{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01242439,0.0001483059,0.0003440619,0.004141474,0.0008927849,0.001493688,0.0007977483,0.0006168216,0.002196006],"category_scores_gemma":[0.1646609,0.0001605786,0.0004467099,0.0046915,0.0010275,0.001249837,0.002487633,0.0008488598,0.0001978512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145033,"about_ca_system_score_gemma":0.005488533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02909937,"about_ca_topic_score_gemma":0.03542605,"domain_scores_codex":[0.9881155,0.004481635,0.001872314,0.0006588481,0.003962351,0.0009093917],"domain_scores_gemma":[0.6951425,0.1355519,0.1108181,0.007626222,0.04108641,0.00977483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004995941,0.0000557531,0.9904776,0.00005326074,0.00003156838,0.00004956457,0.0003007856,0.00007153169,0.00003205358,0.0001266414,0.0005619791,0.008189363],"study_design_scores_gemma":[0.000002862037,0.00005380989,0.9986773,0.00005201679,0.00001457254,0.00007625757,0.0004708055,0.000129338,0.00004452148,0.00006734927,0.0004068271,0.000004357709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99504,0.001260157,0.0002098583,0.001476019,0.00004965261,0.0000161955,0.0004608177,0.00002267983,0.001464544],"genre_scores_gemma":[0.9992883,0.0001572218,0.00008448766,0.00006380847,0.00002491605,0.000006862234,0.0002168723,0.000002937096,0.0001546448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02909937,"threshold_uncertainty_score":0.06570727,"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."}}