{"id":"W2024187599","doi":"10.1002/gps.2232","title":"Use of physical restraints and antipsychotic medications in nursing homes: a cross‐national study","year":2009,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University; Homewood Research Institute; University of Waterloo","funders":"National Institute on Aging; Brown University","keywords":"Antipsychotic; Medicine; Cross-sectional study; Long-term care; Nursing homes; China; Environmental health; Population; Prevalence; Gerontology; Psychiatry; Geography; Nursing; Schizophrenia (object-oriented programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661568,0.0002156523,0.0003253462,0.0007264394,0.000542627,0.0006007299,0.0003529909,0.0003331329,0.000712257],"category_scores_gemma":[0.0032521,0.0003349737,0.0005103345,0.001000914,0.0004073999,0.00059325,0.0007315477,0.000419291,0.0001900841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004141627,"about_ca_system_score_gemma":0.0007349353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02197589,"about_ca_topic_score_gemma":0.03510736,"domain_scores_codex":[0.9987961,0.000424157,0.0001890825,0.0002186616,0.0002317332,0.0001402306],"domain_scores_gemma":[0.9971544,0.0005337458,0.001285497,0.0002319926,0.0005625645,0.000231859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001499466,0.00002271853,0.9989473,0.000009344663,0.0000618029,0.00002830709,0.0002070346,0.00001571427,0.0000485753,0.000004991373,0.00003390436,0.0006052516],"study_design_scores_gemma":[0.000001849325,0.00004809039,0.9991683,0.00001144071,0.00002085703,0.0001142231,0.0004816091,0.00003783715,0.00002499347,0.000003158391,0.00008525831,0.000002478853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993786,0.0001569212,0.00006901957,0.00001453203,0.000004100555,0.000006370401,0.0001720869,0.000001142041,0.0001973336],"genre_scores_gemma":[0.9992682,0.0001717266,0.00014756,0.0000300688,0.000004957387,0.00001241682,0.0003095185,0.000001195868,0.00005430502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02197589,"threshold_uncertainty_score":0.04369599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851939528489266,"score_gpt":0.4544800679900782,"score_spread":0.4159606727051855,"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."}}