{"id":"W2309695220","doi":"10.1136/heartjnl-2015-308551","title":"A systematic review of the main mechanisms of heart failure disease management interventions","year":2016,"lang":"en","type":"review","venue":"Heart","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health; University of Saskatchewan; University of Northern British Columbia; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Heart failure; Intensive care medicine; Psychological intervention; Disease management; Disease; Systematic review; MEDLINE; Cardiology; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008096558,0.0003684147,0.003047359,0.0001973628,0.00004511467,0.000007328984,0.0002219285,0.00008613758,0.0005491303],"category_scores_gemma":[0.0001362989,0.0001783109,0.002826978,0.0003694509,0.00006328917,0.0000331811,0.0002397188,0.0001365713,0.0002659263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001340886,"about_ca_system_score_gemma":0.0001403237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002446215,"about_ca_topic_score_gemma":0.000002513576,"domain_scores_codex":[0.9969398,0.0004551974,0.001463419,0.000331382,0.0005563495,0.000253874],"domain_scores_gemma":[0.9977042,0.00009369611,0.0005088,0.001451031,0.0000755184,0.0001667551],"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":[0.000002829794,0.0001827462,9.569216e-7,0.9449432,0.0008037388,0.00001255338,0.000002913999,3.405332e-9,4.30189e-7,0.004945363,0.04752287,0.001582324],"study_design_scores_gemma":[0.0001447325,0.00004430698,0.000002892518,0.5509332,0.008437796,0.00002041698,0.00000628378,6.944135e-8,0.000001007404,0.00007045758,0.4402634,0.00007549194],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.246872e-8,0.9834352,0.0002663137,0.005955921,0.0001490527,0.009742426,0.00008798498,0.00003148345,0.0003315653],"genre_scores_gemma":[0.000005918164,0.9876582,0.001836991,0.0004773365,0.00002981688,0.001143437,0.00004227661,0.0000462588,0.008759733],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3940101,"threshold_uncertainty_score":0.7271307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03455797860551296,"score_gpt":0.3421565292943141,"score_spread":0.3075985506888011,"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."}}