{"id":"W2415044774","doi":"10.1503/cjs.013915","title":"The impact of adverse events on health care costs for older adults undergoing nonelective abdominal surgery","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Nova Scotia Health Research Foundation","keywords":"Medicine; Adverse effect; Emergency medicine; Health care; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001257702,0.0001741606,0.00099322,0.0004234595,0.0001727181,0.000005494931,0.00007384147,0.00007974582,0.00003797845],"category_scores_gemma":[0.001953928,0.00009070644,0.001720922,0.0001856238,0.00009129071,0.00009820848,0.000003300928,0.000141742,0.000003286078],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301805,"about_ca_system_score_gemma":0.008621812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403114,"about_ca_topic_score_gemma":0.003433617,"domain_scores_codex":[0.9981998,0.000175659,0.0006719763,0.0001377927,0.0002828437,0.0005319958],"domain_scores_gemma":[0.9878341,0.01003484,0.0005051735,0.0001869147,0.0004941198,0.0009448303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003313141,0.00004021217,0.8561919,0.0001423262,0.0005593345,0.0005233425,0.0005929766,0.000007389295,0.00001498804,0.00007911235,0.0178626,0.1206727],"study_design_scores_gemma":[0.001666456,0.0003657377,0.9889626,0.003088479,0.00006968414,0.0005756093,0.001058844,0.000001776971,0.0001301472,0.00001756438,0.003910437,0.0001526842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992632,0.001636815,0.00006220766,0.004435611,0.000596971,0.0003183146,0.00005057954,0.000003936257,0.0002635943],"genre_scores_gemma":[0.9988137,0.0003782657,0.00002095205,0.0003141709,0.0002621574,0.000005362938,0.00000434572,0.00002691761,0.0001741604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1327707,"threshold_uncertainty_score":0.9969984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187118152511381,"score_gpt":0.2898334774441412,"score_spread":0.2711216621930032,"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."}}