{"id":"W4401870331","doi":"10.5334/gh.1349","title":"Use of Cardiovascular Disease Secondary Prevention Medications in Four Middle East Countries in a Community Setting","year":2024,"lang":"en","type":"article","venue":"Global Heart","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Servier; King Saud University; Ontario Ministry of Health and Long-Term Care; Sanofi; International Development Research Centre; Heart and Stroke Foundation of Canada; GlaxoSmithKline; Saudi Heart Association; AstraZeneca","keywords":"Medicine; Middle East; Secondary prevention; Disease; Environmental health; Internal medicine; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003485968,0.00009756423,0.0003208894,0.0001293412,0.00006187057,0.00002045581,0.00004987136,0.00008480022,0.00007740087],"category_scores_gemma":[0.0001990657,0.0001001017,0.0003965042,0.0004929636,0.00006244086,0.000203284,0.00004495228,0.0003725258,0.00003726569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672739,"about_ca_system_score_gemma":0.0006151258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015983,"about_ca_topic_score_gemma":0.0002469558,"domain_scores_codex":[0.9975522,0.001232557,0.0004129061,0.0001856829,0.0004105925,0.0002060702],"domain_scores_gemma":[0.9992408,0.00004810002,0.00002713028,0.0004490551,0.00007776546,0.0001571592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003993168,0.002741908,0.4382847,0.03215885,0.003971959,0.001025363,0.005751251,0.002475334,0.0001530448,0.003717121,0.005496636,0.5038245],"study_design_scores_gemma":[0.00119365,0.00009445299,0.9312143,0.003890095,0.0003623485,0.0001300148,0.0004067872,0.001625036,0.00001550132,0.0008943472,0.06004841,0.0001250545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835454,0.009947437,0.003038993,0.001672268,0.00022377,0.0008452908,0.00009916144,0.00007792373,0.0005497093],"genre_scores_gemma":[0.9988751,0.0002632441,0.0003765314,0.0001645418,0.00005096512,0.00005818329,0.0001025772,0.000009480847,0.00009940879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5036995,"threshold_uncertainty_score":0.4082029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378703471726767,"score_gpt":0.3302768672309039,"score_spread":0.2664898325136362,"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."}}