{"id":"W4417001047","doi":"10.1371/journal.pgph.0005257","title":"Who thrives in Canada? An Examination of social factors, healthcare access, and immigration status","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Simon Fraser University; McGill University Health Centre; Institut universitaire de cardiologie et de pneumologie de Québec; McMaster University; Alberta Health Services; University of British Columbia; Montreal Heart Institute; Hamilton Health Sciences; Université de Montréal; Population Health Research Institute; McMaster University Medical Centre","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Bayer Canada; Helmut Horten Stiftung; Partenariat Canadien Contre Le Cancer; Olga Mayenfisch Stiftung; EMDO Stiftung; Alberta Cancer Foundation; Alberta Health; Dalhousie University; Ontario Institute for Cancer Research; Sunnybrook Research Institute; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Génome Québec; Heart and Stroke Foundation of Canada; Garry Hurvitz Centre for Brain and Mental Health; Novartis Foundation; Fondation Institut de Cardiologie de Montréal; Alberta Health Services; Population Health Research Institute","keywords":"Thriving; Immigration; Life satisfaction; Ethnic group; Health care; Race (biology); Medical prescription","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004487206,0.0001330492,0.0003056997,0.0001269439,0.0001431981,0.00004504283,0.0001373743,0.0001301836,0.00007741745],"category_scores_gemma":[0.00009869576,0.0001259541,0.0000192389,0.0005921218,0.00005150734,0.0002837187,0.00003207965,0.0001925965,9.042345e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217117,"about_ca_system_score_gemma":0.001607498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8725571,"about_ca_topic_score_gemma":0.9059692,"domain_scores_codex":[0.9976407,0.0008130315,0.0004559702,0.0003623834,0.0002347753,0.0004931371],"domain_scores_gemma":[0.9992399,0.00007865785,0.0002129168,0.0001638566,0.00009285958,0.0002118523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003056492,0.0002024922,0.7917455,0.0001030311,0.00002697474,0.000001087163,0.00324018,8.466051e-7,0.000004912424,0.0623933,0.002523173,0.1397279],"study_design_scores_gemma":[0.000406657,0.0001269132,0.9918608,0.00002526577,0.000002702499,4.85083e-7,0.004070601,0.0000591689,0.000002656614,0.001177729,0.002183761,0.00008323115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973408,0.0003593339,0.0001121786,0.0144097,0.0003710134,0.0003209274,0.0001756713,0.00003945308,0.01080366],"genre_scores_gemma":[0.9978486,0.0001183483,0.00001858312,0.001760515,0.00004155649,0.00001803696,0.0001517586,0.000005174415,0.00003742334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2001153,"threshold_uncertainty_score":0.5136261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0637081585874262,"score_gpt":0.3813572650000979,"score_spread":0.3176491064126717,"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."}}