{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004314245,0.0001480444,0.0003094868,0.0001430591,0.0002293343,0.000005617833,0.00003363169,0.00004707717,0.0007666422],"category_scores_gemma":[0.0000869721,0.0001218608,0.00004164454,0.0001462351,0.00005316064,0.0001598492,0.00007826208,0.0002631971,0.000008599272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450033,"about_ca_system_score_gemma":0.00002128009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002035476,"about_ca_topic_score_gemma":0.00002104051,"domain_scores_codex":[0.9986146,0.0003958,0.000241254,0.0003453803,0.0001574087,0.0002455716],"domain_scores_gemma":[0.9994506,0.0001088596,0.0001158069,0.0001551197,0.00005122885,0.0001183322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005446619,0.0002683986,0.9645914,0.0000313554,0.0001135993,0.000003594733,0.00003026358,0.00009855438,0.001318622,0.00002975807,0.0322565,0.0007132616],"study_design_scores_gemma":[0.003311503,0.0007862989,0.8303787,0.000009689662,0.0002094706,0.000007233223,0.0001308462,0.001601377,0.0007057286,0.00003249705,0.1627066,0.0001200276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901353,0.00008915742,0.0004911843,0.007783221,0.00015421,0.0009905148,0.000005664155,0.0001081849,0.0002425732],"genre_scores_gemma":[0.9967059,0.00002981281,0.001087978,0.001142068,0.00008693348,0.0002376657,0.0003103523,0.00002132942,0.0003779288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1342127,"threshold_uncertainty_score":0.8394194,"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."}}