{"id":"W4402488336","doi":"10.5334/gh.1355","title":"Use of Guideline-Recommended Heart Failure Drugs in High-, Middle-, and Low-Income Countries: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Global Heart","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"European Society of Cardiology","keywords":"Medicine; Meta-analysis; Guideline; Systematic review; Heart failure; Intensive care medicine; MEDLINE; Internal medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001312847,0.0007861361,0.01277441,0.0004786036,0.00003811205,0.00009166647,0.0001086121,0.0002812899,0.0002495254],"category_scores_gemma":[0.0001436139,0.0004816758,0.001987176,0.001601437,0.00007685143,0.000121848,0.0002180737,0.0002829045,0.0001471925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898763,"about_ca_system_score_gemma":0.0002049497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005545967,"about_ca_topic_score_gemma":0.0002833643,"domain_scores_codex":[0.9952494,0.0004759431,0.002508686,0.0008027246,0.0005407542,0.0004225255],"domain_scores_gemma":[0.9980453,0.0002359108,0.0003520756,0.0009428702,0.0001527841,0.0002710973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004570964,0.00006020869,0.00004524054,0.8870372,0.06471065,0.00003984366,0.00001807996,1.056927e-7,4.667656e-9,0.0001980674,0.04779808,0.00008799495],"study_design_scores_gemma":[0.0001532754,0.00005782546,0.000003242516,0.07980479,0.4916351,0.00007645611,0.00001109457,0.000003619955,2.514241e-8,0.000008114956,0.4280623,0.0001841623],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001424671,0.9810506,0.000003226535,0.0126222,0.000051071,0.005623031,0.0005516898,0.00006239243,0.00002161253],"genre_scores_gemma":[0.00005238404,0.9933627,0.002407275,0.00213768,0.00002663131,0.0005332569,0.0002570602,0.0000406215,0.001182357],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8072324,"threshold_uncertainty_score":0.9997635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07154187358327302,"score_gpt":0.3624043654455026,"score_spread":0.2908624918622296,"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."}}