{"id":"W2583142149","doi":"10.1373/jalm.2016.022491","title":"Stressing the Utility of High-Sensitivity Cardiac Troponin Testing in Patients with Possible Cardiac Ischemia","year":2017,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cardiology; Troponin; Myocardial infarction; Medicine; Internal medicine; Cardiac marker; Stress testing (software); Ischemia; Cardiac ischemia; Troponin T; Sensitivity (control systems); Myocardial ischemia; Computer science; Engineering","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":[0.005262404,0.0002064591,0.0009228932,0.0001408656,0.0003606637,0.00002342282,0.0003340788,0.00009376937,0.00002983198],"category_scores_gemma":[0.00128057,0.00009608943,0.00007060957,0.0004493878,0.001251553,0.0001523066,0.0001249534,0.001052501,0.000002067511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097656,"about_ca_system_score_gemma":0.0005447354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003688849,"about_ca_topic_score_gemma":0.000005680245,"domain_scores_codex":[0.9973034,0.0003521293,0.0006383418,0.0001622178,0.001230283,0.0003136637],"domain_scores_gemma":[0.9957029,0.0007853264,0.001036206,0.0009570725,0.001346069,0.000172421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01146626,0.0004055646,0.8743203,0.0002555605,0.001445358,0.00009323365,0.002733144,0.0001369782,0.0722834,0.0003620077,0.01940782,0.01709031],"study_design_scores_gemma":[0.003845527,0.0005966516,0.9760357,0.0005091494,0.0005169716,0.000006943755,0.001518197,0.00007474261,0.01571944,0.00007089082,0.0009906157,0.0001151617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988631,0.0003259913,0.0000358846,0.00328176,0.00025768,0.0005243602,0.00003317131,0.000009131587,0.006901068],"genre_scores_gemma":[0.9986328,0.00005012629,0.0004579574,0.0003161732,0.0004949128,0.000003888829,0.000004185049,0.00002634801,0.00001354967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1017154,"threshold_uncertainty_score":0.4611401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103196804064531,"score_gpt":0.2885484415321969,"score_spread":0.2675164734915516,"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."}}