{"id":"W210632754","doi":"10.1016/j.jchf.2014.11.010","title":"Assessing the Use of International Classification of Diseases-10th Revision Codes From the Emergency Department for the Identification of Acute Heart Failure","year":2015,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Interquartile range; Diagnosis code; Confidence interval; Medical diagnosis; Population; ICD-10; Emergency medicine; Heart failure; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004229858,0.000476512,0.0005059461,0.00373138,0.0004335416,0.001055736,0.000982577,0.0009184639,0.001141761],"category_scores_gemma":[0.02388381,0.0002450861,0.0008852315,0.002065068,0.0003537447,0.0009646001,0.0009508033,0.001222259,0.000276861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007400759,"about_ca_system_score_gemma":0.001668002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176556,"about_ca_topic_score_gemma":0.01762547,"domain_scores_codex":[0.9946942,0.001415625,0.001208923,0.0004919905,0.001872323,0.0003170272],"domain_scores_gemma":[0.9799514,0.006471331,0.008853966,0.0006717482,0.003327603,0.0007238747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009519612,0.0000620908,0.99552,0.00004185026,0.00008955342,0.00002471368,0.0001427143,0.0001667036,0.0001414754,0.00007329659,0.000564682,0.003077717],"study_design_scores_gemma":[0.000009073593,0.0001120147,0.9964307,0.00005214471,0.00005744721,0.0001318389,0.0004121284,0.002072402,0.0001972274,0.0001103294,0.0004005338,0.00001414803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878623,0.0004232616,0.001599698,0.0003253899,0.0000741606,0.0001419659,0.005738256,0.00003177766,0.003802986],"genre_scores_gemma":[0.9933671,0.0002936666,0.002546726,0.0001081837,0.00003422246,0.0001059582,0.003208465,0.000008244758,0.000327456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176556,"threshold_uncertainty_score":0.02339417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3005084393954721,"score_gpt":0.4834320609837646,"score_spread":0.1829236215882926,"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."}}