{"id":"W4411070677","doi":"10.1186/s12877-025-06088-0","title":"Examining the longitudinal influence of loneliness on healthcare utilization: evidence from Taiwan’s national health insurance data","year":2025,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Taiwan University","keywords":"Loneliness; Medicine; Health care; Rehabilitation; National health insurance; Health insurance; Longitudinal data; Gerontology; Environmental health; Economic growth; Psychiatry; Physical therapy; Demography; Population","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002524337,0.0001108842,0.0002427452,0.00008894829,0.0008175176,0.00007458051,0.0009362899,0.00008867098,0.00002274982],"category_scores_gemma":[0.00537158,0.0000915083,0.00002882477,0.001052904,0.0001621759,0.0003557156,0.0001919038,0.0001733611,0.000006521057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266047,"about_ca_system_score_gemma":0.004660843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02565785,"about_ca_topic_score_gemma":0.02297419,"domain_scores_codex":[0.9974289,0.000504113,0.0005497098,0.000373136,0.0008028593,0.0003412932],"domain_scores_gemma":[0.9964926,0.002059917,0.0003206109,0.000535742,0.0004876913,0.000103426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003404991,0.00002789777,0.9732276,0.0003093614,0.000006015482,4.126791e-7,0.001903906,0.001054011,3.612558e-7,0.01709599,0.0032651,0.003075249],"study_design_scores_gemma":[0.0001435671,0.00001915562,0.9911247,0.0003953947,0.000003543399,1.168517e-7,0.001785543,0.0002650084,0.000001829544,0.0008653438,0.005317985,0.0000777337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9336029,0.01044114,0.004362451,0.04818511,0.001535141,0.0007517822,0.0005993021,0.00007552942,0.000446593],"genre_scores_gemma":[0.9919201,0.002476836,0.0009979045,0.004070152,0.0003477501,0.00001626433,0.00004609713,0.000006137656,0.0001187229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05831718,"threshold_uncertainty_score":0.994854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3435071214091301,"score_gpt":0.4529936518895753,"score_spread":0.1094865304804452,"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."}}