{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006119617,0.0002633362,0.0003707033,0.001256476,0.004338351,0.001453198,0.0008362955,0.0004766778,0.001484812],"category_scores_gemma":[0.001393597,0.0002132311,0.0005395727,0.003624192,0.0008462209,0.0004967627,0.00105909,0.0008982162,0.0001687937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139451,"about_ca_system_score_gemma":0.02026721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9831448,"about_ca_topic_score_gemma":0.9920541,"domain_scores_codex":[0.9993617,0.00004083738,0.00003681431,0.00007297949,0.0001931518,0.0002945211],"domain_scores_gemma":[0.9988193,0.00005495116,0.0002705668,0.00002894069,0.000402188,0.0004240144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000019638,0.00001905833,0.9955595,0.00001295419,0.00002055127,0.00004532527,0.0007013066,0.00001360145,0.00003650967,0.00004892523,0.0004477452,0.003074933],"study_design_scores_gemma":[0.000001481903,0.00001265741,0.9963388,0.00002532971,0.00001185025,0.00003448936,0.003008438,0.00005725847,0.00001347364,0.00001944359,0.0004715518,0.000005203913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944221,0.001008329,0.00004484477,0.0009678524,0.00001253391,0.00002338452,0.001412017,0.000004277859,0.002104564],"genre_scores_gemma":[0.9976654,0.000751181,0.00008856459,0.0002722419,0.000009595728,0.00001256336,0.0007524358,0.000002284658,0.0004457046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01685524,"threshold_uncertainty_score":0.08267337,"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."}}