{"id":"W7147111962","doi":"10.48620/96632","title":"Interventions for preventing and reducing the use of physical restraints of older people in general hospital settings","year":2022,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; PsycINFO; Psychological intervention; MEDLINE; Dementia; Randomized controlled trial; Rehabilitation; Poison control; Geriatrics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005204405,0.00005831835,0.0002367156,0.00007785844,0.0001880851,0.00001720949,0.0011651,0.00002937191,0.0001107891],"category_scores_gemma":[0.0001486477,0.00004745587,0.0001715366,0.0002053603,0.0001487895,0.0001933164,0.001508955,0.0001515159,1.438649e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002209013,"about_ca_system_score_gemma":0.00004416818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010033,"about_ca_topic_score_gemma":0.0003758435,"domain_scores_codex":[0.9990631,0.0002610171,0.0002397072,0.0001718132,0.0001469059,0.0001174225],"domain_scores_gemma":[0.9988031,0.0003392507,0.0004560225,0.0003033401,0.00007782997,0.00002049855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002058507,0.008127797,0.2732157,0.003761104,0.001132719,0.000076581,0.4524031,0.01147227,0.004599627,0.005002196,0.02592214,0.2122283],"study_design_scores_gemma":[0.001896169,0.0003331168,0.9584302,0.001130954,0.0001185494,0.00001074344,0.03463427,0.00112907,0.0004774788,0.001037403,0.0006610272,0.0001410769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974223,0.00002565434,0.0001076539,0.001449539,0.0001258592,0.0005606109,0.0001442357,0.000002013076,0.0001621163],"genre_scores_gemma":[0.9988162,0.000003659388,0.0004472982,0.00001339412,0.000009068856,0.000001730093,0.000004169203,0.000006307067,0.0006981531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6852145,"threshold_uncertainty_score":0.9964915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09699823436385183,"score_gpt":0.4131640025666881,"score_spread":0.3161657682028363,"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."}}