{"id":"W4409266329","doi":"10.3390/children12040468","title":"Understanding Disparities: Mental Health and Neurodevelopmental Challenges, Supports and Barriers for Immigrant Families in Canada","year":2025,"lang":"en","type":"article","venue":"Children","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Manitoba","funders":"","keywords":"Immigration; Mental health; Health equity; Psychology; Developmental psychology; Medicine; Psychiatry; Political science; Nursing; Public health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001340752,0.0001125263,0.0001777544,0.00009971286,0.0002110112,0.00001263692,0.00004439893,0.0000354382,0.00002020704],"category_scores_gemma":[0.00001234875,0.0001148126,0.00001152915,0.00006281403,0.00004329621,0.00004115469,0.00001931831,0.00008384637,1.930619e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233929,"about_ca_system_score_gemma":0.0008435491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6135307,"about_ca_topic_score_gemma":0.9487122,"domain_scores_codex":[0.9990661,0.00004134436,0.0002316266,0.0002763688,0.00006471501,0.0003199151],"domain_scores_gemma":[0.99962,0.00005856804,0.00004078401,0.00008644968,0.000005035482,0.0001891584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001198273,0.00002182659,0.9204865,0.0001744487,0.00005388622,0.000002730593,0.02923691,4.15022e-7,6.668696e-7,0.01886851,0.02416122,0.006873118],"study_design_scores_gemma":[0.00148334,0.00006106172,0.9552223,0.00005446135,0.000003753585,0.00001730072,0.04055439,0.00001459242,0.000002352753,0.0006909758,0.00177967,0.0001158086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832422,0.008491639,0.00005573282,0.006357646,0.0003992312,0.0006807763,0.0001697936,0.00001398308,0.0005890271],"genre_scores_gemma":[0.9954065,0.002311823,0.00003712991,0.001963145,0.00001402025,0.00004138891,0.0001193465,0.000008685981,0.00009795285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3351815,"threshold_uncertainty_score":0.4681922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779440309229736,"score_gpt":0.2757252503275661,"score_spread":0.2479308472352688,"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."}}