{"id":"W4213274741","doi":"10.1186/s13104-022-05938-z","title":"Managing patients with heart failure: contemporary real-world experience","year":2022,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regina General Hospital; University of Saskatchewan; Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Medicine; Heart failure; Guideline; Angiotensin Receptor Blockers; Angiotensin-converting enzyme; Mineralocorticoid receptor; Internal medicine; Retrospective cohort study; Disease; Emergency medicine; Intensive care medicine; Aldosterone; Blood pressure","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":[0.001498753,0.0001545848,0.0002206084,0.0004197551,0.001100333,0.001260851,0.0005012913,0.000857439,0.001813663],"category_scores_gemma":[0.006808006,0.0002024622,0.0001840569,0.0009112696,0.0009426312,0.001288999,0.001165331,0.0008814218,0.000239176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008872734,"about_ca_system_score_gemma":0.0009576182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002417126,"about_ca_topic_score_gemma":0.005535658,"domain_scores_codex":[0.9981768,0.0008617924,0.0001657237,0.0001782467,0.0004143386,0.0002030409],"domain_scores_gemma":[0.9956671,0.001246699,0.001528429,0.0001280642,0.0003737116,0.001055893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000208733,0.0007928931,0.8930914,0.0003643633,0.00009838687,0.005220187,0.02036308,0.0004066534,0.0007342002,0.0005186293,0.007696333,0.07050502],"study_design_scores_gemma":[0.00006269263,0.001180127,0.8950535,0.0006193155,0.00006346588,0.02809305,0.05347236,0.0007016419,0.0003249355,0.0005259191,0.01982422,0.00007870951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884951,0.00474758,0.0003052629,0.003656673,0.00006862001,0.00002148664,0.0001322221,0.0000121393,0.00256101],"genre_scores_gemma":[0.994565,0.003757902,0.0003699297,0.0008361943,0.0001038681,0.00002098721,0.00011964,0.000006326093,0.0002202178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002417126,"threshold_uncertainty_score":0.007926285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339444694569927,"score_gpt":0.3926004325478353,"score_spread":0.2586559630908426,"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."}}