{"id":"W2474817920","doi":"10.1213/ane.0000000000001450","title":"Perioperative Troponin Screening","year":2016,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; Hamilton Health Sciences","funders":"","keywords":"Medicine; Perioperative; Troponin; Myocardial infarction; Asymptomatic; Aspirin; Internal medicine; Troponin I; Chest pain; Cardiology; Intensive care medicine; Surgery","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":[0.0003509189,0.0002990667,0.0008426436,0.0001546065,0.000147497,0.00004013495,0.0001326427,0.0001519815,0.0008738289],"category_scores_gemma":[0.0001105916,0.0001729822,0.0005996764,0.000278791,0.0001940134,0.0001639146,0.00001698574,0.000138042,0.0004797276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006694477,"about_ca_system_score_gemma":0.00009603588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000401571,"about_ca_topic_score_gemma":0.000003447866,"domain_scores_codex":[0.9981024,0.0001590958,0.0003466759,0.0004413284,0.00046646,0.0004840286],"domain_scores_gemma":[0.9986494,0.0003633773,0.00007439806,0.000453259,0.000121831,0.0003377351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001671385,0.0003276012,0.7418956,0.00006997637,0.0006440554,0.01488094,0.0008804238,0.000003886832,0.01620696,0.1063298,0.003514332,0.1135751],"study_design_scores_gemma":[0.002200365,0.0003425863,0.5689066,0.0001604514,0.0001977785,0.003899867,0.0002039985,0.00002413801,0.002732584,0.0000271193,0.4209434,0.0003610535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176449,0.0008098837,0.002584352,0.05005047,0.00003984864,0.00051713,0.000001462665,0.0003141208,0.0280378],"genre_scores_gemma":[0.9658805,0.0001736606,0.00204781,0.003275914,0.0002876015,0.00003334703,0.000008454035,0.00005519597,0.02823748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4174291,"threshold_uncertainty_score":0.9567814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539744616570854,"score_gpt":0.2619120403311893,"score_spread":0.2465145941654807,"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."}}