{"id":"W7132862971","doi":"","title":"Essays on Immigrant Mental Health: A Look at Health Reporting, Model Identification, and Policy Changes","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"University of Toronto; Cancer Care Ontario","keywords":"Mental health; Immigration; Mood; Stigma (botany); Anxiety; Cohort; Health care; Survey data collection","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":[0.009507418,0.0007813798,0.001126329,0.001741557,0.001876478,0.003918289,0.0019036,0.003276176,0.005710397],"category_scores_gemma":[0.03579041,0.000461682,0.001486736,0.002843261,0.003880698,0.004733468,0.002137987,0.004840244,0.0004849471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005029311,"about_ca_system_score_gemma":0.003169391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01612438,"about_ca_topic_score_gemma":0.009883984,"domain_scores_codex":[0.9974645,0.001882765,0.00009619858,0.0001819409,0.0002388386,0.0001356716],"domain_scores_gemma":[0.9607613,0.03440257,0.001654009,0.0008955522,0.001784173,0.0005024191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000669611,0.000263245,0.008515837,0.0005130789,0.0001533577,0.0004027329,0.004522265,0.02342318,0.00008281329,0.7630626,0.1247964,0.07419762],"study_design_scores_gemma":[0.00003690434,0.0001447049,0.006963864,0.002301932,0.00008191148,0.0001721302,0.007723332,0.04050494,0.0001047147,0.7969273,0.1449435,0.00009475881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05599967,0.1416564,0.04393907,0.6783357,0.01248865,0.0001008793,0.000462378,0.0001234116,0.06689396],"genre_scores_gemma":[0.659191,0.2026327,0.02031286,0.04015512,0.03684325,0.0004556171,0.0005376428,0.0001635177,0.03970819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01612438,"threshold_uncertainty_score":0.05028063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669623046880597,"score_gpt":0.4414556422797277,"score_spread":0.3847594118109218,"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."}}