{"id":"W4402230364","doi":"10.1007/s00127-024-02760-9","title":"The impact of unmet community service demand on the loneliness of older adults: based on CLHLS (2008–2018)","year":2024,"lang":"en","type":"article","venue":"Social Psychiatry and Psychiatric Epidemiology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Loneliness; Gerontology; Epidemiology; Psychology; Service (business); Medicine; Psychiatry; Business","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":[0.001352384,0.0003753965,0.000497341,0.0020836,0.0008359724,0.001669831,0.001255049,0.0009824127,0.002879166],"category_scores_gemma":[0.006777871,0.0003018084,0.001399808,0.00272196,0.0003874534,0.002510804,0.003431594,0.00216414,0.0005052235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843954,"about_ca_system_score_gemma":0.002144138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1525513,"about_ca_topic_score_gemma":0.2671559,"domain_scores_codex":[0.9988715,0.0001685924,0.0002439891,0.0001563394,0.0002161228,0.0003434225],"domain_scores_gemma":[0.9946509,0.0003897501,0.002416669,0.0001323093,0.001269338,0.001140974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015878,0.00006658032,0.9917982,0.0001042884,0.0001130683,0.00004645313,0.001160815,0.00006630406,0.00002547804,0.000106599,0.003690274,0.002720475],"study_design_scores_gemma":[0.000002855699,0.00001913268,0.9967945,0.00005597693,0.00002559103,0.00002604294,0.002027256,0.00007771538,0.00001021137,0.00002195168,0.0009312137,0.000007462267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705601,0.0008574351,0.00008873903,0.001499374,0.0001154323,0.00004986865,0.02446702,0.0000146472,0.002347287],"genre_scores_gemma":[0.9869978,0.0004731739,0.00009828318,0.0003000779,0.00008180508,0.0001322607,0.01088549,0.00001166975,0.001019575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1525513,"threshold_uncertainty_score":0.3033266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528839662526287,"score_gpt":0.4078728705706513,"score_spread":0.3549889043180226,"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."}}