{"id":"W4410889499","doi":"10.2196/preprints.78278","title":"Culturally Inclusive and Effective Digital Mental Health Interventions for Immigrant Youth in Canada’s Asian Diasporic Communities：Protocol for a Community-engagement Project (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Mental health; Immigration; Psychological intervention; Protocol (science); Sociology; Psychology; Political science; Gender studies; Medicine; Psychiatry; Alternative medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03629301,0.003701609,0.005161237,0.00359294,0.01116449,0.006827158,0.006603061,0.007330796,0.1285728],"category_scores_gemma":[0.03764103,0.004204495,0.006701692,0.00299132,0.003880591,0.003459423,0.005740397,0.009965437,0.01354737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02653968,"about_ca_system_score_gemma":0.1359376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08519951,"about_ca_topic_score_gemma":0.1491381,"domain_scores_codex":[0.9837261,0.007947402,0.001957054,0.001572556,0.002298485,0.002498357],"domain_scores_gemma":[0.9761074,0.005012274,0.001958627,0.002205873,0.009959417,0.004756464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06136522,0.02870842,0.004589264,0.1650906,0.001148655,0.002065337,0.02875709,0.006653037,0.004486737,0.02546947,0.2963444,0.3753217],"study_design_scores_gemma":[0.1734754,0.02056976,0.02061515,0.1070345,0.001407783,0.0002791883,0.02572176,0.002387695,0.005170485,0.01214584,0.6304101,0.0007823669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007734441,0.0001285326,0.0005467882,0.0002964658,0.0001447017,0.9955198,0.001481522,0.00002716719,0.001081562],"genre_scores_gemma":[0.0004857944,0.00009117553,0.00117624,0.0001080295,0.00001154627,0.9975502,0.0001599457,0.000001930952,0.000415115],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9148005,"threshold_uncertainty_score":0.4301188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08057022846136108,"score_gpt":0.4160305334716069,"score_spread":0.3354603050102458,"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."}}