{"id":"W3132372914","doi":"10.1007/s11126-021-09887-x","title":"Methods and Strategies for Reducing Seclusion and Restraint in Child and Adolescent Psychiatric Inpatient Care","year":2021,"lang":"en","type":"review","venue":"Psychiatric Quarterly","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"Lunds Universitet","keywords":"Seclusion; Psychological intervention; PsycINFO; Mindfulness; Autism spectrum disorder; Psychiatry; Medicine; Inpatient care; Psychology; Clinical psychology; MEDLINE; Autism; Health care","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":[0.0012298,0.000783524,0.002020311,0.001133476,0.0003755385,0.0002274128,0.0002535867,0.0009329924,0.00002152648],"category_scores_gemma":[0.00006384044,0.0006600887,0.0003194775,0.0008880529,0.0001246956,0.00009358588,0.0000743229,0.001206519,0.000003957413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126589,"about_ca_system_score_gemma":0.0004996696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000209342,"about_ca_topic_score_gemma":0.0001068586,"domain_scores_codex":[0.9941891,0.001440864,0.001597253,0.001719094,0.0002793925,0.0007742405],"domain_scores_gemma":[0.9975401,0.0006121615,0.0006265641,0.0007428183,0.0001155207,0.0003628407],"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":[0.00003391163,0.0001543835,0.00002345276,0.01463509,0.00006977088,0.00007013868,0.008008749,3.321225e-7,6.309797e-8,0.0006549572,0.0003873059,0.9759619],"study_design_scores_gemma":[0.002790792,0.00340504,0.002554626,0.02547688,0.001068226,0.003643447,0.0518198,0.00002990592,2.320332e-8,0.004011509,0.9033847,0.001814978],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002985971,0.9888535,0.001060085,0.0004268634,0.003158072,0.002387332,0.0001360407,0.00006144919,0.0009307339],"genre_scores_gemma":[0.002701569,0.978046,0.01773443,0.0001442815,0.0007669908,0.0003290896,0.0001110927,0.0001280843,0.00003844633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9741468,"threshold_uncertainty_score":0.999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601513892443508,"score_gpt":0.4556558879111619,"score_spread":0.4096407489867268,"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."}}