{"id":"W4377014153","doi":"10.1093/geronb/gbad075","title":"Transition Into the Caregiver Role Among Older Adults: A Study of Social Participation and Social Support Based on the Canadian Longitudinal Study on Aging","year":2023,"lang":"en","type":"article","venue":"The Journals of Gerontology Series B","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Simon Fraser University; MacEwan University","funders":"Canadian Institutes of Health Research; Canada Foundation for Innovation; Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Social support; Family caregivers; Psychology; Gerontology; Caregiver burden; Longitudinal study; Social engagement; Medicine; Dementia; Social psychology; Disease; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003044258,0.0004610823,0.0005698949,0.00158664,0.00565344,0.001318409,0.001269701,0.0006013213,0.0009285263],"category_scores_gemma":[0.003889532,0.0004555084,0.0007718601,0.003550675,0.0006145086,0.0008395003,0.001433366,0.001503947,0.0001857369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01274129,"about_ca_system_score_gemma":0.02188084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9731323,"about_ca_topic_score_gemma":0.9875414,"domain_scores_codex":[0.9984774,0.0001831828,0.00008250995,0.0001581138,0.0006486613,0.0004501007],"domain_scores_gemma":[0.9982297,0.0000982774,0.0002641761,0.00005794215,0.0007634507,0.0005864266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007730938,0.000212428,0.9809352,0.00006284596,0.00004933109,0.00008887569,0.01155067,0.00002278308,0.0001393707,0.0001001664,0.0009036176,0.00585748],"study_design_scores_gemma":[0.000006953497,0.0000454081,0.9934059,0.0000494776,0.00001486113,0.00003146089,0.005519021,0.00005683406,0.0000188003,0.00001339586,0.0008310591,0.000006702103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962246,0.001051148,0.00007583083,0.0002820057,0.00002040955,0.0001567347,0.001165545,0.000002583391,0.001021136],"genre_scores_gemma":[0.995698,0.001375858,0.0003552444,0.0002156662,0.00001053199,0.0001565107,0.001361413,0.000003255039,0.0008235741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02686769,"threshold_uncertainty_score":0.0924449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04844195656379225,"score_gpt":0.3447674955274995,"score_spread":0.2963255389637072,"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."}}