{"id":"W2129284943","doi":"10.1111/j.1468-3148.2010.00568.x","title":"Health Service Inpatient Units for People with Intellectual Disabilities and Challenging Behaviour or Mental Health Problems","year":2010,"lang":"en","type":"article","venue":"Journal of Applied Research in Intellectual Disabilities","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Kent","keywords":"Staffing; Seclusion; Mental health; Unit (ring theory); Medicine; Intellectual disability; Quarter (Canadian coin); Service (business); Nursing; Agency (philosophy); Public sector; Health care; Toileting; Business; Psychiatry; Psychology; Activities of daily living","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003785793,0.0002547982,0.0002547311,0.0005783025,0.001031943,0.0005107842,0.0005024047,0.0003829167,0.01451895],"category_scores_gemma":[0.002079318,0.0001654315,0.0003708323,0.0009958702,0.0006124452,0.0003936168,0.001871432,0.0005599548,0.0009934428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425019,"about_ca_system_score_gemma":0.002223602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098058,"about_ca_topic_score_gemma":0.03163891,"domain_scores_codex":[0.9993136,0.0001272731,0.00009529869,0.00004193232,0.00009582445,0.0003260709],"domain_scores_gemma":[0.9974084,0.0002964592,0.001157033,0.00006482712,0.0001370063,0.0009363178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004164749,0.0005310687,0.8661748,0.00183171,0.0001201125,0.009818607,0.008337534,0.0001408595,0.001841748,0.001003828,0.0271815,0.08260174],"study_design_scores_gemma":[0.00006279658,0.0006195614,0.969638,0.000460512,0.00004514088,0.00739768,0.008817108,0.00007028753,0.0002052132,0.0005118282,0.01215539,0.0000165068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806477,0.002811787,0.0001686989,0.001426991,0.0001491398,0.0003372743,0.001405215,0.00003887499,0.01301428],"genre_scores_gemma":[0.987618,0.002683617,0.0008813822,0.001968901,0.0002884518,0.0003161393,0.0009878746,0.000009659009,0.005246012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01451895,"threshold_uncertainty_score":0.04857069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1997772923730825,"score_gpt":0.4361281795681572,"score_spread":0.2363508871950747,"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."}}