{"id":"W4410477223","doi":"10.1108/amhid-01-2025-0004","title":"Clinical management of aggression in people with intellectual disability or autism spectrum disorder in formal care settings: a state-of-the-art review","year":2025,"lang":"en","type":"review","venue":"Advances in Mental Health and Intellectual Disabilities","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Centre intégré universitaire de santé et de services sociaux de la Mauricie-et-du-Centre-du-Québec; Université de Montréal; Institut national de psychiatrie légale Philippe-Pinel","funders":"","keywords":"Aggression; Autism spectrum disorder; Intellectual disability; Autism; Psychology; Psychiatry; Challenging behaviour; Learning disability; State (computer science); Clinical psychology; Developmental psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001488694,0.0004119614,0.002133422,0.0001629865,0.0002153484,0.00001401451,0.0004971688,0.0001425272,0.000160058],"category_scores_gemma":[0.001650237,0.0002605018,0.000260031,0.001670953,0.001593521,0.000342528,0.0003633074,0.0006587724,0.000002219023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007310173,"about_ca_system_score_gemma":0.001070201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009997989,"about_ca_topic_score_gemma":0.09007492,"domain_scores_codex":[0.9943326,0.001726283,0.002108901,0.0006456773,0.0004708,0.0007157521],"domain_scores_gemma":[0.9943303,0.004659724,0.0004743742,0.000381935,0.00002210006,0.0001315106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000227578,0.0002821388,0.005589862,0.1373099,0.0000159042,6.759104e-7,0.05114717,8.265158e-7,6.23867e-10,0.0001048132,0.0001967052,0.8051244],"study_design_scores_gemma":[0.0005427065,0.0009249593,0.00008856931,0.434202,0.00004442497,0.000002177359,0.07532083,0.000002879536,2.972144e-7,0.0003517059,0.4882197,0.0002997375],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005723722,0.988645,0.00000836259,0.0004474958,0.0002863254,0.003833381,0.0000723986,0.00001439623,0.0009689901],"genre_scores_gemma":[0.002977264,0.9960667,0.00009352945,0.0001507255,0.00001486992,0.000294508,0.00004880446,0.00001897054,0.0003345885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8048247,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530540414366095,"score_gpt":0.4109648953307616,"score_spread":0.3856594911871007,"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."}}