{"id":"W4386271747","doi":"10.1161/circheartfailure.122.010456","title":"Hospital at Home as a Treatment Strategy for Worsening Heart Failure","year":2023,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Waiver; Heart failure; Ambulatory care; Inpatient care; Intensive care medicine; Ambulatory; Disease management; Emergency medicine; Medical emergency; Health care; Disease; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002341646,0.0004046152,0.0005854432,0.0003696305,0.000445959,0.00008759474,0.00006340654,0.0002288199,0.0006121054],"category_scores_gemma":[0.00005696856,0.0003588666,0.0004402149,0.000670669,0.00005915906,0.0002212155,0.00006187362,0.0001236606,0.002352359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005053791,"about_ca_system_score_gemma":0.0001617038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009132951,"about_ca_topic_score_gemma":0.0001362918,"domain_scores_codex":[0.9975973,0.00005443073,0.0004286848,0.0006968205,0.0004373733,0.0007853791],"domain_scores_gemma":[0.9987333,0.000136367,0.00008240191,0.0005428116,0.0001516454,0.0003535141],"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":[0.0003547866,0.0007901471,0.2107892,0.0004062778,0.0009291242,0.0001676238,0.001795955,0.002085307,0.0145843,0.003011379,0.75977,0.005315962],"study_design_scores_gemma":[0.004733706,0.001495606,0.07725021,0.0001254468,0.0003092143,0.00009087699,0.0009318224,0.001471113,0.001045435,0.0003803477,0.9117097,0.0004565253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881567,0.0001355953,0.0002161563,0.1060349,0.0003396299,0.00382828,0.00003815952,0.0009149311,0.0003356514],"genre_scores_gemma":[0.9828467,0.00001322146,0.005236243,0.0004329045,0.0005227437,0.000675589,0.0009869718,0.0000882643,0.009197398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1519397,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03140024505301211,"score_gpt":0.3010737704736735,"score_spread":0.2696735254206614,"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."}}