{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007485087,0.0001461749,0.0002425341,0.0004646794,0.000546885,0.0000534793,0.0001597546,0.00001755209,0.0008647467],"category_scores_gemma":[0.000118637,0.0001131829,0.0000604697,0.0008856559,0.0001528935,0.0001550914,0.0003862662,0.0003724793,0.0000920362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425739,"about_ca_system_score_gemma":0.0002355298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355158,"about_ca_topic_score_gemma":0.0003847973,"domain_scores_codex":[0.9970981,0.0002977007,0.0001965982,0.0004290349,0.001447421,0.00053108],"domain_scores_gemma":[0.9987337,0.0003426905,0.00003227211,0.000516541,0.000154502,0.000220293],"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":[0.0005309211,0.0004128458,0.9346958,0.00007020198,0.0000368644,0.00006290136,0.0004882062,0.00001149755,0.0000992455,0.0004797018,0.06253873,0.0005731038],"study_design_scores_gemma":[0.003761738,0.001711854,0.4645668,0.00009559712,0.00002022731,0.000004409159,0.002286497,0.000128919,0.0006693666,0.0001744347,0.5263442,0.0002359837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615986,0.0001344023,0.0001255238,0.02102182,0.00009642522,0.002547922,0.00001269687,0.0001928084,0.01426983],"genre_scores_gemma":[0.9890788,0.000007667501,0.004420038,0.0002793217,0.00007179759,0.0006225348,0.00008641069,0.00003276555,0.005400661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.470129,"threshold_uncertainty_score":0.9468371,"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."}}