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Published in: BMC Health Services Research 1/2019

Open Access 01-12-2019 | Research article

Investigating healthcare contacts of Dialysis patients by age and gender

Authors: James Todd, Adrian Gepp, Bruce Vanstone, Brent Richards

Published in: BMC Health Services Research | Issue 1/2019

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Abstract

Background

The objective of this paper is to utilise a clinical costing system to investigate differences in the patient journey, defined as the sequence and timing of contacts with the Gold Coast Hospital and Health Services (GCHHS), for four dialysis patient groups defined based on age and gender. It is hypothesised that frequency of contact and form of contact will differ based on both gender and age.

Methods

Data were provided for 393 patients discharged from the GCHHS facility with dialysis treatment between the 1st of January 2015 and the 31st of December 2016. Features extracted from the data included the number and type of contacts (inpatient admissions, outpatient appointments, and emergency department presentations), the likelihood of subsequent contact types, and time spent in and between contact types. Likelihoods of subsequent contact types were estimated by treating the sequence of contacts observed for each patient as a Markov chain and estimating transition probabilities.

Results

Differences in patient journey were most prominent when considering age differences, with older patients being characterised by a greater volume of average contacts over the two-year period. The larger volume of average contacts was attributable to shorter times between all types of contacts with the GCHHS as well as an increased volume of inpatient admissions for older patients. Patient journeys did not consistently differ by gender, though some isolated differences were noted for older female patients relative to older male patients.

Conclusions

Different patient groups are characterised by different patient journeys, and better understanding these differences will facilitate improved management of the resources required to service these patients. Clinical costing systems represent a valuable and easily accessible source of data for formulating institution-specific expectations of healthcare utilisation for different groups.
Literature
1.
go back to reference Orlando LA, Belasco EJ, Patel UD, Matchar DB. The chronic kidney disease model: a general purpose model of disease progression and treatment. BMC Med Inform Decis Mak. 2011;11:41.CrossRef Orlando LA, Belasco EJ, Patel UD, Matchar DB. The chronic kidney disease model: a general purpose model of disease progression and treatment. BMC Med Inform Decis Mak. 2011;11:41.CrossRef
2.
go back to reference Lukowsky LR, Mehrotra R, Kheifets L, Arah OA, Nissenson AR, Kalantar-Zadeh Prof K. Comparing mortality of peritoneal and hemodialysis patients in the first 2 years of dialysis therapy: a marginal structural model analysis. Clin J Am Soc Nephrol. 2013;8:619–28.CrossRef Lukowsky LR, Mehrotra R, Kheifets L, Arah OA, Nissenson AR, Kalantar-Zadeh Prof K. Comparing mortality of peritoneal and hemodialysis patients in the first 2 years of dialysis therapy: a marginal structural model analysis. Clin J Am Soc Nephrol. 2013;8:619–28.CrossRef
3.
go back to reference Howard K, Salkeld G, White S, McDonald S, Chadban S, Craig JC, Cass A. The cost-effectiveness of increasing kidney transplantation and home-based dialysis. Nephrology. 2009;14:123–32.CrossRef Howard K, Salkeld G, White S, McDonald S, Chadban S, Craig JC, Cass A. The cost-effectiveness of increasing kidney transplantation and home-based dialysis. Nephrology. 2009;14:123–32.CrossRef
4.
go back to reference de Wit GA, Ramsteijn PG, de Charro FT. Economic evaluation of end stage renal disease treatment. Health policy. 1998;44:215–32.CrossRef de Wit GA, Ramsteijn PG, de Charro FT. Economic evaluation of end stage renal disease treatment. Health policy. 1998;44:215–32.CrossRef
5.
go back to reference Davies R, Johnson D, Farrow S. Planning patient care with a Markov model. Oper Res Q. 1975;26:599–607.CrossRef Davies R, Johnson D, Farrow S. Planning patient care with a Markov model. Oper Res Q. 1975;26:599–607.CrossRef
6.
go back to reference Carnero MC, Gómez A. A multicriteria decision making approach applied to improving maintenance policies in healthcare organizations. BMC Med Inform Decis Mak. 2016;16:47.CrossRef Carnero MC, Gómez A. A multicriteria decision making approach applied to improving maintenance policies in healthcare organizations. BMC Med Inform Decis Mak. 2016;16:47.CrossRef
7.
go back to reference Churchill DN, Jassal SV. Dialysis: destination or journey. J Am Soc Nephrol. 2014;25:1609–11.CrossRef Churchill DN, Jassal SV. Dialysis: destination or journey. J Am Soc Nephrol. 2014;25:1609–11.CrossRef
8.
go back to reference Walker R, Derrett S, Campbell J, Marshall MR, Henderson A, Schollum J, Williams S, McNoe B. Dialysis outcomes in those aged ≥65 years. BMC Nephrol. 2013;14:175.CrossRef Walker R, Derrett S, Campbell J, Marshall MR, Henderson A, Schollum J, Williams S, McNoe B. Dialysis outcomes in those aged ≥65 years. BMC Nephrol. 2013;14:175.CrossRef
9.
go back to reference Levine R, Javalkar K, Nazareth M, Faldowski RA, de Ferris MD-G, Cohen S, Cuttance J, Hooper SR, Rak E. Disparities in health literacy and healthcare utilization among adolescents and young adults with chronic or end-stage kidney disease. J Pediatr Nurs. 2018;38:57–61.CrossRef Levine R, Javalkar K, Nazareth M, Faldowski RA, de Ferris MD-G, Cohen S, Cuttance J, Hooper SR, Rak E. Disparities in health literacy and healthcare utilization among adolescents and young adults with chronic or end-stage kidney disease. J Pediatr Nurs. 2018;38:57–61.CrossRef
10.
go back to reference R Core Team. R: a language and environment for statistical computing. Vienna: R: foundation for statistical Computing; 2016. R Core Team. R: a language and environment for statistical computing. Vienna: R: foundation for statistical Computing; 2016.
Metadata
Title
Investigating healthcare contacts of Dialysis patients by age and gender
Authors
James Todd
Adrian Gepp
Bruce Vanstone
Brent Richards
Publication date
01-12-2019
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2019
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-019-3962-z

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