{"id":"W194436307","doi":"10.1093/eurheartj/ehx492","title":"Early diagnosis of acute coronary syndrome","year":2017,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"British Heart Foundation","keywords":"Medicine; Acute coronary syndrome; Chest pain; Emergency department; Troponin; Myocardial infarction; Intensive care medicine; Medical diagnosis; Internal medicine; Cardiology; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009021463,0.000110597,0.0003053793,0.0001396894,0.0004698789,0.0001221349,0.0003018774,0.00003334964,0.0007666975],"category_scores_gemma":[0.0002043262,0.00009147877,0.0002410531,0.00005275711,0.0002229928,0.0002402419,0.0002011248,0.0006219224,0.0007476698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004255986,"about_ca_system_score_gemma":0.00008383133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001828047,"about_ca_topic_score_gemma":9.879627e-8,"domain_scores_codex":[0.9985427,0.0002216901,0.0002921075,0.0001498609,0.0005104095,0.0002832206],"domain_scores_gemma":[0.998588,0.0000512295,0.0001907596,0.0005929361,0.0002097916,0.0003672376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000164593,0.00008832076,0.885923,0.00001335431,0.0005246234,0.006110773,0.00009454486,7.342103e-7,0.00252208,0.00001855189,0.1018591,0.002680295],"study_design_scores_gemma":[0.00087459,0.0008105242,0.920248,0.000116359,0.0001043293,0.01657632,0.00001283727,0.000004051738,0.0005620862,0.00001298733,0.06060386,0.00007401705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968779,0.0001346685,0.0000293199,0.01155936,0.0004001714,0.0001509186,0.00001517265,0.00002295161,0.01890842],"genre_scores_gemma":[0.9945934,0.0004978651,0.0007794441,0.001153226,0.0003505347,0.000002182687,0.000002134523,0.0000421029,0.002579055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04125524,"threshold_uncertainty_score":0.9610032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0689858257635113,"score_gpt":0.3612639268016755,"score_spread":0.2922781010381642,"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."}}