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Published in: BMC Health Services Research 1/2014

Open Access 01-12-2014 | Research article

Physicians’ knowledge, beliefs, and use of race and human genetic variation: new measures and insights

Authors: Vence L Bonham, Sherrill L Sellers, Sam Woolford

Published in: BMC Health Services Research | Issue 1/2014

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Abstract

Background

Understanding physician perspectives on the intersection of race and genomics in clinical decision making is critical as personalized medicine and genomics become more integrated in health care services. There is a paucity of literature in the United States of America (USA) and globally regarding how health care providers understand and use information about race, ethnicity and genetic variation in their clinical decision making. This paper describes the development of three scales related to addressing this gap in the literature: the Bonham and Sellers Genetic Variation Knowledge Assessment Index--GKAI, Health Professionals Beliefs about Race—HPBR, and Racial Attributes in Clinical Evaluation—RACE scales.

Methods

A cross-sectional, web survey of a national random sample of general internists in the USA (N = 787) was conducted. Confirmatory factor analysis was used to assess the construct validity of the scales. Scale items were developed through focus groups, cognitive interviews, expert advisory panels, and exploratory factor analysis of pilot data.

Results

GKAI was measured as a count of correct answers (Mean = 3.28 SD = 1.17). HPBR yielded two domains: beliefs about race as a biological phenomenon (HPBR-BD, alpha = .69, 4 items) and beliefs about the clinical value of race and genetic variation for understanding risk for disease (HPBR-CD alpha = .61, 3 items). RACE yielded one factor (alpha = .86, 7 items).

Conclusions

GKAI is a timely knowledge scale that can be used to assess health professional knowledge of race and human genetic variation. HPBR is a promising new tool for assessing health professionals’ beliefs about the role of race and its relationship with human genetic variation in clinical practice. RACE offers a valid and reliable tool for assessing explicit use of racial attributes in clinical decision making.
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Literature
1.
go back to reference Bamshad M: Genetic influences on health: does race matter?. JAMA. 2005, 294: 937-946. 10.1001/jama.294.8.937.CrossRefPubMed Bamshad M: Genetic influences on health: does race matter?. JAMA. 2005, 294: 937-946. 10.1001/jama.294.8.937.CrossRefPubMed
2.
go back to reference Bliss C: Race Decoded, The Genomic Fight for Social Justice. 2012, Stanford: Stanford University Press Bliss C: Race Decoded, The Genomic Fight for Social Justice. 2012, Stanford: Stanford University Press
3.
go back to reference Knerr S, Wayman D, Bonham VL: Inclusion of racial and ethnic minorities in genetic research: advance the spirit by changing the rules?. J Law Med Ethics. 2011, 39: 503-512.CrossRef Knerr S, Wayman D, Bonham VL: Inclusion of racial and ethnic minorities in genetic research: advance the spirit by changing the rules?. J Law Med Ethics. 2011, 39: 503-512.CrossRef
4.
go back to reference Fujimua JH, Rajagopalan R: Different differences: the use of ‘genetic ancestry’ versus race in biomedical human genetic research. Soc Stud Sci. 2011, 41: 5-30. 10.1177/0306312710379170.CrossRef Fujimua JH, Rajagopalan R: Different differences: the use of ‘genetic ancestry’ versus race in biomedical human genetic research. Soc Stud Sci. 2011, 41: 5-30. 10.1177/0306312710379170.CrossRef
5.
go back to reference Hunt LM, Megyesi MS: The ambiguous meanings of the racial/ethnic categories routinely used in human genetics research. Soc Sci Med. 2008, 66 (2): 349-361. 10.1016/j.socscimed.2007.08.034.CrossRefPubMed Hunt LM, Megyesi MS: The ambiguous meanings of the racial/ethnic categories routinely used in human genetics research. Soc Sci Med. 2008, 66 (2): 349-361. 10.1016/j.socscimed.2007.08.034.CrossRefPubMed
6.
go back to reference Shim JK: “Constructing ‘race’ across the science-lay divide: racial formation in the epidemiology and experience of cardiovascular disease. Soc Stud Sci. 2005, 35: 405-436. 10.1177/0306312705052105.CrossRef Shim JK: “Constructing ‘race’ across the science-lay divide: racial formation in the epidemiology and experience of cardiovascular disease. Soc Stud Sci. 2005, 35: 405-436. 10.1177/0306312705052105.CrossRef
7.
go back to reference Duster T: Social diversity in humans: implications and hidden consequences for biological research. Cold Spring Harb Perspect Biol. 2014, 6: a008482-10.1101/cshperspect.a008482.CrossRefPubMedPubMedCentral Duster T: Social diversity in humans: implications and hidden consequences for biological research. Cold Spring Harb Perspect Biol. 2014, 6: a008482-10.1101/cshperspect.a008482.CrossRefPubMedPubMedCentral
8.
go back to reference Barr DA: The practitioner’s dilemma: can we use a patient’s race to predict genetics, ancestry, and the expected outcomes of treatment?. Ann Intern Med. 2005, 143: 809-815. 10.7326/0003-4819-143-11-200512060-00009.CrossRefPubMed Barr DA: The practitioner’s dilemma: can we use a patient’s race to predict genetics, ancestry, and the expected outcomes of treatment?. Ann Intern Med. 2005, 143: 809-815. 10.7326/0003-4819-143-11-200512060-00009.CrossRefPubMed
9.
go back to reference Rotimi CN, Jorde LB: Ancestry and disease in the age of genomic medicine. N Engl J Med. 2010, 363: 1551-1558. 10.1056/NEJMra0911564.CrossRefPubMed Rotimi CN, Jorde LB: Ancestry and disease in the age of genomic medicine. N Engl J Med. 2010, 363: 1551-1558. 10.1056/NEJMra0911564.CrossRefPubMed
10.
go back to reference Collins FS: What we do and don’t know about ‘race’, ‘ethnicity’, genetics and health at the dawn of the genome era. Nat Genet. 2004, 36 (Suppl 11): S13-S15.CrossRefPubMed Collins FS: What we do and don’t know about ‘race’, ‘ethnicity’, genetics and health at the dawn of the genome era. Nat Genet. 2004, 36 (Suppl 11): S13-S15.CrossRefPubMed
11.
go back to reference Tang H, Quertermous T, Rodriguez B, Kardia SL, Zhu X, Brown A, Pankow JS, Province MA, Hunt SC, Boerwinkle E, Schork NJ, Risch NJ: Genetic structure, self-identified race/ethnicity, and confounding in case–control association studies. Am J Hum Genet. 2005, 76: 268-275. 10.1086/427888.CrossRefPubMed Tang H, Quertermous T, Rodriguez B, Kardia SL, Zhu X, Brown A, Pankow JS, Province MA, Hunt SC, Boerwinkle E, Schork NJ, Risch NJ: Genetic structure, self-identified race/ethnicity, and confounding in case–control association studies. Am J Hum Genet. 2005, 76: 268-275. 10.1086/427888.CrossRefPubMed
12.
go back to reference Zakharia F, Basu A, Absher D, Assimes TL, Go AS, Hlatky MA, Iribarren C, Knowles JW, Li J, Narasimhan B, Sidney S, Southwick A, Myers RM, Quertermous T, Risch N, Tang H: Characterizing the admixed African ancestry of African Americans. Genome Biol. 2009, 10: R141-10.1186/gb-2009-10-12-r141.CrossRefPubMedPubMedCentral Zakharia F, Basu A, Absher D, Assimes TL, Go AS, Hlatky MA, Iribarren C, Knowles JW, Li J, Narasimhan B, Sidney S, Southwick A, Myers RM, Quertermous T, Risch N, Tang H: Characterizing the admixed African ancestry of African Americans. Genome Biol. 2009, 10: R141-10.1186/gb-2009-10-12-r141.CrossRefPubMedPubMedCentral
13.
go back to reference Braun L, Fausto-Sterling A, Fullwiley D, Hammonds EM, Nelson A, Quivers W, Reverby SM, Shields AE: Racial categories in medical practice: how useful are they?. PLoS Med. 2007, 4: e271-10.1371/journal.pmed.0040271.CrossRefPubMedPubMedCentral Braun L, Fausto-Sterling A, Fullwiley D, Hammonds EM, Nelson A, Quivers W, Reverby SM, Shields AE: Racial categories in medical practice: how useful are they?. PLoS Med. 2007, 4: e271-10.1371/journal.pmed.0040271.CrossRefPubMedPubMedCentral
14.
go back to reference Burchard EG, Ziv E, Coyle N, Gomez SL, Tang H, Karter AJ, Mountain JL, Perez-Stable EJ, Sheppard D, Risch N: The importance of race and ethnic background in biomedical research and clinical practice. N Engl J Med. 2003, 348: 1170-1175. 10.1056/NEJMsb025007.CrossRefPubMed Burchard EG, Ziv E, Coyle N, Gomez SL, Tang H, Karter AJ, Mountain JL, Perez-Stable EJ, Sheppard D, Risch N: The importance of race and ethnic background in biomedical research and clinical practice. N Engl J Med. 2003, 348: 1170-1175. 10.1056/NEJMsb025007.CrossRefPubMed
15.
go back to reference Cohn JN: The use of race and ethnicity in medicine: lessons from the African-American Heart Failure Trial. J Law Med Ethics. 2006, 34: 552-554. 10.1111/j.1748-720X.2006.00068.x. 480CrossRefPubMed Cohn JN: The use of race and ethnicity in medicine: lessons from the African-American Heart Failure Trial. J Law Med Ethics. 2006, 34: 552-554. 10.1111/j.1748-720X.2006.00068.x. 480CrossRefPubMed
16.
go back to reference Cooper RS, Kaufman JS, Ward R: Race and genomics. N Engl J Med. 2003, 348: 1166-1170. 10.1056/NEJMsb022863.CrossRefPubMed Cooper RS, Kaufman JS, Ward R: Race and genomics. N Engl J Med. 2003, 348: 1166-1170. 10.1056/NEJMsb022863.CrossRefPubMed
17.
go back to reference Williams DR, Sternthal M: Understanding racial-ethnic disparities in health: sociological contributions. J Health Soc Behav. 2010, 51 (Suppl 1): S15-S27.CrossRefPubMedPubMedCentral Williams DR, Sternthal M: Understanding racial-ethnic disparities in health: sociological contributions. J Health Soc Behav. 2010, 51 (Suppl 1): S15-S27.CrossRefPubMedPubMedCentral
18.
go back to reference van Ryn M, Burgess D, Malat J, Griffin J: Physicians’ perceptions of patients’ social and behavioral characteristics and race disparities in treatment recommendations for men with coronary artery disease. Am J Public Health. 2006, 96: 351-357. 10.2105/AJPH.2004.041806.CrossRefPubMedPubMedCentral van Ryn M, Burgess D, Malat J, Griffin J: Physicians’ perceptions of patients’ social and behavioral characteristics and race disparities in treatment recommendations for men with coronary artery disease. Am J Public Health. 2006, 96: 351-357. 10.2105/AJPH.2004.041806.CrossRefPubMedPubMedCentral
19.
go back to reference Braun L: Reifying human difference: the debate on genetics, race, and health. Int J Health Serv. 2006, 36: 557-573. 10.2190/8JAF-D8ED-8WPD-J9WH.CrossRefPubMed Braun L: Reifying human difference: the debate on genetics, race, and health. Int J Health Serv. 2006, 36: 557-573. 10.2190/8JAF-D8ED-8WPD-J9WH.CrossRefPubMed
20.
go back to reference Frank D, Gallagher TH, Sellers SL, Cooper LA, Price EG, Odunlami AO, Bonham VL: Primary care physicians’ attitudes regarding race-based therapies. J Gen Intern Med. 2010, 25: 384-389. 10.1007/s11606-009-1190-7.CrossRefPubMedPubMedCentral Frank D, Gallagher TH, Sellers SL, Cooper LA, Price EG, Odunlami AO, Bonham VL: Primary care physicians’ attitudes regarding race-based therapies. J Gen Intern Med. 2010, 25: 384-389. 10.1007/s11606-009-1190-7.CrossRefPubMedPubMedCentral
21.
go back to reference Burgess DJ, Van Ryn M, Crowley-Matoka M, Malat J: Understanding the provider contribution to race/ethnicity disparities in pain treatment: insights from dual process models of stereotyping. Pain Med. 2006, 7: 119-134. 10.1111/j.1526-4637.2006.00105.x.CrossRefPubMed Burgess DJ, Van Ryn M, Crowley-Matoka M, Malat J: Understanding the provider contribution to race/ethnicity disparities in pain treatment: insights from dual process models of stereotyping. Pain Med. 2006, 7: 119-134. 10.1111/j.1526-4637.2006.00105.x.CrossRefPubMed
22.
go back to reference Green AR, Carney DR, Pallin DJ, Ngo LH, Raymond KL, Iezzoni LI, Banaji MR: Implicit bias among physicians and its prediction of thrombolysis decisions for black and white patients. J Gen Intern Med. 2007, 22: 1231-1238. 10.1007/s11606-007-0258-5.CrossRefPubMedPubMedCentral Green AR, Carney DR, Pallin DJ, Ngo LH, Raymond KL, Iezzoni LI, Banaji MR: Implicit bias among physicians and its prediction of thrombolysis decisions for black and white patients. J Gen Intern Med. 2007, 22: 1231-1238. 10.1007/s11606-007-0258-5.CrossRefPubMedPubMedCentral
23.
go back to reference Haider AH, Sexton J, Sriram N, Cooper LA, Efron DT, Swoboda S, Villegas CV, Haut ER, Bonds M, Pronovost PJ, Lipsett PA, Freischlag JA, Cornwell EE: Association of unconscious race and social class bias with vignette-based clinical assessments by medical students. JAMA. 2011, 306: 942-951.PubMedPubMedCentral Haider AH, Sexton J, Sriram N, Cooper LA, Efron DT, Swoboda S, Villegas CV, Haut ER, Bonds M, Pronovost PJ, Lipsett PA, Freischlag JA, Cornwell EE: Association of unconscious race and social class bias with vignette-based clinical assessments by medical students. JAMA. 2011, 306: 942-951.PubMedPubMedCentral
24.
go back to reference Warshauer-Baker E, Bonham VL, Jenkins J, Stevens N, Page Z, Odunlami A, McBride CM: Family physicians’ beliefs about genetic contributions to racial/ethnic and gender differences in health and clinical decision-making. Community Genet. 2008, 11: 352-358.PubMedPubMedCentral Warshauer-Baker E, Bonham VL, Jenkins J, Stevens N, Page Z, Odunlami A, McBride CM: Family physicians’ beliefs about genetic contributions to racial/ethnic and gender differences in health and clinical decision-making. Community Genet. 2008, 11: 352-358.PubMedPubMedCentral
25.
go back to reference Ford CL, Airhihenbuwa CO: Critical Race Theory, race equity, and public health: toward antiracism praxis. Am J Public Health. 2010, 100 (Suppl 1): S30-S35.CrossRefPubMedPubMedCentral Ford CL, Airhihenbuwa CO: Critical Race Theory, race equity, and public health: toward antiracism praxis. Am J Public Health. 2010, 100 (Suppl 1): S30-S35.CrossRefPubMedPubMedCentral
26.
go back to reference van Ryn M, Fu SS: Paved with good intentions: do public health and human service providers contribute to racial/ethnic disparities in health?. Am J Public Health. 2003, 93: 248-255. 10.2105/AJPH.93.2.248.CrossRefPubMedPubMedCentral van Ryn M, Fu SS: Paved with good intentions: do public health and human service providers contribute to racial/ethnic disparities in health?. Am J Public Health. 2003, 93: 248-255. 10.2105/AJPH.93.2.248.CrossRefPubMedPubMedCentral
27.
go back to reference Walsh JM, McPhee SJ: A systems model of clinical preventive care: an analysis of factors influencing patient and physician. Health Educ Q. 1992, 19: 157-175. 10.1177/109019819201900202.CrossRefPubMed Walsh JM, McPhee SJ: A systems model of clinical preventive care: an analysis of factors influencing patient and physician. Health Educ Q. 1992, 19: 157-175. 10.1177/109019819201900202.CrossRefPubMed
28.
go back to reference Smedley BD, Stith AY, Nelson AR: Unequal Treatment: Confronting Racial and Ethnic Disparities in Health Care. 2003, Washington, DC: National Academies Press Smedley BD, Stith AY, Nelson AR: Unequal Treatment: Confronting Racial and Ethnic Disparities in Health Care. 2003, Washington, DC: National Academies Press
29.
go back to reference VanRyn M, Burke J: The effect of patient race and socioeconomic status on physicians’ perceptions of patients. Soc Sci Med. 2000, 50: 813-828. 10.1016/S0277-9536(99)00338-X.CrossRef VanRyn M, Burke J: The effect of patient race and socioeconomic status on physicians’ perceptions of patients. Soc Sci Med. 2000, 50: 813-828. 10.1016/S0277-9536(99)00338-X.CrossRef
30.
go back to reference Johnson RL, Roter D, Powe NR, Cooper LA: Patient race/ethnicity and quality of patient-physicians communication during medical visits. Am J Public Health. 2004, 94: 2084-2090. 10.2105/AJPH.94.12.2084.CrossRefPubMedPubMedCentral Johnson RL, Roter D, Powe NR, Cooper LA: Patient race/ethnicity and quality of patient-physicians communication during medical visits. Am J Public Health. 2004, 94: 2084-2090. 10.2105/AJPH.94.12.2084.CrossRefPubMedPubMedCentral
31.
go back to reference Sabin JA, Rivara FP, Greenwald AG: Physician implicit attitudes and stereotypes about race and quality of medical care. Med Care. 2008, 46: 678-685. 10.1097/MLR.0b013e3181653d58.CrossRefPubMed Sabin JA, Rivara FP, Greenwald AG: Physician implicit attitudes and stereotypes about race and quality of medical care. Med Care. 2008, 46: 678-685. 10.1097/MLR.0b013e3181653d58.CrossRefPubMed
32.
go back to reference Dovido JF, Gaertner SL, Dovido JF, Gaertner SL: Aversive racism and selection decisions: 1988 and 1989. Psychol Sci. 2000, 11: 315-319. 10.1111/1467-9280.00262.CrossRef Dovido JF, Gaertner SL, Dovido JF, Gaertner SL: Aversive racism and selection decisions: 1988 and 1989. Psychol Sci. 2000, 11: 315-319. 10.1111/1467-9280.00262.CrossRef
33.
go back to reference Tversky A, Kaheman D: Judgment under uncertainty: heuristics and biases. Science. 1974, 185: 1124-1131. 10.1126/science.185.4157.1124.CrossRefPubMed Tversky A, Kaheman D: Judgment under uncertainty: heuristics and biases. Science. 1974, 185: 1124-1131. 10.1126/science.185.4157.1124.CrossRefPubMed
34.
go back to reference Coop-Patrick L, Gallo JJ, Gonzales JJ, Vu HT, Powe NR, Nelson C, Ford DE: Race, gender, and partnership in the patient-physician relationship. JAMA. 1999, 282: 583-589. 10.1001/jama.282.6.583.CrossRef Coop-Patrick L, Gallo JJ, Gonzales JJ, Vu HT, Powe NR, Nelson C, Ford DE: Race, gender, and partnership in the patient-physician relationship. JAMA. 1999, 282: 583-589. 10.1001/jama.282.6.583.CrossRef
35.
go back to reference Rotimi CN, Jorde LB: Ancestry and disease in the age of genomic medicine. N Engl J M. 2012, 363: 1551-1558. Rotimi CN, Jorde LB: Ancestry and disease in the age of genomic medicine. N Engl J M. 2012, 363: 1551-1558.
36.
go back to reference The National Academies: Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease. 2011, Washington, D.C: National Academies Press The National Academies: Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease. 2011, Washington, D.C: National Academies Press
37.
go back to reference Cunningham BA, Bonham VL, Sellers SL, Yeh HC, Cooper LA: Physicians’ anxiety Due to uncertainty and Use in medical decision-making. Med Care. 2014, 52: 728-733. 10.1097/MLR.0000000000000157.CrossRefPubMedPubMedCentral Cunningham BA, Bonham VL, Sellers SL, Yeh HC, Cooper LA: Physicians’ anxiety Due to uncertainty and Use in medical decision-making. Med Care. 2014, 52: 728-733. 10.1097/MLR.0000000000000157.CrossRefPubMedPubMedCentral
38.
go back to reference Bonham VL, Sellers SL, Gallagher TH, Frank D, Odunlami AO, Price EG, Cooper LA: Physicians’ attitudes toward race, genetics, and clinical medicine. Genet Med. 2009, 11: 279-286. 10.1097/GIM.0b013e318195aaf4.CrossRefPubMedPubMedCentral Bonham VL, Sellers SL, Gallagher TH, Frank D, Odunlami AO, Price EG, Cooper LA: Physicians’ attitudes toward race, genetics, and clinical medicine. Genet Med. 2009, 11: 279-286. 10.1097/GIM.0b013e318195aaf4.CrossRefPubMedPubMedCentral
39.
go back to reference Snipes SA, Sellers SL, Tafawa AO, Cooper LA, Fields JC, Bonham VL: Is race medically relevant? A qualitative study of physicians’ attitudes about the role of race in treatment decision-making. BMC Health Serv Res. 2011, 11: 183-10.1186/1472-6963-11-183.CrossRefPubMedPubMedCentral Snipes SA, Sellers SL, Tafawa AO, Cooper LA, Fields JC, Bonham VL: Is race medically relevant? A qualitative study of physicians’ attitudes about the role of race in treatment decision-making. BMC Health Serv Res. 2011, 11: 183-10.1186/1472-6963-11-183.CrossRefPubMedPubMedCentral
40.
go back to reference Smart D: Physician Characteristics and Distribution in the US. 2010, Chicago: American Medical Association Press Smart D: Physician Characteristics and Distribution in the US. 2010, Chicago: American Medical Association Press
41.
go back to reference Hair JF, Black WC, Babin BJ, Anderson RE: Multivariate Data Analysis. 2010, Prentice Hall: Upper Saddle River Hair JF, Black WC, Babin BJ, Anderson RE: Multivariate Data Analysis. 2010, Prentice Hall: Upper Saddle River
43.
go back to reference Weisse CS, Sorum PC, Sanders KN, Syat BL: Do gender and race affect decisions about pain management?. J Gen Intern Med. 2001, 16: 211-217. 10.1046/j.1525-1497.2001.016004211.x.CrossRefPubMedPubMedCentral Weisse CS, Sorum PC, Sanders KN, Syat BL: Do gender and race affect decisions about pain management?. J Gen Intern Med. 2001, 16: 211-217. 10.1046/j.1525-1497.2001.016004211.x.CrossRefPubMedPubMedCentral
44.
go back to reference Beach MC, Price EG, Gary TL, Robinson KA, Gozu A, Palacio A, Smarth C, Jenckes MW, Feuerstein C, Bass EB, Powe NR, Cooper LA: Cultural competence: a systematic review of health care provider educational interventions. Med Care. 2005, 43: 356-373. 10.1097/01.mlr.0000156861.58905.96.CrossRefPubMedPubMedCentral Beach MC, Price EG, Gary TL, Robinson KA, Gozu A, Palacio A, Smarth C, Jenckes MW, Feuerstein C, Bass EB, Powe NR, Cooper LA: Cultural competence: a systematic review of health care provider educational interventions. Med Care. 2005, 43: 356-373. 10.1097/01.mlr.0000156861.58905.96.CrossRefPubMedPubMedCentral
45.
go back to reference Dillman DA: Mail and Internet Surveys: The Tailored Design Method. 2000, New York: Wiley Dillman DA: Mail and Internet Surveys: The Tailored Design Method. 2000, New York: Wiley
46.
go back to reference Bussey-Jones J, Henderson G, Garrett J, Moloney M, Blumenthal C, Corbie-Smith G: Asking the right questions: views on genetic variation research among Black and White research particpants. J Gen Intern Med. 2008, 24: 299-304.CrossRefPubMedPubMedCentral Bussey-Jones J, Henderson G, Garrett J, Moloney M, Blumenthal C, Corbie-Smith G: Asking the right questions: views on genetic variation research among Black and White research particpants. J Gen Intern Med. 2008, 24: 299-304.CrossRefPubMedPubMedCentral
Metadata
Title
Physicians’ knowledge, beliefs, and use of race and human genetic variation: new measures and insights
Authors
Vence L Bonham
Sherrill L Sellers
Sam Woolford
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2014
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-14-456

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