{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008536588,0.0002960356,0.0002885946,0.0013755,0.0005773586,0.0007103271,0.0003753094,0.0003709341,0.001313402],"category_scores_gemma":[0.004328912,0.0002212128,0.0003197061,0.0008236066,0.0003218837,0.0007215972,0.0006393066,0.0006888108,0.0001561946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004691402,"about_ca_system_score_gemma":0.0005864339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003037318,"about_ca_topic_score_gemma":0.004771897,"domain_scores_codex":[0.9992471,0.0002154143,0.0001033048,0.00009977861,0.0001769439,0.0001576331],"domain_scores_gemma":[0.9951716,0.0005955086,0.002942417,0.0001019265,0.0003619581,0.0008264849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002282688,0.00003816346,0.9982998,0.00000759043,0.00001281394,0.000190221,0.00007710393,0.00005108969,0.00006590056,0.000009040305,0.00008507517,0.001140377],"study_design_scores_gemma":[0.000002608553,0.0001584905,0.9983624,0.00001089313,0.000007359505,0.0008463468,0.0003023191,0.0001749749,0.00003458192,0.0000212081,0.00007535407,0.000003565581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995058,0.0001614759,0.00003527248,0.00006816926,0.000005162942,0.000005673768,0.00007734703,0.000003088678,0.0001380913],"genre_scores_gemma":[0.9996564,0.0001184625,0.00003683391,0.00002227896,0.00001753663,0.00000478869,0.0001053244,8.799206e-7,0.00003747721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003037318,"threshold_uncertainty_score":0.006039262,"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."}}