{"id":"W2734841403","doi":"10.1111/acem.13256","title":"Welcome to the Real World: Do the Conditions of <scp>FDA</scp> Approval Devalue High‐sensitivity Troponin?","year":2017,"lang":"en","type":"letter","venue":"Academic Emergency Medicine","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Roche Diagnostics; Myocardial infarction; Troponin complex; Troponin; Assay sensitivity; Food and drug administration; Detection limit; Internal medicine; Troponin I; Cardiology; Pharmacology; Statistics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01649104,0.0006251869,0.001121939,0.001074732,0.004371785,0.01431196,0.001659896,0.01522856,0.04202593],"category_scores_gemma":[0.1112696,0.0004318801,0.0008876903,0.00136245,0.006601206,0.01308168,0.004444177,0.01785902,0.01882842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004023076,"about_ca_system_score_gemma":0.007327972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005605713,"about_ca_topic_score_gemma":0.01175883,"domain_scores_codex":[0.9890113,0.00368248,0.0005951494,0.001144426,0.00432681,0.001239848],"domain_scores_gemma":[0.9320547,0.02746266,0.007428018,0.002591327,0.01862157,0.01184174],"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":[0.0001131477,0.00005353728,0.002143343,0.0001827035,0.00002676592,0.0003537309,0.0007343559,0.00002296723,0.0001878843,0.005296033,0.9121394,0.07874603],"study_design_scores_gemma":[0.00007041616,0.0001304891,0.003347884,0.001050458,0.00004286127,0.0009516455,0.003926692,0.0001089025,0.0003601423,0.01683435,0.9730833,0.00009280266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001442854,0.01083632,0.000532485,0.960713,0.01562197,0.00001807417,0.0001765162,0.0001061883,0.01055251],"genre_scores_gemma":[0.02877792,0.01943362,0.001080207,0.9154278,0.02348718,0.00005494124,0.0004095641,0.0003231248,0.01100566],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04202593,"threshold_uncertainty_score":0.1405907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06359186186992226,"score_gpt":0.3925554900217607,"score_spread":0.3289636281518384,"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."}}