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Published in: BMC Primary Care 1/2013

Open Access 01-12-2013 | Research article

Comparison of physician referral and insurance claims data-based risk prediction as approaches to identify patients for care management in primary care: an observational study

Authors: Tobias Freund, Matthias Gondan, Justine Rochon, Frank Peters-Klimm, Stephen Campbell, Michel Wensing, Joachim Szecsenyi

Published in: BMC Primary Care | Issue 1/2013

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Abstract

Background

Primary care-based care management (CM) could reduce hospital admissions in high-risk patients. Identification of patients most likely to benefit is needed as resources for CM are limited. This study aimed to compare hospitalization and mortality rates of patients identified for CM either by treating primary care physicians (PCPs) or predictive modelling software for hospitalization risk (PM).

Methods

In 2009, a cohort of 6,026 beneficiaries of a German statutory health insurance served as a sample for patient identification for CM by PCPs or commercial PM (CSSG 0.8, Verisk Health). The resulting samples were compared regarding hospitalization and mortality rates in 2010 and in the two year period before patient selection. No CM-intervention was delivered until the end of 2010 and PCPs were blinded for the assessment of hospitalization rates.

Results

In 2010, hospitalization rates of PM-identified patients were 80% higher compared to PCP-identified patients. Mortality rates were also 8% higher in PM-identified patients if compared to PCP-identified patients (10% vs. 2%). The hospitalization rate of patients independently identified by both PM and PCPs was numerically between PM- and PCP-identified patients. Time trend between 2007 and 2010 showed decreasing hospitalization rates in PM-identified patients (−15% per year) compared to increasing rates in PCP-identified patients (+34% per year).

Conclusions

PM identified patients with higher hospitalization and mortality rates compared to PCP-referred patients. But the latter showed increasing hospitalization rates over time thereby suggesting that PCPs may be able to predict future deterioration in patients with relatively good current health status. These patients may most likely benefit from preventive services like CM.
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Literature
1.
go back to reference Tinetti ME, Fried TR, Boyd CM: Designing health care for the most common chronic condition--multimorbidity. JAMA. 2012, 307: 2493-2494. 10.1001/jama.2012.5265.PubMedPubMedCentral Tinetti ME, Fried TR, Boyd CM: Designing health care for the most common chronic condition--multimorbidity. JAMA. 2012, 307: 2493-2494. 10.1001/jama.2012.5265.PubMedPubMedCentral
2.
go back to reference Boult C, Wieland GD: Comprehensive primary care for older patients with multiple chronic conditions: “nobody rushes you through”. JAMA. 2010, 304: 1936-1943. 10.1001/jama.2010.1623.CrossRefPubMed Boult C, Wieland GD: Comprehensive primary care for older patients with multiple chronic conditions: “nobody rushes you through”. JAMA. 2010, 304: 1936-1943. 10.1001/jama.2010.1623.CrossRefPubMed
3.
go back to reference Bodenheimer T, Berry-Millet R: Care management of patients with complex health care needs. 2009, Princeton, NJ: Robert Wood Johnson Foundation Bodenheimer T, Berry-Millet R: Care management of patients with complex health care needs. 2009, Princeton, NJ: Robert Wood Johnson Foundation
4.
go back to reference Goetzel RZ, Ozminkowski RJ, Villagra VG, Duffy J: Return on investment in disease management: a review. Health Care Finance Rev. 2005, 26: 1-19. Goetzel RZ, Ozminkowski RJ, Villagra VG, Duffy J: Return on investment in disease management: a review. Health Care Finance Rev. 2005, 26: 1-19.
5.
go back to reference Wharam JF, Weiner JP: The promise and peril of healthcare forecasting. Am J Manag Care. 2012, 18: e82-e85.PubMed Wharam JF, Weiner JP: The promise and peril of healthcare forecasting. Am J Manag Care. 2012, 18: e82-e85.PubMed
6.
go back to reference Freund T, Mahler C, Erler A, Gensichen J, Ose D, Szecsenyi J, Peters-Klimm F: How to identify patients likely to benefit from care management programs?. Am J Manag Care. 2011, 17: 345-352.PubMed Freund T, Mahler C, Erler A, Gensichen J, Ose D, Szecsenyi J, Peters-Klimm F: How to identify patients likely to benefit from care management programs?. Am J Manag Care. 2011, 17: 345-352.PubMed
7.
go back to reference Freund T, Wensing M, Geissler S, Peters-Klimm F, Mahler C, Boyd CM, Szecsenyi J: Primary care physicians’ experiences with case finding for practice-based care management. Am J Manag Care. 2012, 18: e155-e161.PubMedPubMedCentral Freund T, Wensing M, Geissler S, Peters-Klimm F, Mahler C, Boyd CM, Szecsenyi J: Primary care physicians’ experiences with case finding for practice-based care management. Am J Manag Care. 2012, 18: e155-e161.PubMedPubMedCentral
8.
go back to reference Freund T, Wensing M, Mahler C, Gensichen J, Erler A, Beyer M, Gerlach FM, Szecsenyi J, Peters-Klimm F: Development of a primary care-based complex care management intervention for chronically ill patients at high risk for hospitalization: a study protocol. Implement Sci. 2010, 5: 70-10.1186/1748-5908-5-70.CrossRefPubMedPubMedCentral Freund T, Wensing M, Mahler C, Gensichen J, Erler A, Beyer M, Gerlach FM, Szecsenyi J, Peters-Klimm F: Development of a primary care-based complex care management intervention for chronically ill patients at high risk for hospitalization: a study protocol. Implement Sci. 2010, 5: 70-10.1186/1748-5908-5-70.CrossRefPubMedPubMedCentral
9.
go back to reference Haupt C, Guenster C: Statistical risk models: applicability for the optimization of patient care. Monitor Versorgungsforschung. 2013, 1: 36-39. Haupt C, Guenster C: Statistical risk models: applicability for the optimization of patient care. Monitor Versorgungsforschung. 2013, 1: 36-39.
10.
go back to reference Ash AS, Ellis RP, Pope GC, Ayanian JZ, Bates DW, Burstin H, Iezzoni LI, MacKay E, Yu W: Using diagnoses to describe populations and predict costs. Health Care Finance Rev. 2000, 21: 7-28. Ash AS, Ellis RP, Pope GC, Ayanian JZ, Bates DW, Burstin H, Iezzoni LI, MacKay E, Yu W: Using diagnoses to describe populations and predict costs. Health Care Finance Rev. 2000, 21: 7-28.
11.
go back to reference Freund T, Peters-Klimm F, Rochon J, Mahler C, Gensichen J, Erler A, Beyer M, Baldauf A, Gerlach FM, Szecsenyi J: Primary care practice-based care management for chronically ill patients (PraCMan): study protocol for a cluster randomized controlled trial [ISRCTN56104508]. Trials. 2011, 12: 163-10.1186/1745-6215-12-163. 10.1186/1745-6215-12-163CrossRefPubMedPubMedCentral Freund T, Peters-Klimm F, Rochon J, Mahler C, Gensichen J, Erler A, Beyer M, Baldauf A, Gerlach FM, Szecsenyi J: Primary care practice-based care management for chronically ill patients (PraCMan): study protocol for a cluster randomized controlled trial [ISRCTN56104508]. Trials. 2011, 12: 163-10.1186/1745-6215-12-163. 10.1186/1745-6215-12-163CrossRefPubMedPubMedCentral
13.
go back to reference Venables WN, Ripley BD: Modern applied statistics with S. 2002, New York, NY: SpringerCrossRef Venables WN, Ripley BD: Modern applied statistics with S. 2002, New York, NY: SpringerCrossRef
14.
go back to reference Kansagara D, Englander H, Salanitro A, Kagen D, Theobald C, Freeman M, Kripalani S: Risk prediction models for hospital readmission: a systematic review. JAMA. 2011, 306: 1688-1698. 10.1001/jama.2011.1515.CrossRefPubMedPubMedCentral Kansagara D, Englander H, Salanitro A, Kagen D, Theobald C, Freeman M, Kripalani S: Risk prediction models for hospital readmission: a systematic review. JAMA. 2011, 306: 1688-1698. 10.1001/jama.2011.1515.CrossRefPubMedPubMedCentral
15.
go back to reference Freund T, Campbell S, Geißler S, Kunz CU, Mahler C, Peters-Klimm F, Szecsenyi J: Strategies for reducing potentially avoidable hospitalizations for ambulatory care sensitive conditions. Ann Fam Med. 2013, 11 (4): 363-370. 10.1370/afm.1498.CrossRefPubMedPubMedCentral Freund T, Campbell S, Geißler S, Kunz CU, Mahler C, Peters-Klimm F, Szecsenyi J: Strategies for reducing potentially avoidable hospitalizations for ambulatory care sensitive conditions. Ann Fam Med. 2013, 11 (4): 363-370. 10.1370/afm.1498.CrossRefPubMedPubMedCentral
16.
go back to reference Sylvia ML, Shadmi E, Hsiao CJ, Boyd CM, Schuster AB, Boult C: Clinical features of high-risk older persons identified by predictive modeling. Dis Manag. 2006, 9: 56-62. 10.1089/dis.2006.9.56.CrossRefPubMed Sylvia ML, Shadmi E, Hsiao CJ, Boyd CM, Schuster AB, Boult C: Clinical features of high-risk older persons identified by predictive modeling. Dis Manag. 2006, 9: 56-62. 10.1089/dis.2006.9.56.CrossRefPubMed
17.
go back to reference Feigenbaum P, Neuwirth E, Trowbridge L, Teplitsky S, Barnes CA, Fireman E, Dorman J, Bellows J: Factors contributing to all-cause 30-day readmissions: a structured case series across 18 hospitals. Med Care. 2012, 50: 599-605. 10.1097/MLR.0b013e318249ce72.CrossRefPubMed Feigenbaum P, Neuwirth E, Trowbridge L, Teplitsky S, Barnes CA, Fireman E, Dorman J, Bellows J: Factors contributing to all-cause 30-day readmissions: a structured case series across 18 hospitals. Med Care. 2012, 50: 599-605. 10.1097/MLR.0b013e318249ce72.CrossRefPubMed
18.
go back to reference Inouye SK, Zhang Y, Jones RN, Shi P, Cupples LA, Calderon HN, Marcantonio ER: Risk factors for hospitalization among community-dwelling primary care older patients: development and validation of a predictive model. Med Care. 2008, 46: 726-731. 10.1097/MLR.0b013e3181649426.CrossRefPubMedPubMedCentral Inouye SK, Zhang Y, Jones RN, Shi P, Cupples LA, Calderon HN, Marcantonio ER: Risk factors for hospitalization among community-dwelling primary care older patients: development and validation of a predictive model. Med Care. 2008, 46: 726-731. 10.1097/MLR.0b013e3181649426.CrossRefPubMedPubMedCentral
Metadata
Title
Comparison of physician referral and insurance claims data-based risk prediction as approaches to identify patients for care management in primary care: an observational study
Authors
Tobias Freund
Matthias Gondan
Justine Rochon
Frank Peters-Klimm
Stephen Campbell
Michel Wensing
Joachim Szecsenyi
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Primary Care / Issue 1/2013
Electronic ISSN: 2731-4553
DOI
https://doi.org/10.1186/1471-2296-14-157

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