{"id":"W4409174425","doi":"10.1017/ipm.2025.9","title":"Examining the barriers and facilitators to mental health service provision for autistic people in Ireland: a survey of psychiatrists","year":2025,"lang":"en","type":"article","venue":"Irish Journal of Psychological Medicine","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; SickKids Foundation; Centre for Addiction and Mental Health","funders":"","keywords":"Autism; Mental health; Mental healthcare; Irish; Psychology; Health care; Qualitative research; Mental health service; Health professionals; Psychiatry; Nursing; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003436916,0.0001244284,0.0004478105,0.0002923875,0.0001279622,0.00001301519,0.0004235993,0.00005959286,0.00004522854],"category_scores_gemma":[0.005841943,0.00007130605,0.000028859,0.001174034,0.0001776322,0.000053027,0.00007558757,0.0003820389,0.000001008509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005885889,"about_ca_system_score_gemma":0.00009675901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003503498,"about_ca_topic_score_gemma":0.0004552301,"domain_scores_codex":[0.9975485,0.0006726023,0.0007332706,0.0002981847,0.0004357134,0.0003117948],"domain_scores_gemma":[0.9980309,0.001268084,0.0002717649,0.0001784993,0.00005214472,0.0001986312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008268699,0.0009314745,0.7792522,0.0006513591,0.00005179266,0.00004657079,0.01931691,0.00007716273,0.01281423,0.002303155,0.1119442,0.06434227],"study_design_scores_gemma":[0.002953353,0.003512147,0.9894829,0.0003417899,0.000006370954,0.0000548586,0.0009242796,0.0001945823,0.00005069754,0.001956931,0.0004513934,0.0000707064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077156,0.0007465786,0.001647356,0.0886412,0.0003895232,0.0006732144,0.00003801149,0.000005957033,0.000142617],"genre_scores_gemma":[0.9959009,0.0001960709,0.000240196,0.00359762,0.00002060423,0.00001133908,0.000001364554,0.000006341274,0.00002556986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2102307,"threshold_uncertainty_score":0.6993773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009504597765401,"score_gpt":0.4368383730471542,"score_spread":0.3358879132706141,"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."}}