A Primer on Using Shrinkage to Compare In-Hospital Mortality Between Centers

The Annals of Thoracic Surgery - Tập 99 - Trang 757-761 - 2015
Todd A. MacKenzie1, Gary L. Grunkemeier2, Gary K. Grunwald3, A. James O’Malley1, Chad Bohn4, YingXing Wu2, David J. Malenka4
1Department of Biomedical Data Science, Dartmouth College, Geisel School of Medicine, Hanover, New Hampshire
2Providence Health System, Portland, Oregon
3Department of Biostatistics and Bioinformatics, University of Colorado at Denver, Denver, Colorado
4Department of Medicine, Dartmouth College, Geisel School of Medicine, Hanover, New Hampshire

Tài liệu tham khảo

Normand, 1997, Statistical methods for profiling providers of medical care: Issues and applications, J Am Stat Assoc, 92, 803, 10.1080/01621459.1997.10474036

Austin, 2003, The use of fixed- and random-effects models for classifying hospitals as mortality outliers: a Monte Carlo assessment, Med Decis Making, 23, 526, 10.1177/0272989X03258443

Moore, 2010, Evaluating the performance of trauma centers: hierarchical modeling should be used, J Trauma, 69, 1132

Austin, 2002, A comparison of Bayesian methods for profiling hospital performance, Med Decis Making, 22, 163, 10.1177/0272989X0202200213

Austin, 2001, A comparison of a Bayesian vs. a frequentist method for profiling hospital performance, J Eval Clin Pract, 7, 35, 10.1046/j.1365-2753.2001.00261.x

Efron, 1977, Steins paradox in statistics, Sci Am, 236, 119, 10.1038/scientificamerican0577-119

Arling, 2012, Estimating and reporting on the quality of inpatient stroke care by Veterans Health Administration Medical Centers, Circ Cardiovasc Qual Outcomes, 5, 44, 10.1161/CIRCOUTCOMES.111.961474

Dimick, 2010, Ranking hospitals on surgical mortality: the importance of reliability adjustment, Health Serv Res, 45, 1614, 10.1111/j.1475-6773.2010.01158.x

Dimick, 2012, Composite measures for rating hospital quality with major surgery, Health Serv Res, 47, 1861, 10.1111/j.1475-6773.2012.01407.x

Osborne, 2011, The impact of adjusting for reliability on hospital quality rankings in vascular surgery, J Vasc Surg, 53, 1, 10.1016/j.jvs.2010.08.031

Dimick, 2013, Composite measures for profiling hospitals on surgical morbidity, Ann Surg, 257, 67, 10.1097/SLA.0b013e31827b6be6

Shahian, 2014, The STS AVR+CABG composite score: a report of the STS Quality Measurement Task Force, Ann Thorac Surg, 97, 1604, 10.1016/j.athoracsur.2013.10.114

Cohen, 2013, Optimizing ACS NSQIP modeling for evaluation of surgical quality and risk: patient risk adjustment, procedure mix adjustment, shrinkage adjustment, and surgical focus, J Am Coll Surg, 217, 336, 10.1016/j.jamcollsurg.2013.02.027

Breslow, 1993, Approximate inference in generalized linear mixed models, J Am Stat Assoc, 88, 9

2011

Skrondal, 2009, Prediction in multilevel generalized linear models, J R Stat Soc A, 172, 659, 10.1111/j.1467-985X.2009.00587.x

2000

Bates D. lme4: linear mixed-effects models using Eigen and S4. Available at http://cran.r-project.org/web/packages/lme4/index.html. Accessed January 2015.

Broström G. glmmML: generalized linear models with clustering. Available at http://cran.r-project.org/web/packages/glmmML/glmmML.pdf. Accessed January 2015.

Efron, 2010, The future of indirect evidence, Stat Sci, 25, 145, 10.1214/09-STS308

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The Annals of Thoracic Surgery

Tập 99

757-761

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