{"id":"W4200285666","doi":"10.1371/journal.pone.0261584","title":"The association between educational level and multimorbidity among adults in Southeast Asia: A systematic review","year":2021,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimorbidity; Association (psychology); Southeast asia; MEDLINE; Medicine; Geography; Gerontology; Environmental health; Psychology; Biology; History; Population; Ancient history","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009862178,0.0002901405,0.002550486,0.00009566075,0.00008085328,0.00007715614,0.0001581054,0.0001485549,0.00006749708],"category_scores_gemma":[0.002874949,0.0001990058,0.0002391122,0.0003326067,0.0000439855,0.00006631113,0.0001097881,0.0004075613,0.00006588164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652899,"about_ca_system_score_gemma":0.000614955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004074961,"about_ca_topic_score_gemma":0.00006840938,"domain_scores_codex":[0.9973322,0.0004418526,0.0009144746,0.0003664917,0.0006985558,0.0002463949],"domain_scores_gemma":[0.9975603,0.000955512,0.0007279632,0.0004928815,0.0001624896,0.0001008375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001016324,0.0003696643,0.0008908393,0.9927286,0.001811004,0.000006313062,0.00001876988,4.318286e-9,5.020918e-9,0.0002184454,0.000372227,0.00358312],"study_design_scores_gemma":[0.0003129412,0.00001413194,0.004370404,0.9721003,0.02045155,0.000001994856,0.0001473072,0.000004650612,2.76671e-8,0.00001331766,0.00241524,0.0001681837],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005586566,0.9921608,5.873267e-7,0.0007641566,0.00003646932,0.005045058,0.0001223854,0.00002285123,0.001791836],"genre_scores_gemma":[0.0001745688,0.9949843,0.00004417454,0.00001958192,0.0002524928,0.001147182,0.0008350912,0.00003424375,0.002508333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02062834,"threshold_uncertainty_score":0.8115222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620296520906125,"score_gpt":0.3544535210909015,"score_spread":0.192423869000289,"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."}}