{"id":"W4205475647","doi":"10.1007/s43678-021-00251-3","title":"Two troponins, one troponin, none… the dawn of troponin-less decision aids","year":2022,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"National Institute for Health and Care Research","keywords":"Troponin; Troponin I; Cardiology; Internal medicine; Medicine; Myocardial infarction","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006284589,0.0004710481,0.001597463,0.001358957,0.001948417,0.000005137604,0.001517618,0.0007453947,0.07393096],"category_scores_gemma":[0.004439834,0.0003080612,0.0003590594,0.001001311,0.0003908715,0.0001739882,0.00007871677,0.01018997,0.0000779011],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221033,"about_ca_system_score_gemma":0.00921817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03134904,"about_ca_topic_score_gemma":0.01956396,"domain_scores_codex":[0.9895574,0.001713117,0.004990555,0.0002972038,0.002130081,0.001311624],"domain_scores_gemma":[0.9908433,0.00148299,0.004148618,0.0008492398,0.001383194,0.001292673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001317671,0.00001322174,0.001390436,0.0007694731,0.0001333058,0.0001508785,0.00442357,0.00001859537,0.000007563175,0.0006145834,0.9889027,0.003443906],"study_design_scores_gemma":[0.002010018,0.001505684,0.0009043026,0.002545444,0.0003569063,0.00002814599,0.005013818,0.00005303076,0.000001233312,0.0008035788,0.9865257,0.0002521627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009939502,0.009970291,0.001882311,0.8879734,0.06705505,0.001336632,0.0002686934,0.00002456647,0.02154958],"genre_scores_gemma":[0.05735176,0.01336923,0.001437351,0.7996042,0.0999695,0.0002124283,0.001167768,0.0004055255,0.02648217],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08836909,"threshold_uncertainty_score":0.9999372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3639826366875924,"score_gpt":0.4734100376830886,"score_spread":0.1094274009954962,"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."}}