{"id":"W3154210454","doi":"10.1371/journal.pone.0249542","title":"Strategies to prevent hospital readmission and death in patients with chronic heart failure, chronic obstructive pulmonary disease, and chronic kidney disease: A systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"Max Rady College of Medicine, University of Manitoba; University of Manitoba","keywords":"Medicine; Meta-analysis; COPD; Relative risk; Internal medicine; Kidney disease; Randomized controlled trial; Population; Heart failure; Intensive care medicine; Cause of death; Mortality rate; MEDLINE; Disease; Confidence interval","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":[0.01132121,0.002836591,0.02034735,0.005648788,0.0005892796,0.002919837,0.002170177,0.002219505,0.003252202],"category_scores_gemma":[0.02466382,0.001574221,0.04257177,0.005427023,0.0005785638,0.001559847,0.001455653,0.002006343,0.0002598309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003019646,"about_ca_system_score_gemma":0.00334093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008578617,"about_ca_topic_score_gemma":0.01679762,"domain_scores_codex":[0.9932405,0.003458809,0.001791966,0.0005810268,0.0007104054,0.0002173704],"domain_scores_gemma":[0.9885669,0.008369395,0.001826666,0.00027524,0.0007758897,0.0001859661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002129871,0.00005278484,0.001747745,0.3881485,0.5931252,0.00008191272,0.00008081955,0.0007050104,0.0001224334,0.0001256034,0.0004719714,0.01320813],"study_design_scores_gemma":[0.0009066702,0.0002975916,0.002076805,0.03047434,0.9644992,0.0000750604,0.00004665978,0.0002482417,0.00007810676,0.0001666896,0.001108185,0.00002251134],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004374718,0.9940594,0.0004309119,0.0001638172,0.0001238657,0.0003452773,0.0002841014,0.00002450164,0.0001933269],"genre_scores_gemma":[0.1382339,0.8560018,0.002597563,0.0006986951,0.0002179395,0.001388205,0.0005632082,0.00002268862,0.0002760597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02034735,"threshold_uncertainty_score":0.05987293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053561514931883,"score_gpt":0.2860330828005409,"score_spread":0.2454974676512221,"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."}}