{"id":"W4306968955","doi":"10.3390/pharma1030009","title":"Spironolactone Utilization among Patients with Reduced and Preserved Ejection Fraction Heart Failure","year":2022,"lang":"en","type":"article","venue":"Pharmacoepidemiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"U.S. Food and Drug Administration","keywords":"Spironolactone; Medicine; Heart failure; Ejection fraction; Internal medicine; Cardiology; Heart failure with preserved ejection fraction; Cohort; Mineralocorticoid receptor; Aldosterone","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008937517,0.0002082978,0.0003307223,0.0008544897,0.0003995564,0.000642262,0.0003456571,0.0003602746,0.001304245],"category_scores_gemma":[0.002088021,0.0002165916,0.0006093328,0.001017323,0.0001933202,0.000487666,0.0004044368,0.0005587299,0.0001972333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004215854,"about_ca_system_score_gemma":0.0004184597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006937347,"about_ca_topic_score_gemma":0.006512024,"domain_scores_codex":[0.999207,0.0001698949,0.0001129786,0.0002152964,0.0001456073,0.000149445],"domain_scores_gemma":[0.9980125,0.0003151307,0.00108206,0.0001250429,0.0001487498,0.0003164969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006453484,0.00001862324,0.9994829,0.000002705494,0.00001894496,0.00002288075,0.00002095143,0.00001329446,0.00004297299,0.000004894318,0.00003136772,0.0002760213],"study_design_scores_gemma":[0.000008792254,0.00009038161,0.9993445,0.000004602226,0.00001972301,0.0001430073,0.00010864,0.000152016,0.0000304055,0.00000887317,0.00008605616,0.000002931899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991783,0.0001161418,0.0000373136,0.00002375104,0.000004323265,0.000005034714,0.0004703847,0.000001411298,0.0001632602],"genre_scores_gemma":[0.9994072,0.00004347144,0.00003292302,0.00002466422,0.00000792275,0.000007332329,0.0004246872,7.849651e-7,0.00005103936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006937347,"threshold_uncertainty_score":0.01379395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349354108865493,"score_gpt":0.327512722083908,"score_spread":0.2840191809952531,"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."}}