{"id":"W2058401466","doi":"10.14740/cr362w","title":"Reducing Heart Failure Hospital Readmissions: A Systematic Review of Disease Management Programs","year":2014,"lang":"en","type":"review","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; Heart failure; Intensive care medicine; Randomized controlled trial; Emergency medicine; Disease management; Health care; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00511941,0.0005385226,0.007448216,0.000682971,0.0001399461,0.00002517743,0.0004335968,0.0003175791,0.00006283864],"category_scores_gemma":[0.001403058,0.0003449973,0.001694281,0.0009323338,0.0003262579,0.0000381528,0.0005231784,0.0006734767,0.0004808321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003276805,"about_ca_system_score_gemma":0.0004937316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004559326,"about_ca_topic_score_gemma":1.668238e-7,"domain_scores_codex":[0.9930553,0.002636228,0.001399009,0.0009447522,0.001095441,0.0008692851],"domain_scores_gemma":[0.9958495,0.0004086916,0.0002945164,0.002322164,0.0004534412,0.0006716323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001066513,0.0001264058,0.0000120096,0.8859303,0.001917815,0.0003521118,0.000008876442,2.638034e-8,4.149586e-8,0.0002968943,0.08385473,0.0274901],"study_design_scores_gemma":[0.0001456216,0.000324324,0.000001877397,0.4918287,0.005567505,0.00005320064,0.00002615876,3.050365e-7,4.028993e-8,0.000008503623,0.5019124,0.0001313945],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.965927e-7,0.9760997,0.00001673526,0.002468424,0.0001447943,0.01934773,0.00001168964,0.00008607513,0.001823854],"genre_scores_gemma":[0.00001876962,0.9872208,0.0009531862,0.00008356336,0.0002778303,0.006497866,0.0005530027,0.00008672204,0.004308264],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4180577,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08353711300395118,"score_gpt":0.4266445745255538,"score_spread":0.3431074615216027,"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."}}