{"id":"W4385576187","doi":"10.3390/jcdd10080335","title":"The Clinical Validation of a Common Analytical Change Criteria for Cardiac Troponin for Ruling in an Acute Cardiovascular Outcome in Patients Presenting with Ischemic Chest Pain Symptoms","year":2023,"lang":"en","type":"article","venue":"Journal of Cardiovascular Development and Disease","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Queen's University; Sunnybrook Hospital; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Myocardial infarction; Acute coronary syndrome; Troponin I; Chest pain; Internal medicine; Cardiology; Emergency department; Unstable angina; Troponin; Troponin complex; Angina; Heart failure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01547227,0.0007665583,0.0009430329,0.001602851,0.0004618266,0.001133358,0.001079174,0.001610462,0.0003233837],"category_scores_gemma":[0.03005385,0.0003018628,0.0007026718,0.0008208535,0.001075651,0.0007098503,0.001056381,0.001034755,0.0003175763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005386372,"about_ca_system_score_gemma":0.0006812175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114513,"about_ca_topic_score_gemma":0.001620786,"domain_scores_codex":[0.9783109,0.008659946,0.002697457,0.003248048,0.006478399,0.0006051869],"domain_scores_gemma":[0.9684184,0.01484946,0.00544113,0.002532978,0.007785275,0.0009727683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004697771,0.0008573642,0.8947754,0.0002952351,0.0006407725,0.0004288172,0.0004508961,0.001582087,0.02466941,0.0003595982,0.0009944983,0.07024802],"study_design_scores_gemma":[0.0005187468,0.006817862,0.936656,0.0001895335,0.0006320754,0.004909067,0.0002739606,0.02077785,0.02599443,0.0004724068,0.002639639,0.0001183033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766167,0.004690347,0.0156937,0.0002569888,0.0002592668,0.0002253987,0.0002751981,0.00004885022,0.00193353],"genre_scores_gemma":[0.9871305,0.0004410901,0.01114826,0.0002529795,0.0001952539,0.0001002127,0.0005493058,0.00001374961,0.0001686437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547227,"threshold_uncertainty_score":0.08182615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08178564881636238,"score_gpt":0.378323755696241,"score_spread":0.2965381068798786,"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."}}