{"id":"W2801909676","doi":"10.21037/jlpm.2018.04.03","title":"Precision medicine and cardiac troponin biomarkers: new practice recommendations advance diagnostic precision","year":2018,"lang":"en","type":"article","venue":"Journal of Laboratory and Precision Medicine","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Precision medicine; Medicine; Troponin; Diagnostic accuracy; Internal medicine; Intensive care medicine; Cardiology; Medical physics; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1063536,0.00245279,0.003612507,0.006221012,0.002304643,0.01108298,0.004793094,0.01525231,0.005389665],"category_scores_gemma":[0.1676335,0.001369704,0.002532886,0.003889362,0.01106409,0.01999349,0.007991925,0.02927199,0.002993479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007885233,"about_ca_system_score_gemma":0.01848953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005843896,"about_ca_topic_score_gemma":0.007737383,"domain_scores_codex":[0.9441735,0.02170179,0.008923815,0.004667623,0.01930704,0.001226332],"domain_scores_gemma":[0.7598289,0.1516831,0.01073499,0.0106799,0.0610369,0.006036165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004172143,0.000229917,0.003373524,0.009002217,0.0006545717,0.0004191149,0.001144727,0.001712488,0.0008363437,0.1345335,0.3174627,0.5302136],"study_design_scores_gemma":[0.0002314947,0.0002686433,0.002135918,0.02116687,0.000447731,0.0008343536,0.000684392,0.001379297,0.0008872668,0.234159,0.7375929,0.0002120647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005728268,0.4043846,0.01409471,0.5617893,0.01455356,0.00005547508,0.0002053108,0.000196065,0.004148185],"genre_scores_gemma":[0.02541008,0.5858752,0.08617517,0.2381466,0.06098042,0.0002478907,0.0005755498,0.0002189062,0.002370222],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1063536,"threshold_uncertainty_score":0.5624585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298409042784748,"score_gpt":0.3931152483492691,"score_spread":0.3601311579214216,"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."}}