{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006422513,0.001122116,0.008079747,0.005725337,0.0005606913,0.001813535,0.001500732,0.001130151,0.004277884],"category_scores_gemma":[0.0298359,0.0008306773,0.009046552,0.006900573,0.0005989773,0.001279015,0.001051778,0.001169672,0.0002329728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003122591,"about_ca_system_score_gemma":0.008088908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138096,"about_ca_topic_score_gemma":0.03281377,"domain_scores_codex":[0.9935069,0.002650881,0.002087781,0.0004900548,0.001113542,0.0001508112],"domain_scores_gemma":[0.9799856,0.01456369,0.003185111,0.0002596984,0.001737034,0.0002689095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005047951,0.00003225033,0.0007284042,0.9300574,0.02161716,0.00005142851,0.000146479,0.0001152234,0.00009959214,0.0001418589,0.001320337,0.04518511],"study_design_scores_gemma":[0.001343172,0.0005596392,0.008058397,0.7706773,0.2013191,0.0002555397,0.0002670359,0.0001523585,0.0002226792,0.0003362483,0.01676146,0.00004707278],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001413774,0.9972365,0.0001175711,0.0001990821,0.00008456601,0.0002835002,0.0003798967,0.000009365314,0.0002757052],"genre_scores_gemma":[0.02173292,0.9762843,0.0006978539,0.0004402684,0.00006535487,0.0004432715,0.0002394358,0.000006472675,0.00008994706],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01138096,"threshold_uncertainty_score":0.03396595,"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."}}