{"id":"W2273855524","doi":"10.2196/resprot.4802","title":"HEART Pathway Accelerated Diagnostic Protocol Implementation: Prospective Pre-Post Interrupted Time Series Design and Methods","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; Association of American Medical Colleges; American Heart Association","keywords":"Medicine; Chest pain; Acute coronary syndrome; Emergency department; Emergency medicine; Interrupted Time Series Analysis; Troponin; Protocol (science); Prospective cohort study; Intensive care medicine; Medical emergency; Heart rate; Myocardial infarction; Cardiology; Internal medicine; Alternative medicine; Blood pressure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005132878,0.0003476648,0.0005739764,0.0005526864,0.000444112,0.0003046354,0.0003169712,0.0002211525,0.00374335],"category_scores_gemma":[0.003349038,0.0002238515,0.0001105522,0.001034601,0.0008108355,0.0007739826,0.0005731347,0.0007975389,0.0005114359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005171331,"about_ca_system_score_gemma":0.001127545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004377245,"about_ca_topic_score_gemma":0.00000290435,"domain_scores_codex":[0.9926162,0.003405366,0.0006534767,0.0008894166,0.001322775,0.001112796],"domain_scores_gemma":[0.9934579,0.002432548,0.0001190674,0.00076646,0.002618112,0.0006059828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01615625,0.0009780304,0.01430249,0.0009549828,0.0003612741,0.0001543457,0.001047209,0.000001034426,0.7248799,0.0004396745,0.1387267,0.1019982],"study_design_scores_gemma":[0.008720317,0.01232784,0.0361719,0.001667035,0.000007151356,0.0001914364,0.0002129323,0.00006255155,0.3490687,0.0006775985,0.590547,0.0003455841],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002797037,0.000001410342,0.003035692,0.01346192,0.000005989718,0.9817934,0.00004081751,0.0002451725,0.001135866],"genre_scores_gemma":[0.0003443832,9.392149e-7,0.01898509,0.0003420816,0.00022189,0.9736001,0.0000147608,0.00007781067,0.006412971],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4518203,"threshold_uncertainty_score":0.9971673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2105679555691578,"score_gpt":0.5991108084467375,"score_spread":0.3885428528775797,"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."}}