{"id":"W7117302788","doi":"10.3390/jal6010002","title":"Economic Factors Contributing to Social Isolation Among Immigrant Older Adults in the Greater Toronto Area: A Qualitative Interpretive Description","year":2025,"lang":"en","type":"article","venue":"Journal of Ageing and Longevity","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Thematic analysis; Social isolation; Qualitative research; Focus group; Variety (cybernetics); Population; Isolation (microbiology)","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":[0.005872065,0.0006398265,0.0005307564,0.002321689,0.01412925,0.004182885,0.001612082,0.001030359,0.0021773],"category_scores_gemma":[0.005887333,0.0003780469,0.0004175615,0.002453443,0.01199748,0.001703818,0.004908146,0.001669549,0.0001007442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02327095,"about_ca_system_score_gemma":0.02285103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.373593,"about_ca_topic_score_gemma":0.5444902,"domain_scores_codex":[0.9970518,0.001713976,0.0001255844,0.000169987,0.0003565685,0.0005820298],"domain_scores_gemma":[0.9953225,0.002966363,0.0003318997,0.0001169321,0.0006426912,0.0006195668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006408854,0.000004554402,0.001676588,0.0000892131,0.000002042842,0.0005008417,0.9955708,0.00002278668,0.0001523766,0.0006897672,0.000311767,0.0009728761],"study_design_scores_gemma":[7.095884e-7,0.000003799093,0.0009312682,0.00009888285,0.000001826392,0.00005466343,0.9968665,0.00002404036,0.00003324258,0.00007448773,0.001907663,0.000002883917],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840447,0.001381856,0.001499966,0.003636103,0.0001031222,0.0004069329,0.0003528379,0.00001209829,0.008562468],"genre_scores_gemma":[0.992406,0.001842865,0.001132098,0.0006803071,0.00003070605,0.0004091053,0.0001250231,0.00001787326,0.003356033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.626407,"threshold_uncertainty_score":0.7428368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497259007472411,"score_gpt":0.3168134162775276,"score_spread":0.3018408262028035,"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."}}