.0001842251,3.377713e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001831877,"about_ca_system_score_gemma":0.0002027504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009168378,"about_ca_topic_score_gemma":0.00001611629,"domain_scores_codex":[0.9982029,0.0003537013,0.0002922461,0.0005045694,0.0003776074,0.0002690082],"domain_scores_gemma":[0.998097,0.001066976,0.0001258176,0.0003352542,0.000196776,0.0001781743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005613103,0.0004708948,0.7894922,0.001327279,0.004882629,0.00007669116,0.0002407506,0.002216795,0.0001418327,0.00001011229,0.0002137283,0.195314],"study_design_scores_gemma":[0.005039708,0.0005117658,0.9161863,0.0003516367,0.001858562,0.0000145598,0.0001550058,0.04448633,0.02994064,0.0005968492,0.0005381529,0.0003204769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8009208,0.003702042,0.1926593,0.00003804622,0.000167548,0.002066493,0.0001206393,0.00002518678,0.000299857],"genre_scores_gemma":[0.9973617,0.0002519432,0.00113305,0.00005153318,0.0001470716,0.0008083704,0.0001850448,0.00002948474,0.00003176522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964409,"threshold_uncertainty_score":0.7198142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06808385229133962,"score_gpt":0.3775748610941332,"score_spread":0.3094910088027936,"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."}}