{"id":"W4410362169","doi":"10.3390/ijerph22050780","title":"Multimorbidity Patterns and Functioning Associations Among Adults in a Local South African Setting: A Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Universiteit Stellenbosch; National Research Foundation","keywords":"Cross-sectional study; Demography; Young adult; Environmental health; Gerontology; Medicine; Geography; Psychology; Sociology","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":[0.0008266487,0.0002883595,0.0003220933,0.0007054886,0.0009843638,0.0007165727,0.000299041,0.0004410658,0.001381743],"category_scores_gemma":[0.001859343,0.0004794074,0.0003348859,0.001121998,0.000328438,0.0006094464,0.0007564858,0.0005308376,0.0002536686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005037332,"about_ca_system_score_gemma":0.0005119555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03088738,"about_ca_topic_score_gemma":0.04839608,"domain_scores_codex":[0.9995913,0.0001176374,0.00005089389,0.00007974589,0.000063663,0.00009687168],"domain_scores_gemma":[0.9993529,0.00008727938,0.0002435017,0.00004974243,0.0001100952,0.0001564908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000177377,0.00003723266,0.9984736,0.00001601464,0.0000243128,0.00005653972,0.000759215,0.000008699413,0.0001347128,0.000007976479,0.00005141603,0.000412634],"study_design_scores_gemma":[0.000002522742,0.0000597929,0.9978215,0.0000151215,0.00001511924,0.0001070472,0.001794171,0.0000406792,0.00001967557,0.000008457571,0.0001130778,0.000002914833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995276,0.00007658704,0.00002673098,0.00002632772,0.000001298836,0.00001599633,0.000186499,7.432526e-7,0.0001382536],"genre_scores_gemma":[0.9996318,0.00006744663,0.00006145749,0.00003224378,0.00000216885,0.00001993209,0.000118066,6.284062e-7,0.00006628923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03088738,"threshold_uncertainty_score":0.06141514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07903629037804509,"score_gpt":0.4214910448761474,"score_spread":0.3424547544981023,"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."}}