Type II diabetes patients in primary care: Profiles of healthcare utilization obtained from observational data

BMC Health Services Research

Volumn 13, Issue 1, 2013, Pages

  Van Dijk, Christel E ^a   Hoekstra, Trynke ^b,c   Verheij, Robert A ^a   Twisk, Jos W R ^b,c   Groenewegen, Peter P ^a,d   Schellevis, François G ^a,c   De Bakker, Dinny H ^a,e  

^a NETHERLANDS INSTITUTE FOR HEALTH SERVICES RESEARCH   (Netherlands)

^b UNIVERSITY OF AMSTERDAM   (Netherlands)

^c VU UNIVERSITY MEDICAL CENTER   (Netherlands)

^d UTRECHT UNIVERSITY   (Netherlands)

^e TILBURG UNIVERSITY   (Netherlands)

Author keywords

Healthcare utilisation profiles; Latent Class Analyses; Primary care; Type II diabetes mellitus

Indexed keywords

ADOLESCENT; ADULT; AGED; ARTICLE; ECONOMICS; FEMALE; HEALTH SERVICE; HUMAN; MALE; MEDICAL AUDIT; MIDDLE AGED; NETHERLANDS; NON INSULIN DEPENDENT DIABETES MELLITUS; PRIMARY HEALTH CARE; QUALITATIVE RESEARCH; RETROSPECTIVE STUDY; STATISTICAL MODEL; UTILIZATION REVIEW;

ADOLESCENT; ADULT; AGED; DIABETES MELLITUS, TYPE 2; FEMALE; HEALTH SERVICES; HUMANS; LOGISTIC MODELS; MALE; MEDICAL AUDIT; MIDDLE AGED; NETHERLANDS; PRIMARY HEALTH CARE; QUALITATIVE RESEARCH; RETROSPECTIVE STUDIES; YOUNG ADULT;

MLCS; MLOWN;

EID: 84871730037     PISSN: None     EISSN: 14726963     Source Type: Journal    
DOI: 10.1186/1472-6963-13-7     Document Type: Article

References (30)

1. Global Prevalence of Diabetes: Estimates for the year 2000 and projections for 2030. Wild S, Roglic G, Green A, Sicree R, King H, Diabetes Care 2004 27 1047 1053 10.2337/diacare.27.5.1047 15111519 (Pubitemid 38579764)
2. Quality of life and diabetes. Rubin R, Peyrot M, Diabetes Metab Res Rev 1999 15 205 218 10.1002/(SICI)1520-7560(199905/06)15:3<205::AID-DMRR29>3. 0.CO;2-O 10441043 (Pubitemid 29359038)
3. A taxonomy for disease management: A scientific statement from the American Heart Association Disease Management Taxonomy Writing Group. Krumholz H, Currie P, Riegel B, Philips C, Peterson E, Smith R, Yancy C, Faxon D, Group AHADMTW, Circulation 2006 114 1432 1445 10.1161/CIRCULATIONAHA.106.177322 16952985 (Pubitemid 44454563)
4. Co-ordination and management of chronic conditions in Europe: the role of primary care-position paper of the European Forum for Primary Care. Gress S, Baan C, Calnan M, Dedeu T, Groenewegen P, Howson H, Maroy L, Nolte E, Redaèlli M, Saarelma O, Schmacke N, Schumacher K, Van Lente E, Vrijhoef B, Qual Prim Care 2009 17 75 86 19281678
5. A systematic review of diabetes disease management programs. Knight K, Badamgarav E, Henning J, Hasselblad V, Gano A jr, Ofman J, Weingarten S, Am J Manag Care 2005 11 242 250 15839184 (Pubitemid 40569747)
6. Chronic care management for patients with COPD: a critical review of available evidence. Lemmens K, Lemmens L, Boom J, Drewes H, Meeuwissen J, Steuten L, Vrijhoef H, Baan C, J Eval Clin Pract 2011 Epub ahead 10.1111/j.1365-2753.2011.01805.x
7. Nolte E, McKee M, Caring for people with chronic conditions: a health system perspective. Maidenhead/Berkshire McGraw Hill: Open University Press 2008
8. The business case for quality: case studies and an analysis. Leatherman S, Berwick D, Iles D, Lewin L, Davidoff F, Nolan T, Bisognano M, Health Aff 2003 22 17 30 10.1377/hlthaff.22.2.17 (Pubitemid 41399270)
9. Capitation, salary, fee-for-service and mixed systems of payment: effects on the behaviour of primary care physicians. Gosden T, Forland F, Kristiansen I, Sutton M, Leese B, Giuffrida A, Sergison M, Pedersen L, Cochrane Database Syst Rev 2000 D002215
10. Effects of financial incentives on medical practice: results from a systematic review of the literature and methodological issues. Chaix-Couturier C, Durand-Zaleski I, Jolly D, Durieux P, Int J Qual Health Care 2002 12 133 142 (Pubitemid 30262229)
11. Health care use by diabetic patients in the Netherlands: patterns and predicting factors. El Fakiri F, Foets M, Rijken M, Diabetes Res Clin Pract 2003 61 199 209 10.1016/S0168-8227(03)00116-5 12965110 (Pubitemid 37083514)
12. Healthcare use of individuals with diabetes in an employer-based insurance population. Laditka S, Mastanduno M, Laditka J, Arch Intern Med 2001 161 1301 1308 10.1001/archinte.161.10.1301 11371258 (Pubitemid 32679580)
13. A diabetes report card for the United States: Quality of care in the 1990s. Saaddine J, Engelgau M, Beckles G, Gregg E, Thompson T, Narayan K, Arch Intern Med 2002 136 565 574 (Pubitemid 34407040)
14. What part of the total care consumed by type 2 diabetes patients is directly related to diabetes? Implications for disease management programs. Van Dijk C, Verheij R, Swinkels I, Rijken M, Schellevis F, Groenewegen P, De Bakker D, Int J Integr Care 2011 11 140 22359520
15. Stirbu-Wagner I, Dorsman S, Visscher S, Davids R, Gravestein J, Abrahamse H, Van Althuis T, Jansen B, Schlief A, Tiersma W, Walk C, Wentink E, Wennekes L, Braspenning J, Korevaar J, Landelijk Informatienetwerk Huisartsenzorg Utrecht/Nijmegen: Feiten en cijfers over huisartsenzorg in Nederland 2010 http://www.linh.nl
16. Wood M, Lamberts H, International classification of primary care: prepared for the World Organisation of national colleges, academies and academic associations of general practitioners/family physicians (WONCA) by the ICPC Working Party New York, Tokyo: Oxford University Press 1987
17. World Health Organisation Collaborating Centre for Drug Statistics Methodology, Anatomical Therapeutic Chemical (ATC) classification index Oslo: WHO Collaboration Centre for Drug Statistics Methodology 1996
18. Nederlandse Diabetes Federatie, NDF zorgstandaard transparantie en kwaliteit van diabeteszorg voor mensen met diabetes type II [NDF-healthcare standard transparency and quality of diabetes care for patients with type II diabetes] Amersfoort: NDF 2007
19. Comorbidity in patients with diabetes mellitus: Impact on medical health care utilisation. Struijs J, Baan C, Schellevis F, Westert G, Van den Bos G, BMC Health Serv Res 2006 6 84 10.1186/1472-6963-6-84 16820048 (Pubitemid 44214753)
20. Developmental trajectories of body mass index throughout the life course: an application of Latent Class Growth (Mixture) Modelling. Hoekstra T, Barbosa-Leiker C, Koppes L, Twisk J, Longit Life Course Stud 2011 2 319 330
21. Integrating person-centered and variable centered analyses: Growth Mixture Modeling with latent trajectory classes. Muthén B, Muthén L, Alcohol Clin Exp Res 2000 24 882 891 10.1111/j.1530-0277.2000.tb02070.x 10888079 (Pubitemid 30421740)
22. An introduction to Latent Class Growth Analysis and Growth Mixture Modeling. Jung T, Wickrama KAS, Soc Personal Psychol Compass 2008 2 302 317 10.1111/j.1751-9004.2007.00054.x
23. Muthén L, Muthén B, Mplus user's guide Los Angeles, CA: Muthén & Muthén 5 2010 19320621
24. Nagin DS, Group-based modeling of development Cambridge, London: Harvard University Press 2005
25. Clark S, Muthén B, Relating latent class analysis results to variables not included in the analysis Submitted for Publication 2012
26. Deciding on the number of classes in Latent Class Analysis and Growth Mixture Modelling: A Monte Carlo Simulation Study. Nylund K, Asparouhov T, Muthén B, SEM 2007 14 535 569
27. Poortvliet M, Schrijvers C, Baan C, Diabetes in Nederland. Omvang, risicofactoren en gevolgen, nu en in de toekomst [Diabetes in the Netherlands] Bilthoven: RIVM 2007
28. Is there evidence that oral hypoglycemic agents reduce cardiovascular morbidity/mortality? Yes. Bianchi C, Miccoli R, Daniele G, Penno G, Del Prato S, Diabetes Care 2009 32 342 S348 10.2337/dc09-S336 19875578
29. Review: health care utilization and costs of elderly persons with multiple chronic conditions. Lehnert T, Heider D, Leicht H, Heinrich S, Corrieri S, Luppa M, Riedel-Heller S, König H, Med Care Res Rev 2011 68 387 420 10.1177/1077558711399580 21813576
30. Direct access to physical therapy in the Netherlands: Results from the first year in community-based physical therapy. Leemrijse C, Swinkels I, Veenhof C, Phys Ther 2008 88 936 946 10.2522/ptj.20070308 18566108