{"id":"W2994651269","doi":"10.1503/cjs.010318","title":"Unplanned early hospital readmissions in a vascular surgery population","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Sunnybrook Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Emergency medicine; Psychological intervention; Cohort; Population; Disease; Hospital readmission; Medical record; Vascular surgery; Surgery; Internal medicine; Cardiac surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005825419,0.0001182048,0.0004651778,0.0009533514,0.00003482918,0.00003329771,0.00006146448,0.00006220103,0.0006822392],"category_scores_gemma":[0.0002893257,0.0001076998,0.0003159785,0.0003386323,0.00001941464,0.0002435657,0.000006675205,0.000180854,0.00004679798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003079102,"about_ca_system_score_gemma":0.001130042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004941525,"about_ca_topic_score_gemma":0.001590673,"domain_scores_codex":[0.9986773,0.00006442856,0.000527706,0.0001327587,0.0002577414,0.0003400869],"domain_scores_gemma":[0.9984578,0.0001286361,0.0001784393,0.0002065765,0.00009845146,0.0009300853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003812264,0.00003748147,0.9857974,0.00004620829,0.00006093273,0.001420758,0.00009562537,0.00002598074,0.0000284434,0.00001371951,0.009776187,0.002659139],"study_design_scores_gemma":[0.0002586458,0.00004108777,0.9898719,0.0005737636,0.00003858815,0.00004050787,0.00008630739,0.00002298684,0.000005897163,0.00006102346,0.008880662,0.0001186658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960672,0.0004223126,0.000003852534,0.002112996,0.0008290114,0.0001579339,0.000006269135,0.000007138592,0.0003932755],"genre_scores_gemma":[0.9990278,0.0000304127,0.0000310383,0.0004575345,0.0001452252,0.000002277157,0.00002543988,0.00002005782,0.0002601841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004074462,"threshold_uncertainty_score":0.747014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769019289407185,"score_gpt":0.2245724702779086,"score_spread":0.2068822773838368,"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."}}