{"id":"W2014936838","doi":"10.1177/0898264314552420","title":"A Longitudinal Examination of Social Participation, Loneliness, and Use of Physician and Hospital Services","year":2014,"lang":"en","type":"article","venue":"Journal of Aging and Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Loneliness; Odds; Medicine; Health care; Odds ratio; Family medicine; Social support; Longitudinal study; Gerontology; Psychology; Psychiatry; Logistic regression; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00125279,0.00004128914,0.000215453,0.00005050894,0.0002432723,0.00003102027,0.00002704395,0.00002691582,0.000001408666],"category_scores_gemma":[0.0000465034,0.00003534622,0.00001743429,0.00006318104,0.0001033998,0.0002534112,0.00001101533,0.000060244,3.231602e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001812186,"about_ca_system_score_gemma":0.00009773197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003331944,"about_ca_topic_score_gemma":0.001400685,"domain_scores_codex":[0.9992145,0.0001221565,0.0003087196,0.00005259403,0.0001696646,0.0001323683],"domain_scores_gemma":[0.9991428,0.0001094512,0.0004605372,0.00002195455,0.0001657008,0.00009953459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001022784,0.00006680545,0.888615,0.001117541,0.00001479478,3.995225e-7,0.05154536,0.000003508677,0.000003006489,0.01002422,0.000168561,0.04843062],"study_design_scores_gemma":[0.0002252632,0.0001212789,0.9942003,0.0001686742,0.00001184777,5.814525e-7,0.00382012,0.000113324,0.000004707992,0.0002980181,0.001003729,0.00003213554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870209,0.000557988,0.00009680135,0.01215965,0.00007844222,0.00004419924,0.00000217413,0.000002198512,0.0000377116],"genre_scores_gemma":[0.9980619,0.0009290829,0.0002354042,0.0005337769,0.0002258085,3.065109e-7,4.475249e-7,0.000002540175,0.00001074404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1055854,"threshold_uncertainty_score":0.5036924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05292458133988814,"score_gpt":0.3796521889707772,"score_spread":0.326727607630889,"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."}}