{"id":"W4308966888","doi":"10.2196/39314","title":"Dual Sensory Impairment as a Predictor of Loneliness and Isolation in Older Adults: National Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shandong University; National Natural Science Foundation of China; China Medical Board; National Science Foundation","keywords":"Loneliness; Social isolation; Generalized estimating equation; Gerontology; Longitudinal study; Cohort; Cohort study; Structural equation modeling; Odds; Psychology; Odds ratio; Public health; Social support; Medicine; Gee; Demography; Logistic regression; Psychiatry; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004350189,0.00007909736,0.0002508517,0.0001237567,0.0005060718,0.00003325999,0.00006378919,0.00003660647,0.0001018826],"category_scores_gemma":[0.0003749311,0.00007995593,0.00001654423,0.0003189921,0.00007460769,0.0001312645,0.00006383918,0.0001440826,5.067355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002471099,"about_ca_system_score_gemma":0.001652215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009121613,"about_ca_topic_score_gemma":0.007853189,"domain_scores_codex":[0.9974155,0.0008457141,0.0004353157,0.0002450834,0.000660245,0.0003981804],"domain_scores_gemma":[0.9990469,0.0002652397,0.000151759,0.00007549534,0.0001362571,0.0003243839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004845515,0.0002805115,0.9764965,0.0001317025,0.00000490387,0.000001516984,0.01982681,0.000002784942,3.059676e-8,0.0009586744,0.000784355,0.001463721],"study_design_scores_gemma":[0.000990435,0.0001829284,0.9588324,0.000007295729,1.434852e-7,0.000001954482,0.02977229,0.0003295414,4.752623e-9,0.00004350361,0.009770615,0.00006890027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810376,0.0005029925,0.000005533551,0.01618917,0.0001858683,0.001538216,0.00007153338,0.00002479182,0.00044426],"genre_scores_gemma":[0.9968067,0.0002466407,0.00001449943,0.002314581,0.00009466856,0.0002992623,0.00002695279,0.000005730744,0.0001909525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01766415,"threshold_uncertainty_score":0.9974768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295579959987166,"score_gpt":0.3418704226418313,"score_spread":0.3189146230419597,"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."}}