{"id":"W4410778255","doi":"10.1080/01634372.2025.2509837","title":"Mapping the Language of Social Isolation and Loneliness Among Racialized Older Adults in Canada: A Critical Discourse Analysis of Qualitative Studies","year":2025,"lang":"en","type":"article","venue":"Journal of Gerontological Social Work","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Loneliness; Qualitative research; Social isolation; Sociology; Isolation (microbiology); Critical discourse analysis; Psychology; Qualitative analysis; Gender studies; Gerontology; Developmental psychology; Linguistics; Social psychology; Medicine; Anthropology; Psychotherapist; Political science; Politics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02206008,0.0009039475,0.001131849,0.008378421,0.03173121,0.01022615,0.002541232,0.001637266,0.001874414],"category_scores_gemma":[0.03099727,0.0006176152,0.0004891917,0.01185128,0.01883717,0.003298156,0.007555035,0.002316051,0.000132171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09926425,"about_ca_system_score_gemma":0.1268599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8980563,"about_ca_topic_score_gemma":0.9213862,"domain_scores_codex":[0.9899093,0.005562366,0.0005485815,0.0007196116,0.001457182,0.001802991],"domain_scores_gemma":[0.9552664,0.03171685,0.002282808,0.0007712682,0.0080451,0.001917573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001061989,0.000004173936,0.001243424,0.0001191912,0.000002241596,0.0001685024,0.9954444,0.00001804552,0.0001858493,0.0008004846,0.0002480442,0.001754866],"study_design_scores_gemma":[0.000001088747,0.000003462396,0.001594842,0.0002886662,0.000004918368,0.00003079611,0.9922156,0.00003507587,0.000115569,0.0001892987,0.005512997,0.000007682803],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689594,0.005161574,0.003173596,0.006888859,0.0001316738,0.0007764492,0.00113779,0.00003329991,0.01373734],"genre_scores_gemma":[0.9889992,0.003075967,0.002316765,0.0009781207,0.00002661652,0.0007655686,0.0002811711,0.00004958999,0.003506983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988682,"threshold_uncertainty_score":0.7202159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08285667641273378,"score_gpt":0.458745381088252,"score_spread":0.3758887046755183,"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."}}