{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009958324,0.0003836833,0.001113108,0.001419711,0.0006301407,0.0001922121,0.0008784383,0.0002181412,0.002095392],"category_scores_gemma":[0.02580553,0.0002732612,0.0003727112,0.003131838,0.00222801,0.0002163854,0.0004806926,0.002226484,0.00004368133],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006909367,"about_ca_system_score_gemma":0.002312975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004090514,"about_ca_topic_score_gemma":0.00189045,"domain_scores_codex":[0.9936352,0.0006755545,0.001910395,0.0006930145,0.001506959,0.001578854],"domain_scores_gemma":[0.9760313,0.02179589,0.000133339,0.0007617325,0.0004211664,0.0008565463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.05276612,0.002483677,0.3401036,0.007913495,0.0006538422,0.00000999127,0.5067084,0.000826603,0.002772921,0.002612409,0.07720412,0.005944848],"study_design_scores_gemma":[0.003098581,0.002353441,0.007463882,0.002081431,0.00001870281,0.00007608737,0.9623553,0.0004534325,0.001271206,0.0144943,0.006018379,0.000315222],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765775,0.0003030414,0.0002680471,0.01212892,0.0002768674,0.003657558,0.00003180973,0.00002663375,0.006729627],"genre_scores_gemma":[0.9974927,0.0003914074,0.0001119948,0.0004383245,0.0001247899,0.0002786976,0.00001111151,0.00004347435,0.001107497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.455647,"threshold_uncertainty_score":0.999972,"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."}}