{"id":"W1991061473","doi":"10.1016/j.jamcollsurg.2007.02.065","title":"Multivariable Predictors of Postoperative Cardiac Adverse Events after General and Vascular Surgery: Results from the Patient Safety in Surgery Study","year":2007,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Logistic regression; Perioperative; Veterans Affairs; Odds ratio; Myocardial infarction; Emergency medicine; American society of anesthesiologists; Patient safety; Cardiac surgery; Canadian Cardiovascular Society; Adverse effect; Surgery; Intensive care medicine; Angina; Internal medicine; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002216091,0.0003640578,0.000413792,0.0005263534,0.0002407337,0.0005668949,0.0003804718,0.0002771821,0.001230109],"category_scores_gemma":[0.006434663,0.0001923478,0.0008703226,0.0008398264,0.0001603544,0.0004230239,0.0005561061,0.0009025017,0.0001539063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374851,"about_ca_system_score_gemma":0.0005359197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002881058,"about_ca_topic_score_gemma":0.002428835,"domain_scores_codex":[0.9991081,0.0004253003,0.00008732294,0.0001300047,0.0001615593,0.00008769381],"domain_scores_gemma":[0.9957302,0.001840312,0.001282599,0.0002112597,0.0003215384,0.0006140909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009672612,0.00003800623,0.9989779,0.000004549082,0.00006624764,0.00001457263,0.00001442839,0.0001189633,0.00001857519,0.000006741688,0.0001116534,0.0005316144],"study_design_scores_gemma":[0.00003801279,0.00018496,0.9975954,0.000005046705,0.00007424699,0.00006458501,0.00006623563,0.001804874,0.00003338977,0.00003339015,0.00009568623,0.000004113736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988608,0.00008206262,0.0001461172,0.00008798663,0.000004752667,0.00001295235,0.0006729561,0.000004799897,0.0001275162],"genre_scores_gemma":[0.9985393,0.00005380697,0.0001243884,0.00002090108,0.00001011671,0.00001637518,0.001177143,0.000002791417,0.0000551714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002881058,"threshold_uncertainty_score":0.01171994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0083891985600166,"score_gpt":0.2342430689829304,"score_spread":0.2258538704229138,"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."}}