{"id":"W4408174355","doi":"10.1016/j.actpsy.2025.104858","title":"Understanding the reasons to avoid seeking mental health professionals: Validation of the MITOS-MENTAL questionnaire in Peru population","year":2025,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mental health; Psychology; Population; Psychiatry; Clinical psychology; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.007276846,0.0003236586,0.0003823612,0.001539285,0.0007043378,0.0007055915,0.0004827418,0.0005307369,0.001669354],"category_scores_gemma":[0.009687841,0.0003665473,0.0005294275,0.000683293,0.0007352792,0.0005110374,0.001353581,0.0005985558,0.0002362198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005140204,"about_ca_system_score_gemma":0.001037224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004514114,"about_ca_topic_score_gemma":0.008700804,"domain_scores_codex":[0.9986936,0.0007743613,0.0001106765,0.00008297244,0.0002121896,0.0001262232],"domain_scores_gemma":[0.9971803,0.001293074,0.000540564,0.0001742922,0.0006477766,0.0001640747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000184358,0.0007006596,0.9037315,0.0003985461,0.00008220017,0.0004831053,0.0529709,0.0001960012,0.002055578,0.000289057,0.0009137509,0.03799433],"study_design_scores_gemma":[0.00004472335,0.0006190052,0.9696455,0.0001587404,0.00003924093,0.0002751787,0.02421954,0.0006439942,0.0004167627,0.0001563464,0.003764326,0.00001663278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977031,0.000107383,0.0003904245,0.0001672904,0.000007084397,0.0002873347,0.0001631996,0.000007981924,0.001166123],"genre_scores_gemma":[0.9947601,0.0002938914,0.002403017,0.0001581822,0.00001450539,0.001121609,0.0004102473,0.000006055062,0.0008323361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007276846,"threshold_uncertainty_score":0.0384841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043894972390813,"score_gpt":0.4395251613916263,"score_spread":0.3351356641525451,"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."}}