{"id":"W4308370081","doi":"10.1056/nejmoa2211680","title":"Trial of an Intervention to Improve Acute Heart Failure Outcomes","year":2022,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Toronto General Hospital; Toronto Western Hospital; Ottawa Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; London Health Sciences Centre; University of Toronto; Western University; University of Ottawa; Thunder Bay Regional Health Sciences Centre; St Joseph's Health Care; Southlake Regional Health Center; William Osler Health System; Ted Rogers Centre for Heart Research","funders":"Institute of Circulatory and Respiratory Health; Ontario SPOR SUPPORT Unit","keywords":"Heart failure; Medicine; Intervention (counseling); Intensive care medicine; Cardiology; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220143,0.0001224178,0.0006150794,0.000326946,0.00004553334,0.000004452162,0.0001041811,0.00002489527,0.0008718484],"category_scores_gemma":[0.000192343,0.00007731827,0.0001732556,0.0001767153,0.00002396966,0.0000818136,0.00005494109,0.000253701,0.000003196016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007757328,"about_ca_system_score_gemma":0.00008301873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001415602,"about_ca_topic_score_gemma":0.00003853236,"domain_scores_codex":[0.9983109,0.0001308017,0.0006253642,0.0001187687,0.0006648925,0.0001492866],"domain_scores_gemma":[0.9990497,0.00008149966,0.0002478015,0.0002001608,0.0001032446,0.0003175656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1490339,0.002954257,0.01055902,0.0001502734,0.002540362,0.00106531,0.004663293,0.00006507399,0.02648237,0.0003691008,0.3227765,0.4793406],"study_design_scores_gemma":[0.4696072,0.04904605,0.003961916,0.000133575,0.0009413325,0.0004583734,0.000988082,0.0000133265,0.0007148032,0.0001384339,0.4739121,0.00008478701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891127,0.00009238141,0.0003840439,0.1061322,0.001545567,0.0005450842,0.00000446995,0.0000124373,0.0001567777],"genre_scores_gemma":[0.9909702,0.00001211398,0.00391283,0.001051301,0.00195748,0.000009894407,0.00001555728,0.00001537016,0.002055252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4792558,"threshold_uncertainty_score":0.9546129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652110691650832,"score_gpt":0.3203707604929045,"score_spread":0.3038496535763962,"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."}}