{"id":"W7118081389","doi":"10.1093/geroni/igaf122.3449","title":"The Effects of Living Arrangements on Depression and Life Satisfaction in Rural Chinese Older Adults: A 20-Year Study","year":2025,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Spouse; Life satisfaction; Context (archaeology); Activities of daily living; Filial piety; Depression (economics); Independent living; China","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":[0.0007923164,0.0003460838,0.000289253,0.0007655567,0.00104361,0.0005433785,0.0003515954,0.0004687881,0.001209257],"category_scores_gemma":[0.001077459,0.0002879501,0.000635963,0.0009727793,0.00031102,0.0005329357,0.0006150707,0.0005330393,0.0002242442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007641405,"about_ca_system_score_gemma":0.0008961253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05031043,"about_ca_topic_score_gemma":0.06158796,"domain_scores_codex":[0.9997043,0.00005390222,0.00003792188,0.00006076907,0.00005250886,0.00009049525],"domain_scores_gemma":[0.9992282,0.0000462143,0.0002431926,0.00005254446,0.0001511862,0.0002785822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003466628,0.00009470247,0.9978985,0.000007966153,0.0000298994,0.00005958075,0.0006830361,0.00001511914,0.00008459415,0.000009879173,0.00007172766,0.001010263],"study_design_scores_gemma":[0.000002253206,0.00005484661,0.9991975,0.000002570073,0.00001020766,0.00001904928,0.0005666672,0.00004873411,0.00001077015,0.00000458031,0.00008091793,0.000002018755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996048,0.00004780255,0.00001723885,0.00002714931,0.000002229214,0.00001097622,0.0001598464,6.04067e-7,0.0001294223],"genre_scores_gemma":[0.9993014,0.00006274561,0.00002851305,0.00003941121,0.000005108974,0.00002376312,0.0002653619,5.622709e-7,0.0002730496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05031043,"threshold_uncertainty_score":0.1000352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004174377711969307,"score_gpt":0.2878136389605086,"score_spread":0.2836392612485393,"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."}}