{"id":"W2133519996","doi":"10.1177/0193945912437382","title":"Nursing Home Deficiency Citations for Physical Restraints and Restrictive Side Rails","year":2012,"lang":"en","type":"article","venue":"Western Journal of Nursing Research","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Agency for Healthcare Research and Quality","keywords":"Staffing; Odds; Nursing homes; Medicine; Medicaid; Certification; Nursing; Skilled Nursing Facility; Reimbursement; Percentile; Registered nurse; Family medicine; Health care; Logistic regression","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002527838,0.0001734508,0.0004646892,0.006004193,0.0005433044,0.001059774,0.0008131415,0.000497839,0.003032628],"category_scores_gemma":[0.06952333,0.0001774456,0.0005548429,0.005224634,0.0004641637,0.001228548,0.001354066,0.0005245206,0.0003730057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008663565,"about_ca_system_score_gemma":0.001220039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01155556,"about_ca_topic_score_gemma":0.01376046,"domain_scores_codex":[0.9958119,0.0006064553,0.00122664,0.0003064304,0.001540679,0.0005078613],"domain_scores_gemma":[0.8686441,0.02920239,0.08310688,0.002962244,0.01270802,0.003376349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001735424,0.000009549434,0.9976757,0.00001544946,0.00002054203,0.00003217575,0.00006563764,0.00002728596,0.00002253432,0.00003188142,0.0001023612,0.001979474],"study_design_scores_gemma":[0.000001360926,0.00002767489,0.9991597,0.00001742403,0.0000125468,0.0002081532,0.0001943451,0.00009636371,0.00004727588,0.00003141594,0.0001996956,0.000003920674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974707,0.0004291101,0.0001531112,0.0002033076,0.00001265434,0.00001185498,0.0009160142,0.00001453249,0.000788826],"genre_scores_gemma":[0.9983478,0.0002022301,0.0001609506,0.00001970304,0.00001892422,0.000007740075,0.000946506,0.000003143563,0.0002931512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01155556,"threshold_uncertainty_score":0.02297658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2620251268296424,"score_gpt":0.5683085070054048,"score_spread":0.3062833801757625,"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."}}