{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008076819,0.0001502666,0.000328976,0.0009632129,0.00004699706,0.00006390987,0.0004175081,0.0001084515,0.00005730093],"category_scores_gemma":[0.0003003631,0.0001300708,0.0001338583,0.0004197285,0.0001164877,0.0002397516,0.00001480191,0.0004233775,0.000007465208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026302,"about_ca_system_score_gemma":0.0003661077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002839595,"about_ca_topic_score_gemma":0.000008843323,"domain_scores_codex":[0.9972861,0.0002172179,0.001038885,0.0002514655,0.0009992988,0.0002070376],"domain_scores_gemma":[0.9979521,0.0003997358,0.0007137823,0.0001732427,0.000619898,0.0001412346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00414753,0.02942437,0.514553,0.00003533911,0.001260459,0.001572081,0.03264497,0.0007886412,0.0005381493,0.02627155,0.0050772,0.3836867],"study_design_scores_gemma":[0.002104704,0.000640857,0.971093,0.0003089096,0.00002929424,0.0009239194,0.001546688,0.00009081168,0.000001360211,0.02304501,0.0001050049,0.0001104596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910284,0.0004043442,0.0003092848,0.003474982,0.00362925,0.0001805088,0.00002457902,0.000009746446,0.0009388552],"genre_scores_gemma":[0.9972366,0.00004758455,0.00141784,0.0001861446,0.001052306,0.000002249801,0.000003322702,0.00001167539,0.00004225111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.45654,"threshold_uncertainty_score":0.5304134,"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."}}