{"id":"W4408810260","doi":"10.1111/jar.70037","title":"Understanding Barriers to Mental Health Supports During the Pandemic for Workers in Intellectual Disability Services","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Research in Intellectual Disabilities","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"Azrieli Foundation","keywords":"Workforce; Mental health; Intellectual disability; Mental distress; Distress; Pandemic; Psychology; Workforce development; Work (physics); Medicine; Psychiatry; Nursing; Coronavirus disease 2019 (COVID-19); Clinical psychology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002415968,0.0002674206,0.0002856925,0.0005607589,0.00306657,0.001916923,0.0008065192,0.0007124559,0.002380628],"category_scores_gemma":[0.007659113,0.000239111,0.000391933,0.0004754871,0.001213171,0.001358421,0.002204015,0.001417834,0.0001556316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007372481,"about_ca_system_score_gemma":0.01646262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.434424,"about_ca_topic_score_gemma":0.5906066,"domain_scores_codex":[0.9985512,0.0002665089,0.0000617324,0.00005835739,0.0002062657,0.0008558953],"domain_scores_gemma":[0.9966181,0.0007781765,0.0009244917,0.00006041974,0.0005586712,0.001060165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009990984,0.0002677788,0.8402493,0.0004246373,0.00005611606,0.0005514252,0.117568,0.0002188799,0.0004352772,0.0005104339,0.004950048,0.03466821],"study_design_scores_gemma":[0.000011959,0.0001238957,0.686345,0.000917059,0.0000306281,0.0001827426,0.3060623,0.0002723506,0.0001017046,0.0002878804,0.005639894,0.00002450159],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894499,0.0008332641,0.0001038716,0.005692994,0.00003262237,0.00005468186,0.0001969524,0.000003761691,0.003631964],"genre_scores_gemma":[0.9982546,0.0007518609,0.000122591,0.0003631006,0.000008299384,0.00003319674,0.00008111851,0.000001242753,0.0003838552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.434424,"threshold_uncertainty_score":0.8637908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579229499283017,"score_gpt":0.4273643985166883,"score_spread":0.2694414485883866,"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."}}