{"id":"W2913692963","doi":"10.1136/heartjnl-2018-314526","title":"Creating order out of chaos: quality of care in heart failure","year":2019,"lang":"en","type":"letter","venue":"Heart","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Heart failure; Quality (philosophy); CHAOS (operating system); Order (exchange); Intensive care medicine; Medical emergency; Cardiology; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003258411,0.0003039355,0.001377356,0.0002843458,0.00002057112,0.000007471124,0.00007887858,0.0005204145,0.0004498554],"category_scores_gemma":[0.000136178,0.0002592502,0.0002733067,0.0002050033,0.00006548452,0.00004692811,0.00007569381,0.0007380274,0.0001568713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195375,"about_ca_system_score_gemma":0.0002179122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009154189,"about_ca_topic_score_gemma":0.0004378936,"domain_scores_codex":[0.99773,0.000174546,0.0007356746,0.000412477,0.0005687005,0.0003786067],"domain_scores_gemma":[0.9986119,0.0001912453,0.0001863127,0.0007314294,0.0002340761,0.00004502809],"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":[0.00006709343,0.00008911864,0.05667661,0.004749635,0.0001137603,0.00003271118,0.001217281,0.000001688034,0.0004947366,0.00001648202,0.9364254,0.0001154231],"study_design_scores_gemma":[0.001483909,0.0004409879,0.009242081,0.001240466,0.000116831,0.000004174164,0.0005960834,0.000002949796,0.0004995571,0.000005321633,0.9861749,0.0001926901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03887486,0.0008181143,0.00001066013,0.9499947,0.0004276618,0.002319471,0.00007834864,0.00006497802,0.007411147],"genre_scores_gemma":[0.2072049,0.0001111058,0.03639124,0.7013865,0.004065227,0.000293334,0.002716403,0.0003481656,0.04748318],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2486083,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270146108957212,"score_gpt":0.329109181428184,"score_spread":0.2964077203386118,"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."}}