{"id":"W3114459255","doi":"10.1136/bmjoq-2020-001182","title":"Reducing redundant creatine kinase testing in cardiac injury","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Creatine kinase; Troponin; Troponin I; Internal medicine; Creatine; Emergency medicine; Cardiology; Surgery; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004021834,0.0001679089,0.0007505793,0.0000812793,0.0001084573,0.0001104665,0.0003115878,0.00009635434,0.0002630911],"category_scores_gemma":[0.01140632,0.0001565229,0.0001142955,0.0009278566,0.00009793623,0.0002089401,0.0006870633,0.0005414176,0.000178585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883087,"about_ca_system_score_gemma":0.0005647254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008162925,"about_ca_topic_score_gemma":0.00000673251,"domain_scores_codex":[0.9969985,0.0007686589,0.0007557374,0.0005320452,0.0005602731,0.0003847124],"domain_scores_gemma":[0.9981723,0.0003888827,0.0001946055,0.000598978,0.0002402034,0.0004049672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007139535,0.000595172,0.3024042,0.001191667,0.0004837591,0.000700296,0.004718003,0.0001157696,0.2376223,0.00151393,0.1750533,0.2684621],"study_design_scores_gemma":[0.005717519,0.001746086,0.8020279,0.001140413,0.0001629435,0.00005899738,0.004200907,0.002950596,0.04540308,0.0003141209,0.1349479,0.001329467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.834229,0.0000949473,0.00007483068,0.07712649,0.000177044,0.005014492,0.00008649081,0.0001286001,0.08306811],"genre_scores_gemma":[0.9803006,0.00001577138,0.007342385,0.01028337,0.0006965481,0.0003510952,0.00006175199,0.00004379257,0.0009046906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4996238,"threshold_uncertainty_score":0.9984418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2769310127031303,"score_gpt":0.501681369292548,"score_spread":0.2247503565894178,"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."}}