Skip to main content
Top
Published in: BMC Health Services Research 1/2013

Open Access 01-12-2013 | Research article

Patient mobility for cardiac problems: a risk-adjusted analysis in Italy

Authors: Gabriele Messina, Silvia Forni, Francesca Collini, Cecilia Quercioli, Nicola Nante

Published in: BMC Health Services Research | Issue 1/2013

Login to get access

Abstract

Background

The Italian National Health System was revised in the last 20 years, introducing new elements such as efficacy, efficiency and competitiveness. Devolution to regional authorities has created a quasi-market system where patients can choose the hospital in which to be treated. Patient mobility therefore becomes an indicator of perceived hospital quality and of financial flows between the regions of Italy. Previous studies analyzed patient mobility in general or by specific disease/diagnosis-related groups but there is a lack of research on the influence of severity of patient condition. The aim of the study was to describe patient mobility, crude and stratified by disease severity, in cardiac surgery units of three health areas (HAs) in Tuscany (Italy).

Methods

In this retrospective observational study, data was gathered from hospital discharge records obtained from the Tuscan Regional Health Agency, Italy. The three HAs (HA1, HA2, HA3) recorded 25,017 planned hospitalizations in cardiac surgery units in the period 2001–2007. Patients were stratified in four All Patient Refined Diagnosis Related Group (APR-DRG) severity levels. Gandy’s nomogram was used to describe how HAs met health care demand and their capacity to attract patients. Cuzick’s test was used to identify significant differences in time trends.

Results

Raw data showed that the HAs met their own local health care demand. Stratifying by APR-DRG severity, it emerged that capacity to meet local demand remained unchanged for zero-to-minor severity levels, but one HA was less able to meet demand for moderate severity levels or to attract patients from other HAs and Regions of Italy. In fact, HA3 showed a decrease in admissions of local residents.

Conclusions

The study highlights important differences between the three HAs that were only revealed by severity stratification: unlike HA3, HA1 and HA2 seemed able to deal with local demand, even after severity stratification. Planners and researchers can benefit from risk stratification data, which provides more elements for correct comparisons and interventions. In the context of patient mobility, the present study is a step in that direction.
Appendix
Available only for authorised users
Literature
1.
go back to reference Donabedian A: Evaluating the quality of medical care. Milbank Q. 1966, 44 (3): 166-206.CrossRef Donabedian A: Evaluating the quality of medical care. Milbank Q. 1966, 44 (3): 166-206.CrossRef
2.
go back to reference Glinos IA, Baeten R, Helble M, Maarse H: A typology of cross-border patient mobility. Health Place. 2010, 16 (6): 1145-1155. 10.1016/j.healthplace.2010.08.001.CrossRefPubMed Glinos IA, Baeten R, Helble M, Maarse H: A typology of cross-border patient mobility. Health Place. 2010, 16 (6): 1145-1155. 10.1016/j.healthplace.2010.08.001.CrossRefPubMed
3.
go back to reference Lako CJ, Rosenau P: Demand-driven care and hospital choice. Dutch health policy toward demand-driven care: results from a survey into hospital choice. Health Care Anal. 2009, 17 (1): 20-35. 10.1007/s10728-008-0093-9.CrossRefPubMed Lako CJ, Rosenau P: Demand-driven care and hospital choice. Dutch health policy toward demand-driven care: results from a survey into hospital choice. Health Care Anal. 2009, 17 (1): 20-35. 10.1007/s10728-008-0093-9.CrossRefPubMed
4.
go back to reference Victoor A, Delnoij DM, Friele RD, Rademakers JJ: Determinants of patient choice of healthcare providers: a scoping review. BMC Health Serv Res. 2012, 12: 272-10.1186/1472-6963-12-272.CrossRefPubMedPubMedCentral Victoor A, Delnoij DM, Friele RD, Rademakers JJ: Determinants of patient choice of healthcare providers: a scoping review. BMC Health Serv Res. 2012, 12: 272-10.1186/1472-6963-12-272.CrossRefPubMedPubMedCentral
5.
go back to reference Messina G, Vigiani N, Lispi L, Nante N: Patient migration among the Italian regions 2003. Italian Journal Of Public Health. 2008, 5 (1): 45-52. Messina G, Vigiani N, Lispi L, Nante N: Patient migration among the Italian regions 2003. Italian Journal Of Public Health. 2008, 5 (1): 45-52.
6.
go back to reference Hermans HE: Cross-border health care in the European Union: recent legal implications of 'Decker and Kohll'. J Eval Clin Pract. 2000, 6 (4): 431-439. 10.1046/j.1365-2753.2000.00250.x.CrossRefPubMed Hermans HE: Cross-border health care in the European Union: recent legal implications of 'Decker and Kohll'. J Eval Clin Pract. 2000, 6 (4): 431-439. 10.1046/j.1365-2753.2000.00250.x.CrossRefPubMed
8.
go back to reference Sunol R, Garel P, Jacquerye A: Cross-border care and healthcare quality improvement in Europe: the MARQuIS research project. Qual Saf Health Care. 2009, 18 (Suppl 1): i3-i7. 10.1136/qshc.2008.029678.CrossRefPubMedPubMedCentral Sunol R, Garel P, Jacquerye A: Cross-border care and healthcare quality improvement in Europe: the MARQuIS research project. Qual Saf Health Care. 2009, 18 (Suppl 1): i3-i7. 10.1136/qshc.2008.029678.CrossRefPubMedPubMedCentral
9.
go back to reference Sofaer S, Crofton C, Goldstein E, Hoy E, Crabb J: What do consumers want to know about the quality of care in hospitals?. Health Serv Res. 2005, 40 (6 Pt 2): 2018-2036.CrossRefPubMedPubMedCentral Sofaer S, Crofton C, Goldstein E, Hoy E, Crabb J: What do consumers want to know about the quality of care in hospitals?. Health Serv Res. 2005, 40 (6 Pt 2): 2018-2036.CrossRefPubMedPubMedCentral
10.
go back to reference Burns LR, Wholey DR: The impact of physician characteristics in conditional choice models for hospital care. J Health Econ. 1992, 11 (1): 43-62. 10.1016/0167-6296(92)90024-U.CrossRefPubMed Burns LR, Wholey DR: The impact of physician characteristics in conditional choice models for hospital care. J Health Econ. 1992, 11 (1): 43-62. 10.1016/0167-6296(92)90024-U.CrossRefPubMed
11.
go back to reference Schauffler HH, Mordavsky JK: Consumer reports in health care: do they make a difference?. Annu Rev Public Health. 2001, 22: 69-89. 10.1146/annurev.publhealth.22.1.69.CrossRefPubMed Schauffler HH, Mordavsky JK: Consumer reports in health care: do they make a difference?. Annu Rev Public Health. 2001, 22: 69-89. 10.1146/annurev.publhealth.22.1.69.CrossRefPubMed
12.
go back to reference Luft HS, Garnick DW, Mark DH, Peltzman DJ, Phibbs CS, Lichtenberg E, McPhee SJ: Does quality influence choice of hospital?. JAMA. 1990, 263 (21): 2899-2906. 10.1001/jama.1990.03440210049031.CrossRefPubMed Luft HS, Garnick DW, Mark DH, Peltzman DJ, Phibbs CS, Lichtenberg E, McPhee SJ: Does quality influence choice of hospital?. JAMA. 1990, 263 (21): 2899-2906. 10.1001/jama.1990.03440210049031.CrossRefPubMed
13.
go back to reference Magdalene R, Martin MK, Rita B: Patient Mobility in the European Union. Learning from experience. 2006, Trowbridge: The Cromwell Press Magdalene R, Martin MK, Rita B: Patient Mobility in the European Union. Learning from experience. 2006, Trowbridge: The Cromwell Press
14.
go back to reference McKee M, Belcher P: Cross border health care in Europe. BMJ. 2008, 337: a610-10.1136/bmj.39398.456493.80.CrossRefPubMed McKee M, Belcher P: Cross border health care in Europe. BMJ. 2008, 337: a610-10.1136/bmj.39398.456493.80.CrossRefPubMed
15.
go back to reference Vallejo P, Sunol R, Van Beek B, Lombarts MJ, Bruneau C, Vlcek F: Volume and diagnosis: an approach to cross-border care in eight European countries. Qual Saf Health Care. 2009, 18 (Suppl 1): i8-i14. 10.1136/qshc.2008.029553.CrossRefPubMedPubMedCentral Vallejo P, Sunol R, Van Beek B, Lombarts MJ, Bruneau C, Vlcek F: Volume and diagnosis: an approach to cross-border care in eight European countries. Qual Saf Health Care. 2009, 18 (Suppl 1): i8-i14. 10.1136/qshc.2008.029553.CrossRefPubMedPubMedCentral
16.
go back to reference Brouwer W, van Exel J, Hermans B, Stoop A: Should I stay or should I go? waiting lists and cross-border care in the netherlands. Health Policy. 2003, 63 (3): 289-298. 10.1016/S0168-8510(02)00120-3.CrossRefPubMed Brouwer W, van Exel J, Hermans B, Stoop A: Should I stay or should I go? waiting lists and cross-border care in the netherlands. Health Policy. 2003, 63 (3): 289-298. 10.1016/S0168-8510(02)00120-3.CrossRefPubMed
18.
go back to reference Glinos IA, Baeten R, Maarse H: Purchasing health services abroad: practices of cross-border contracting and patient mobility in six European countries. Health Policy. 2010, 95 (2–3): 103-112.CrossRefPubMed Glinos IA, Baeten R, Maarse H: Purchasing health services abroad: practices of cross-border contracting and patient mobility in six European countries. Health Policy. 2010, 95 (2–3): 103-112.CrossRefPubMed
19.
go back to reference Messina GG, Addari P, Macchi C, Nante N: Effect of hospital policies on patient mobility: Siennese experience. Ann Ig. 2005, 17 (4): 323-333.PubMed Messina GG, Addari P, Macchi C, Nante N: Effect of hospital policies on patient mobility: Siennese experience. Ann Ig. 2005, 17 (4): 323-333.PubMed
20.
go back to reference Moscone F, Tosetti E, Vittadini G: Social interaction in patients's hospital choice: evidence in Italy. J R Stat Soc. 2012, 175 (2): 453-472. 10.1111/j.1467-985X.2011.01008.x.CrossRef Moscone F, Tosetti E, Vittadini G: Social interaction in patients's hospital choice: evidence in Italy. J R Stat Soc. 2012, 175 (2): 453-472. 10.1111/j.1467-985X.2011.01008.x.CrossRef
21.
go back to reference Wallace SP, Mendez-Luck C, Castaneda X: Heading south: why Mexican immigrants in California seek health services in Mexico. Med Care. 2009, 47 (6): 662-669. 10.1097/MLR.0b013e318190cc95.CrossRefPubMedPubMedCentral Wallace SP, Mendez-Luck C, Castaneda X: Heading south: why Mexican immigrants in California seek health services in Mexico. Med Care. 2009, 47 (6): 662-669. 10.1097/MLR.0b013e318190cc95.CrossRefPubMedPubMedCentral
22.
go back to reference Merlet F, Senemaud B: Egg donation: regulation of the donation and the hidden face of the cross-border reproductive care. Gynecol Obstet Fertil. 2010, 38 (1): 36-44. 10.1016/j.gyobfe.2009.11.008.CrossRefPubMed Merlet F, Senemaud B: Egg donation: regulation of the donation and the hidden face of the cross-border reproductive care. Gynecol Obstet Fertil. 2010, 38 (1): 36-44. 10.1016/j.gyobfe.2009.11.008.CrossRefPubMed
23.
go back to reference Messina G, Lispi L, Vigiani N, Nante N: La mobilità ospedaliera per chemioterapia. Rapporto Osservasalute 2006. Stato di salute e qualità dell'assistenza sanitaria nelle regioni italiane. 2006, Milano: Prex S.p.a, 374-377. Messina G, Lispi L, Vigiani N, Nante N: La mobilità ospedaliera per chemioterapia. Rapporto Osservasalute 2006. Stato di salute e qualità dell'assistenza sanitaria nelle regioni italiane. 2006, Milano: Prex S.p.a, 374-377.
24.
go back to reference Tessier G, Contandriopoulos AP, Dionne G: Patient mobility for elective surgical interventions. Soc Sci Med. 1985, 20 (12): 1307-1312. 10.1016/0277-9536(85)90385-5.CrossRefPubMed Tessier G, Contandriopoulos AP, Dionne G: Patient mobility for elective surgical interventions. Soc Sci Med. 1985, 20 (12): 1307-1312. 10.1016/0277-9536(85)90385-5.CrossRefPubMed
25.
go back to reference Messina G, Lispi L, Vigiani N, Nante N: Valutazione della mobilità sanitaria per peso DRG. Rapporto Osservasalute 2007. Stato di salte e qualità dell'assistenza sanitaria nelle regioni italiane. 2007, Milano: Prex S.p.a, 506-509. Messina G, Lispi L, Vigiani N, Nante N: Valutazione della mobilità sanitaria per peso DRG. Rapporto Osservasalute 2007. Stato di salte e qualità dell'assistenza sanitaria nelle regioni italiane. 2007, Milano: Prex S.p.a, 506-509.
26.
go back to reference Messina G, Vigiani N, Lispi L, Granella P, Nante N: Impatto economico della mobilità sanitaria. Rapporto Osservasalute 2008. Stato di salute e qualità dell'assistenza nelle regioni italiane. 2008, Milano: Prex S.p.a, 460-463. Messina G, Vigiani N, Lispi L, Granella P, Nante N: Impatto economico della mobilità sanitaria. Rapporto Osservasalute 2008. Stato di salute e qualità dell'assistenza nelle regioni italiane. 2008, Milano: Prex S.p.a, 460-463.
27.
go back to reference Hannan EL, Kilburn H, O'Donnell JF, Lukacik G, Shields EP: Adult open heart surgery in New York State. An analysis of risk factors and hospital mortality rates. JAMA. 1990, 264 (21): 2768-2774. 10.1001/jama.1990.03450210068035.CrossRefPubMed Hannan EL, Kilburn H, O'Donnell JF, Lukacik G, Shields EP: Adult open heart surgery in New York State. An analysis of risk factors and hospital mortality rates. JAMA. 1990, 264 (21): 2768-2774. 10.1001/jama.1990.03450210068035.CrossRefPubMed
28.
go back to reference Collini F, Forni S, Rodella S: Indicatori di attività e qualità dell'assistenza in Cardiochirurgia - Rapporto 1997–2005. Indicatori di qualità dell'assistenza. 2007, Firenze: Agenzia Sanità Regione Toscana, 129-35 Collini F, Forni S, Rodella S: Indicatori di attività e qualità dell'assistenza in Cardiochirurgia - Rapporto 1997–2005. Indicatori di qualità dell'assistenza. 2007, Firenze: Agenzia Sanità Regione Toscana, 129-35
29.
go back to reference Donatini A, Rico A, Giusepppinad'Ambrosio M, LoScalzo A, Orzella L, Cicchetti A, Profili S: Italy. Health Systems in Transition. 2001, Copenhagen: European Observatory on Health Care Systems Donatini A, Rico A, Giusepppinad'Ambrosio M, LoScalzo A, Orzella L, Cicchetti A, Profili S: Italy. Health Systems in Transition. 2001, Copenhagen: European Observatory on Health Care Systems
30.
go back to reference Le Grand J, Bartlett W: Quasi-markets and Social Policy. 1993, Basingstoke: MacmillanCrossRef Le Grand J, Bartlett W: Quasi-markets and Social Policy. 1993, Basingstoke: MacmillanCrossRef
31.
go back to reference Manzoli L, Villari P, Boccia A: Epidemiologia e management in sanità-elementi di metodologia. 2008, Milano: Edi. Ermes Manzoli L, Villari P, Boccia A: Epidemiologia e management in sanità-elementi di metodologia. 2008, Milano: Edi. Ermes
32.
go back to reference 3M Health Information Systems: All Patient Refined Diagnosis Related Groups. Definition Manual Version 20.0. 2003, Wallingford CT. 3M Health Information Systems: All Patient Refined Diagnosis Related Groups. Definition Manual Version 20.0. 2003, Wallingford CT.
33.
go back to reference Ross M, Mullner EA: Encyclopedia of Health Services Research In Encyclopedia of Health Services Research. Edited by: Mullner RM. 2009, Thousand Oaks, California: Sage Publications, Inc, 1456-2 Ross M, Mullner EA: Encyclopedia of Health Services Research In Encyclopedia of Health Services Research. Edited by: Mullner RM. 2009, Thousand Oaks, California: Sage Publications, Inc, 1456-2
34.
go back to reference Gandy RJ: A graphical representation of the inter-relationship between districts. Hosp Health Serv Rev. 1979, 75 (2): 50-51.PubMed Gandy RJ: A graphical representation of the inter-relationship between districts. Hosp Health Serv Rev. 1979, 75 (2): 50-51.PubMed
35.
go back to reference Gandy RJ: The calculation of catchment populations within the national health service. The Statistician. 1981, 28 (1): 29-37.CrossRef Gandy RJ: The calculation of catchment populations within the national health service. The Statistician. 1981, 28 (1): 29-37.CrossRef
36.
go back to reference Gandy RJ: The calculation of catchment populations within the national health service-reprise (Forum). The Statistician. 1981, 30 (4): 297-302. Gandy RJ: The calculation of catchment populations within the national health service-reprise (Forum). The Statistician. 1981, 30 (4): 297-302.
37.
go back to reference Gandy RJ, Franci A, Gurrieri C, McClelland B: Demonstrating access to public services diagrammatically. Int J Publ Admin. 2011, 516-527. 34 Gandy RJ, Franci A, Gurrieri C, McClelland B: Demonstrating access to public services diagrammatically. Int J Publ Admin. 2011, 516-527. 34
38.
go back to reference Marchi M: Gli indicatori per l'analisi della attività ospedaliera. Salute e Territorio. 1987, 54: 60-64. Marchi M: Gli indicatori per l'analisi della attività ospedaliera. Salute e Territorio. 1987, 54: 60-64.
39.
40.
go back to reference Nante N, Ricciardi G, Farraj OA, Morgagni S, Siliquini R, Moirano F, Messina G, Sassi F: Hospital patient migration: analysis using an utility index. Public Health in Europe 10 Years EUPHA. Edited by: KG S-VGC. 2003, Berlin: Springer Berlin Heidelberg, 293-316. Nante N, Ricciardi G, Farraj OA, Morgagni S, Siliquini R, Moirano F, Messina G, Sassi F: Hospital patient migration: analysis using an utility index. Public Health in Europe 10 Years EUPHA. Edited by: KG S-VGC. 2003, Berlin: Springer Berlin Heidelberg, 293-316.
41.
go back to reference Edgman-Levitan S, Cleary PD: What information do consumers want and need?. Health Aff (Millwood). 1996, 15 (4): 42-56. 10.1377/hlthaff.15.4.42.CrossRef Edgman-Levitan S, Cleary PD: What information do consumers want and need?. Health Aff (Millwood). 1996, 15 (4): 42-56. 10.1377/hlthaff.15.4.42.CrossRef
42.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40 (5): 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40 (5): 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed
43.
go back to reference Deyo RA, Cherkin DC, Ciol MA: Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol. 1992, 45 (6): 613-619. 10.1016/0895-4356(92)90133-8.CrossRefPubMed Deyo RA, Cherkin DC, Ciol MA: Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol. 1992, 45 (6): 613-619. 10.1016/0895-4356(92)90133-8.CrossRefPubMed
44.
go back to reference Elixhauser A, Steiner C, Harris DR, Coffey RM: Comorbidity measures for use with administrative data. Med Care. 1998, 36 (1): 8-27. 10.1097/00005650-199801000-00004.CrossRefPubMed Elixhauser A, Steiner C, Harris DR, Coffey RM: Comorbidity measures for use with administrative data. Med Care. 1998, 36 (1): 8-27. 10.1097/00005650-199801000-00004.CrossRefPubMed
45.
go back to reference Southern DA, Quan H, Ghali WA: Comparison of the Elixhauser and Charlson/Deyo methods of comorbidity measurement in administrative data. Med Care. 2004, 42 (4): 355-360. 10.1097/01.mlr.0000118861.56848.ee.CrossRefPubMed Southern DA, Quan H, Ghali WA: Comparison of the Elixhauser and Charlson/Deyo methods of comorbidity measurement in administrative data. Med Care. 2004, 42 (4): 355-360. 10.1097/01.mlr.0000118861.56848.ee.CrossRefPubMed
46.
go back to reference Li B, Evans D, Faris P, Dean S, Quan H: Risk adjustment performance of Charlson and Elixhauser comorbidities in ICD-9 and ICD-10 administrative databases. BMC Health Serv Res. 2008, 8: 12-10.1186/1472-6963-8-12.CrossRefPubMedPubMedCentral Li B, Evans D, Faris P, Dean S, Quan H: Risk adjustment performance of Charlson and Elixhauser comorbidities in ICD-9 and ICD-10 administrative databases. BMC Health Serv Res. 2008, 8: 12-10.1186/1472-6963-8-12.CrossRefPubMedPubMedCentral
47.
go back to reference Mahon A, Whitehouse C, Wilkin D, Nocon A: Factors that influence general practitioners' choice of hospital when referring patients for elective surgery. Br J Gen Pract. 1993, 43 (372): 272-276.PubMedPubMedCentral Mahon A, Whitehouse C, Wilkin D, Nocon A: Factors that influence general practitioners' choice of hospital when referring patients for elective surgery. Br J Gen Pract. 1993, 43 (372): 272-276.PubMedPubMedCentral
48.
go back to reference Crotti N: I viaggi della speranza. Salute e Territorio. 1992, 80: 31-33. Crotti N: I viaggi della speranza. Salute e Territorio. 1992, 80: 31-33.
49.
go back to reference Balzi D, Geddes M, Lispi L: La “migrazione sanitaria” per tumore della mammella fra le regioni italiane. 2002, salute Md: Ministero della salute Balzi D, Geddes M, Lispi L: La “migrazione sanitaria” per tumore della mammella fra le regioni italiane. 2002, salute Md: Ministero della salute
50.
go back to reference Cislaghi C: Atlante toscano di geografia sanitaria. L'ospedalizzazione generale. 2005, Firenze: Toscana ARdS, Firenze Cislaghi C: Atlante toscano di geografia sanitaria. L'ospedalizzazione generale. 2005, Firenze: Toscana ARdS, Firenze
Metadata
Title
Patient mobility for cardiac problems: a risk-adjusted analysis in Italy
Authors
Gabriele Messina
Silvia Forni
Francesca Collini
Cecilia Quercioli
Nicola Nante
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2013
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-13-56

Other articles of this Issue 1/2013

BMC Health Services Research 1/2013 Go to the issue