{"id":"W4410524079","doi":"10.3390/socsci14050313","title":"Rethinking Longitudinal Research on Canadian Immigrant Health: Methodological Insights, Emerging Challenges, and Future Considerations","year":2025,"lang":"en","type":"article","venue":"Social Sciences","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; University of Manitoba","funders":"","keywords":"Immigration; Psychology; Sociology; Political science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3316638,0.001422358,0.00514855,0.01374961,0.008252785,0.01456671,0.009038968,0.003573922,0.003278692],"category_scores_gemma":[0.4277104,0.001154345,0.003249205,0.02255812,0.01426378,0.01251324,0.007744221,0.00665188,0.0004207262],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06517521,"about_ca_system_score_gemma":0.2607532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7936386,"about_ca_topic_score_gemma":0.8753445,"domain_scores_codex":[0.854866,0.08816076,0.01920483,0.005598029,0.02865184,0.003518612],"domain_scores_gemma":[0.3571952,0.4878503,0.0232483,0.01428692,0.1132047,0.004214505],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005170899,0.00007800299,0.04279769,0.1332936,0.004690459,0.0007489569,0.04450425,0.001454595,0.000714807,0.09619444,0.08125191,0.5937541],"study_design_scores_gemma":[0.0002178939,0.0002292875,0.05965814,0.4433226,0.00558565,0.0005169999,0.04759935,0.001981901,0.0008408223,0.05316673,0.3863822,0.0004984066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.007257904,0.8070267,0.01095949,0.1601266,0.007310875,0.0006239535,0.001711895,0.00008516854,0.004897313],"genre_scores_gemma":[0.1330929,0.7456296,0.04483449,0.06530951,0.005127492,0.002635233,0.001581725,0.0001813137,0.001607864],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9348248,"threshold_uncertainty_score":0.8241775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.538415100888742,"score_gpt":0.539627666209066,"score_spread":0.001212565320323988,"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."}}