{"id":"W4381733649","doi":"10.1136/heartjnl-2022-321295","title":"Regional variations in heart failure: a global perspective","year":2023,"lang":"en","type":"review","venue":"Heart","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Socioeconomic status; Ethnic group; Psychological intervention; Epidemiology; Public health; Health care; Population; Global health; Development economics; Environmental health; Gerontology; Economic growth; Pathology; Political science","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":[0.001269372,0.0006896151,0.00165882,0.003088188,0.0002404915,0.001403028,0.0007590815,0.0009932223,0.004371407],"category_scores_gemma":[0.002686222,0.0002801533,0.001772207,0.003600108,0.0003489516,0.001550597,0.0009383637,0.001386248,0.0007311768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008859197,"about_ca_system_score_gemma":0.002371902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004260267,"about_ca_topic_score_gemma":0.00775684,"domain_scores_codex":[0.9994845,0.0001742249,0.0001154369,0.00006741991,0.0001162775,0.00004205737],"domain_scores_gemma":[0.9987682,0.0007650206,0.0001783857,0.000023929,0.0002265951,0.00003799104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000130669,0.00003720526,0.000908236,0.1298603,0.001240362,0.0001881683,0.0003229332,0.0005422512,0.0005007055,0.006362855,0.0413158,0.8185905],"study_design_scores_gemma":[0.00003500736,0.0001290399,0.004667744,0.08284196,0.002372895,0.001235434,0.0004120772,0.0001470777,0.000169115,0.002996612,0.9049574,0.0000356543],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001011375,0.9985057,0.00005811004,0.0006625199,0.0001665734,0.000004421443,0.00004001351,0.000003856767,0.0004577413],"genre_scores_gemma":[0.001176417,0.9979483,0.0001270265,0.0004157314,0.0001447648,0.000006886479,0.0000341987,0.000001599582,0.0001450261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004371407,"threshold_uncertainty_score":0.01462382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0952222430940107,"score_gpt":0.399761452543499,"score_spread":0.3045392094494883,"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."}}