{"id":"W3104549482","doi":"10.1016/j.jchf.2020.07.008","title":"Health Care Use Before First Heart Failure Hospitalization","year":2020,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ted Rogers Centre for Heart Research; University Health Network; Institute for Clinical Evaluative Sciences; Nova Scotia Health Authority","funders":"Canadian Institutes of Health Research; University Health Network","keywords":"Medicine; Exacerbation; COPD; Confidence interval; Heart failure; Emergency department; Emergency medicine; Rate ratio; Health care; Ambulatory care; Population; Internal medicine; Acute care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001348809,0.0004636828,0.000829533,0.000158243,0.0003826769,0.0001510672,0.000126407,0.0002362111,0.0005200915],"category_scores_gemma":[0.000146589,0.0004060448,0.0003235069,0.0006637973,0.00006838029,0.0004657922,0.0001315887,0.0003803726,0.0008198729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881367,"about_ca_system_score_gemma":0.0002866181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000398506,"about_ca_topic_score_gemma":0.002352882,"domain_scores_codex":[0.9971925,0.00009523433,0.0005496306,0.0007763701,0.0006302262,0.0007560475],"domain_scores_gemma":[0.9981147,0.00004267526,0.0001064714,0.0006228622,0.000215713,0.0008975819],"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":[0.00006213006,0.000123013,0.1316375,0.0005339101,0.0001013431,0.00003453856,0.003193579,0.00002040326,0.00006700132,0.0004653621,0.8632399,0.0005213118],"study_design_scores_gemma":[0.001898011,0.001482006,0.02842019,0.0002093577,0.0001053974,0.00003602878,0.001621967,0.0001089411,0.0001780061,0.00001111763,0.9656267,0.0003022428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07537267,0.0004775867,0.0004043207,0.9199553,0.0002107544,0.002641078,0.00006327359,0.000727616,0.0001474407],"genre_scores_gemma":[0.9098391,0.00002945424,0.04748445,0.03985909,0.0009339664,0.0001327053,0.0008812397,0.0001303513,0.0007096279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8800962,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554185798798998,"score_gpt":0.2648582796538256,"score_spread":0.2493164216658356,"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."}}