{"id":"W2002014322","doi":"10.1186/1471-2261-14-91","title":"The Alberta Heart Failure Etiology and Analysis Research Team (HEART) study","year":2014,"lang":"en","type":"article","venue":"BMC Cardiovascular Disorders","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Libin Cardiovascular Institute of Alberta; Université de Montréal; University of Alberta; Canadian VIGOUR Centre; University of Calgary","funders":"","keywords":"Heart failure; Medicine; Ejection fraction; Angiology; Cardiac surgery; Internal medicine; Cardiology; Intensive care medicine; Observational study; Emergency department","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003584951,0.0002031545,0.0006807161,0.0003052481,0.0005263595,0.00007403424,0.0001215708,0.00009242661,0.00003495369],"category_scores_gemma":[0.0004341184,0.0001334704,0.000929123,0.0008702144,0.000249583,0.00004775967,0.0001630362,0.0002668124,0.0001122833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004667752,"about_ca_system_score_gemma":0.00005088119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518701,"about_ca_topic_score_gemma":0.01882602,"domain_scores_codex":[0.996691,0.0012301,0.0002424606,0.0005860356,0.0007214493,0.000528891],"domain_scores_gemma":[0.997807,0.0005919333,0.00002042559,0.001303332,0.0001051457,0.0001721153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001013061,0.0003717616,0.9497625,0.00004956264,0.01324689,0.00000252403,0.0006328673,0.0002307306,0.00001034793,0.0005513026,0.0277197,0.007320468],"study_design_scores_gemma":[0.001753665,0.0004010151,0.3104806,0.000005805448,0.002761282,0.000007194626,0.002356181,0.0002970332,0.000002831769,0.00008055494,0.6817378,0.0001160117],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484972,0.006598222,0.002893701,0.02519676,0.0002200542,0.005795633,0.000002661498,0.0001680705,0.01062763],"genre_scores_gemma":[0.9967632,0.0002083913,0.0009349182,0.0001123551,0.0001065059,0.0002681039,0.00002059099,0.00002738914,0.001558544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6540181,"threshold_uncertainty_score":0.9990779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981928453996075,"score_gpt":0.3005889889494992,"score_spread":0.2807697044095385,"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."}}