{"id":"W2942302132","doi":"10.1371/journal.pmed.1002782","title":"Socioeconomic position and use of healthcare in the last year of life: A systematic review and meta-analysis","year":2019,"lang":"en","type":"review","venue":"PLoS Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Medical Research Council; Dunhill Medical Trust; Cancer Research UK; King's College London; King's College Hospital NHS Foundation Trust","keywords":"Socioeconomic status; Meta-analysis; Health care; Medicine; Systematic review; Gerontology; MEDLINE; Environmental health; Population; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01414704,0.002532171,0.01708702,0.007804367,0.0006538685,0.003428716,0.002079241,0.001920613,0.003363622],"category_scores_gemma":[0.03404338,0.00130474,0.0337248,0.008706935,0.0007429771,0.001714825,0.001756634,0.001635235,0.0002566822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003171404,"about_ca_system_score_gemma":0.005184248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008366718,"about_ca_topic_score_gemma":0.01746787,"domain_scores_codex":[0.9909634,0.003824142,0.002906706,0.0008840247,0.001097541,0.0003241586],"domain_scores_gemma":[0.9788245,0.01554915,0.003510589,0.0005436013,0.001347961,0.0002241962],"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":[0.0009885052,0.00002831122,0.004363226,0.5657029,0.4168358,0.0001217627,0.00009263887,0.0004479016,0.000137937,0.0001297314,0.0004985944,0.01065269],"study_design_scores_gemma":[0.0003167801,0.0002025285,0.00538242,0.06095298,0.9306195,0.0001212103,0.00006563473,0.0001659292,0.000102301,0.0001795342,0.001865318,0.00002573033],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003645743,0.9947276,0.0003791451,0.0001653496,0.00009449512,0.000273901,0.0005169224,0.00001584452,0.0001810748],"genre_scores_gemma":[0.09936503,0.8959325,0.001795489,0.0005584751,0.0001681146,0.001138666,0.0008146261,0.00001776724,0.0002093505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01708702,"threshold_uncertainty_score":0.0748176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4365211671361123,"score_gpt":0.4761315287928211,"score_spread":0.03961036165670884,"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."}}