{"id":"W4412725513","doi":"10.1371/journal.pone.0328988","title":"Socioeconomic disparities in cognitive impairment, quality of life, and mortality among older adults in Germany.","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Gerontology; Cognition; Quality of life (healthcare); Population; Demography; Medicine; Cohort; Cohort study; Cognitive decline; Dementia; Environmental health; Psychiatry; Disease","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":[0.0006105868,0.0002044506,0.0001790823,0.000981551,0.0002020181,0.0004131432,0.0001302523,0.0001664378,0.001223743],"category_scores_gemma":[0.001099775,0.0000658752,0.0003093094,0.001127083,0.0001554151,0.0003125181,0.0005506644,0.0001731412,0.0001053753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005395478,"about_ca_system_score_gemma":0.000516643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02050871,"about_ca_topic_score_gemma":0.02254348,"domain_scores_codex":[0.9997997,0.00004334252,0.00002254152,0.00003716546,0.00003867048,0.00005867068],"domain_scores_gemma":[0.9996916,0.0000480005,0.0001503043,0.00001647831,0.00002839962,0.00006532856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000875462,0.00002825055,0.9917638,0.0000480284,0.0001421952,0.00009068436,0.000223094,0.0001442699,0.0001275217,0.0001466345,0.000391959,0.006806071],"study_design_scores_gemma":[0.000001715368,0.00001460183,0.9994887,0.00001119164,0.00002816843,0.00002966646,0.00009676922,0.0001099372,0.00001851836,0.00003950726,0.0001597638,0.000001490146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976786,0.0007613338,0.00006033454,0.0001278564,0.000007274067,0.000005195746,0.0008441459,0.00000262863,0.0005126905],"genre_scores_gemma":[0.9992276,0.0002580188,0.00003828482,0.00001591353,0.000005264943,0.000003694451,0.0003831296,4.564585e-7,0.00006750153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02050871,"threshold_uncertainty_score":0.04077864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385815922101147,"score_gpt":0.3274508950261953,"score_spread":0.3035927358051839,"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."}}