{"id":"W4412109732","doi":"10.1177/13634615251327886","title":"Gaps and gains in parents’ mental health literacy: A cross-cultural comparison on attention-deficit/hyperactivity disorder","year":2025,"lang":"en","type":"article","venue":"Transcultural Psychiatry","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Psychoeducation; Mental health; Mental health literacy; Attention deficit hyperactivity disorder; Stigma (botany); Ethnic group; Psychology; Intervention (counseling); Literacy; Clinical psychology; Psychiatry; Mental illness; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001300841,0.0003280744,0.0004278023,0.0009338586,0.002361278,0.0009403806,0.0004710706,0.0004311044,0.001310478],"category_scores_gemma":[0.004337379,0.0002103174,0.0006948486,0.001254636,0.0009410115,0.0005005024,0.000912465,0.0005530991,0.00008774817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005171086,"about_ca_system_score_gemma":0.005106003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6631269,"about_ca_topic_score_gemma":0.7384185,"domain_scores_codex":[0.9989502,0.0001848667,0.00006634924,0.0001200143,0.0003543078,0.0003244175],"domain_scores_gemma":[0.9982424,0.0003484375,0.0003841836,0.00008938496,0.0005946074,0.0003409981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005191857,0.0003913919,0.9670984,0.00009073877,0.0001949899,0.0002627409,0.01692393,0.00005725896,0.0004616472,0.00009410851,0.0002542217,0.01365141],"study_design_scores_gemma":[0.00001517257,0.0001812098,0.9894664,0.00002820772,0.0000485517,0.00008292006,0.009774803,0.00003728251,0.00009664475,0.00001532425,0.0002451815,0.000008150245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993561,0.0001198722,0.000010944,0.0000216798,0.000002789943,0.0000146252,0.00004703138,5.148081e-7,0.0004264787],"genre_scores_gemma":[0.999559,0.0001506156,0.00003423776,0.00003233909,0.000001612453,0.00001506991,0.0001015747,7.001375e-7,0.0001047542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6631269,"threshold_uncertainty_score":0.677714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238341423352548,"score_gpt":0.4068142741148131,"score_spread":0.3744308598812876,"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."}}