{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001629431,0.0001964758,0.0002762008,0.0007457599,0.0006433863,0.0006779814,0.0002826901,0.000366268,0.001301076],"category_scores_gemma":[0.003734492,0.0002161424,0.0004906838,0.0006290666,0.0001836579,0.0006754372,0.0007208206,0.0006837578,0.000159197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765703,"about_ca_system_score_gemma":0.0004916745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007350706,"about_ca_topic_score_gemma":0.01553639,"domain_scores_codex":[0.9994919,0.0002148349,0.00004740462,0.00007767794,0.00006636053,0.00010174],"domain_scores_gemma":[0.997321,0.0003165377,0.001354587,0.0001501303,0.0002746177,0.0005831124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003989602,0.00008370811,0.9985166,0.000006600933,0.00007888451,0.00001885157,0.0001576745,0.00001618124,0.00004211357,0.00001211314,0.00006483567,0.0009623909],"study_design_scores_gemma":[0.000002146316,0.0001078434,0.9993787,0.000005193047,0.00001961584,0.00004466893,0.0002407082,0.00007531513,0.00001799126,0.00001205902,0.00009338642,0.000002307614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991756,0.0001275004,0.00005567819,0.00005223039,0.000004763631,0.000006578477,0.0003144694,0.000002038302,0.0002611054],"genre_scores_gemma":[0.9993852,0.00006331508,0.0000751625,0.00002026014,0.000005961824,0.00001267828,0.0002894123,6.451782e-7,0.0001473808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007350706,"threshold_uncertainty_score":0.01461583,"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."}}