{"id":"W2116050248","doi":"10.1093/geront/gnr136","title":"Impact of Voluntary Accreditation on Deficiency Citations in U.S. Nursing Homes","year":2012,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Accreditation; Certification; Nursing; Nursing homes; Medicine; Quality (philosophy); Commission; Family medicine; Psychology; Medical education; Business; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0006274264,0.0001037636,0.0001966784,0.0001413262,0.0002924542,0.000003585109,0.0001509781,0.0001024024,0.0001498235],"category_scores_gemma":[0.0002592062,0.00006556376,0.00008309366,0.0003012943,0.0001530195,0.0001287652,0.0000157435,0.0002712175,0.00007298306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003729412,"about_ca_system_score_gemma":0.000143727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002435594,"about_ca_topic_score_gemma":0.0002924486,"domain_scores_codex":[0.9986212,0.000349357,0.000330819,0.0001073394,0.0001421149,0.0004491281],"domain_scores_gemma":[0.9986513,0.00078207,0.0001883132,0.0002601731,0.00006677239,0.00005136987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002914102,0.000495025,0.8725146,0.00004727491,0.00001680583,7.729191e-7,0.05851728,0.0001197863,0.0002745242,0.00515242,0.03741939,0.02515068],"study_design_scores_gemma":[0.0003224789,0.000164484,0.9864832,0.0001028813,0.0000206368,0.000001278199,0.01151587,0.00002055934,0.000009034599,0.001243945,0.00004584607,0.00006979984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981782,0.001230962,0.0002235591,0.001001396,0.001172344,0.0003403899,0.00001841006,0.00003729653,0.01419366],"genre_scores_gemma":[0.9992809,0.00003074124,0.000200533,0.00003980679,0.0002196716,0.00003146445,0.00002695334,0.000009352926,0.0001605923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1139686,"threshold_uncertainty_score":0.3681906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07673152868994923,"score_gpt":0.4670770174838031,"score_spread":0.3903454887938539,"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."}}