{"id":"W4392459230","doi":"10.1177/21568693241232410","title":"Cumulative Exposure to Social Isolation and Longitudinal Changes in Life Satisfaction among Older Adults","year":2024,"lang":"en","type":"article","venue":"Society and Mental Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Psychology; Social isolation; Life satisfaction; Gerontology; Longitudinal study; Longitudinal data; Developmental psychology; Demography; Social psychology; Sociology; Medicine; Psychiatry","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":[0.0007525011,0.0002056196,0.0002408153,0.0004883138,0.0003728801,0.0004541765,0.0001864863,0.0002609944,0.00168955],"category_scores_gemma":[0.002621064,0.0001316168,0.0005898876,0.0006463311,0.0001514596,0.0004124687,0.0006873109,0.0005909587,0.000142193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639032,"about_ca_system_score_gemma":0.0003862261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008985836,"about_ca_topic_score_gemma":0.01608651,"domain_scores_codex":[0.9996747,0.00007743325,0.0000382476,0.00006753115,0.00004546743,0.00009664224],"domain_scores_gemma":[0.998703,0.0001651284,0.0005477225,0.00009209909,0.0001831487,0.000308875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000368426,0.00002963589,0.9974101,0.000008474111,0.0000621412,0.00001513808,0.0001314941,0.00001948595,0.00006370161,0.0000237412,0.00006936023,0.00212998],"study_design_scores_gemma":[0.000001200989,0.00003763534,0.9994765,0.000005531074,0.00001946454,0.00001791805,0.0002208352,0.00006116538,0.00001833494,0.00002052979,0.0001190474,0.000001983596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998639,0.0003338951,0.000114622,0.000109484,0.00001237366,0.000005102506,0.0003680171,0.000002481539,0.0004149622],"genre_scores_gemma":[0.9994057,0.00009003725,0.00003682313,0.00003447176,0.000008697717,0.000005382949,0.0002853491,6.251669e-7,0.0001327826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008985836,"threshold_uncertainty_score":0.01786709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748525732094909,"score_gpt":0.3597519881437581,"score_spread":0.332266730822809,"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."}}