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An automated model to identify heart failure patients at risk for 30-day readmission or death using electronic medical record data.

Amarasingham R, Moore BJ, Tabak YP, Drazner MH, Clark CA, Zhang S, Reed WG, Swanson TS, Ma Y, Halm EA.

Med Care. 2010 Nov;48(11):981-8. doi: 10.1097/MLR.0b013e3181ef60d9.


Statistical models and patient predictors of readmission for heart failure: a systematic review.

Ross JS, Mulvey GK, Stauffer B, Patlolla V, Bernheim SM, Keenan PS, Krumholz HM.

Arch Intern Med. 2008 Jul 14;168(13):1371-86. doi: 10.1001/archinte.168.13.1371. Review.


An administrative claims measure suitable for profiling hospital performance on the basis of 30-day all-cause readmission rates among patients with heart failure.

Keenan PS, Normand SL, Lin Z, Drye EE, Bhat KR, Ross JS, Schuur JD, Stauffer BD, Bernheim SM, Epstein AJ, Wang Y, Herrin J, Chen J, Federer JJ, Mattera JA, Wang Y, Krumholz HM.

Circ Cardiovasc Qual Outcomes. 2008 Sep;1(1):29-37. doi: 10.1161/CIRCOUTCOMES.108.802686.


An electronic medical record-based model to predict 30-day risk of readmission and death among HIV-infected inpatients.

Nijhawan AE, Clark C, Kaplan R, Moore B, Halm EA, Amarasingham R.

J Acquir Immune Defic Syndr. 2012 Nov 1;61(3):349-58. doi: 10.1097/QAI.0b013e31826ebc83.


Anemia and outcomes in patients with heart failure: a study from the National Heart Care Project.

Kosiborod M, Curtis JP, Wang Y, Smith GL, Masoudi FA, Foody JM, Havranek EP, Krumholz HM.

Arch Intern Med. 2005 Oct 24;165(19):2237-44.


Predictors of mortality after discharge in patients hospitalized with heart failure: an analysis from the Organized Program to Initiate Lifesaving Treatment in Hospitalized Patients with Heart Failure (OPTIMIZE-HF).

O'Connor CM, Abraham WT, Albert NM, Clare R, Gattis Stough W, Gheorghiade M, Greenberg BH, Yancy CW, Young JB, Fonarow GC.

Am Heart J. 2008 Oct;156(4):662-73. doi: 10.1016/j.ahj.2008.04.030.


Validated, electronic health record deployable prediction models for assessing patient risk of 30-day rehospitalization and mortality in older heart failure patients.

Eapen ZJ, Liang L, Fonarow GC, Heidenreich PA, Curtis LH, Peterson ED, Hernandez AF.

JACC Heart Fail. 2013 Jun;1(3):245-51. doi: 10.1016/j.jchf.2013.01.008. Epub 2013 Jun 3.


Get With The Guidelines program participation, process of care, and outcome for Medicare patients hospitalized with heart failure.

Heidenreich PA, Hernandez AF, Yancy CW, Liang L, Peterson ED, Fonarow GC.

Circ Cardiovasc Qual Outcomes. 2012 Jan;5(1):37-43. doi: 10.1161/CIRCOUTCOMES.110.959122. Epub 2012 Jan 10.


Incremental value of clinical data beyond claims data in predicting 30-day outcomes after heart failure hospitalization.

Hammill BG, Curtis LH, Fonarow GC, Heidenreich PA, Yancy CW, Peterson ED, Hernandez AF.

Circ Cardiovasc Qual Outcomes. 2011 Jan 1;4(1):60-7. doi: 10.1161/CIRCOUTCOMES.110.954693. Epub 2010 Dec 7.


Readmission to surgical intensive care increases severity-adjusted patient mortality.

Alban RF, Nisim AA, Ho J, Nishi GK, Shabot MM.

J Trauma. 2006 May;60(5):1027-31.


Patterns of hospital performance in acute myocardial infarction and heart failure 30-day mortality and readmission.

Krumholz HM, Merrill AR, Schone EM, Schreiner GC, Chen J, Bradley EH, Wang Y, Wang Y, Lin Z, Straube BM, Rapp MT, Normand SL, Drye EE.

Circ Cardiovasc Qual Outcomes. 2009 Sep;2(5):407-13. doi: 10.1161/CIRCOUTCOMES.109.883256. Epub 2009 Jul 9.


Predicting the risk of unplanned readmission or death within 30 days of discharge after a heart failure hospitalization.

Au AG, McAlister FA, Bakal JA, Ezekowitz J, Kaul P, van Walraven C.

Am Heart J. 2012 Sep;164(3):365-72. doi: 10.1016/j.ahj.2012.06.010. Epub 2012 Aug 17.


Regional outcomes of heart failure in Canada.

Lee DS, Johansen H, Gong Y, Hall RE, Tu JV, Cox JL; Canadian Cardiovascular Outcomes Research Team.

Can J Cardiol. 2004 May 1;20(6):599-607.


Mortality and readmission for patients with heart failure among U.S. News & World Report's top heart hospitals.

Mulvey GK, Wang Y, Lin Z, Wang OJ, Chen J, Keenan PS, Drye EE, Rathore SS, Normand SL, Krumholz HM.

Circ Cardiovasc Qual Outcomes. 2009 Nov;2(6):558-65. doi: 10.1161/CIRCOUTCOMES.108.826784. Epub 2009 Sep 1.


Are we targeting the right metric for heart failure? Comparison of hospital 30-day readmission rates and total episode of care inpatient days.

Kociol RD, Liang L, Hernandez AF, Curtis LH, Heidenreich PA, Yancy CW, Fonarow GC, Peterson ED.

Am Heart J. 2013 Jun;165(6):987-994.e1. doi: 10.1016/j.ahj.2013.02.006. Epub 2013 Apr 6.


Thirty-day outcomes in Medicare patients with heart failure at heart transplant centers.

Hummel SL, Pauli NP, Krumholz HM, Wang Y, Chen J, Normand SL, Nallamothu BK.

Circ Heart Fail. 2010 Mar;3(2):244-52. doi: 10.1161/CIRCHEARTFAILURE.109.884098. Epub 2010 Jan 8.


Socioeconomic status as an independent risk factor for hospital readmission for heart failure.

Philbin EF, Dec GW, Jenkins PL, DiSalvo TG.

Am J Cardiol. 2001 Jun 15;87(12):1367-71.


Outcomes in heart failure patients with preserved ejection fraction: mortality, readmission, and functional decline.

Smith GL, Masoudi FA, Vaccarino V, Radford MJ, Krumholz HM.

J Am Coll Cardiol. 2003 May 7;41(9):1510-8.


Electronic medical record-based multicondition models to predict the risk of 30 day readmission or death among adult medicine patients: validation and comparison to existing models.

Amarasingham R, Velasco F, Xie B, Clark C, Ma Y, Zhang S, Bhat D, Lucena B, Huesch M, Halm EA.

BMC Med Inform Decis Mak. 2015 May 20;15:39. doi: 10.1186/s12911-015-0162-6.


A validated risk score for in-hospital mortality in patients with heart failure from the American Heart Association get with the guidelines program.

Peterson PN, Rumsfeld JS, Liang L, Albert NM, Hernandez AF, Peterson ED, Fonarow GC, Masoudi FA; American Heart Association Get With the Guidelines-Heart Failure Program.

Circ Cardiovasc Qual Outcomes. 2010 Jan;3(1):25-32. doi: 10.1161/CIRCOUTCOMES.109.854877. Epub 2009 Dec 8.

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