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Published in: BMC Health Services Research 1/2015

Open Access 01-12-2015 | Research article

Mining care trajectories using health administrative information systems: the use of state sequence analysis to assess disparities in prenatal care consumption

Authors: Nolwenn Le Meur, Fei Gao, Sahar Bayat

Published in: BMC Health Services Research | Issue 1/2015

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Abstract

Background

Pregnant women are a vulnerable population. Although regular follow-ups are recommended during pregnancy, not all pregnant women seek care. This pilot study wanted to assess whether the integration of data from administrative health information systems and socio-economic features allows identifying disparities in prenatal care trajectories.

Methods

Prenatal care trajectories were extracted from the permanent sample of the French health insurance information system linked to the hospital discharge information system. The records of 2518 women who gave birth without complications in France in 2009 were analyzed. State sequence data analysis was performed to identify homogeneous groups of prenatal care trajectories. Socio-economic data were used to characterize their living environment.

Results

We identified three groups of homogeneous prenatal care trajectories: (i) women with relatively high prenatal care consumption (~11 %), (ii) women with no prenatal care (~21 %), and (iii) women with an intermediate level of prenatal care (~66 %). Analysis of the socio-economic data demonstrated the association between disparities in prenatal care trajectories and the women’s living environment. Women with relatively high care consumption generally lived in socio-economically privileged areas (better education levels, employment status and housing conditions) compared with women with few or no prenatal care.

Conclusions

Although ecological, our approach demonstrates that data from health administrative information systems could be used to describe prenatal care. However, more individual variables and an improvement of the data quality are needed to efficiently monitor the content and timing of prenatal care. Moreover, state sequence analysis, which was used in this context for the first time, proves to be an interesting approach to explore care trajectories. Finally, the integration of heterogeneous sources of data, including contextual information, might help identifying areas that require health promotion actions toward vulnerable populations, such as pregnant women.
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Literature
1.
go back to reference Jay N, Nuemi G, Gadreau M, Quantin C. A data mining approach for grouping and analyzing trajectories of care using claim data: the example of breast cancer. BMC Med Inform Decis Mak. 2013;13:130.CrossRefPubMedPubMedCentral Jay N, Nuemi G, Gadreau M, Quantin C. A data mining approach for grouping and analyzing trajectories of care using claim data: the example of breast cancer. BMC Med Inform Decis Mak. 2013;13:130.CrossRefPubMedPubMedCentral
2.
go back to reference Osmont M-N, Cuggia M, Polard E, Riou C, Balusson F, Oger E. [Use of the PMSI for the detection of adverse drug reactions]. Therapie. 2013;68:285–95.CrossRefPubMed Osmont M-N, Cuggia M, Polard E, Riou C, Balusson F, Oger E. [Use of the PMSI for the detection of adverse drug reactions]. Therapie. 2013;68:285–95.CrossRefPubMed
3.
go back to reference King C, Aylin P, Moore LSP, Pavlu J, Holmes A. Syndromic surveillance of surgical site infections e A case study in coronary artery bypass graft patients. J Infect. 2014;68:23–31.CrossRefPubMed King C, Aylin P, Moore LSP, Pavlu J, Holmes A. Syndromic surveillance of surgical site infections e A case study in coronary artery bypass graft patients. J Infect. 2014;68:23–31.CrossRefPubMed
4.
go back to reference Quantin C, Benzenine E, Ferdynus C, Sediki M, Auverlot B, Abrahamowicz M, et al. Advantages and limitations of using national administrative data on obstetric blood transfusions to estimate the frequency of obstetric hemorrhages. J Public Health (Oxf). 2013;35:147–56.CrossRef Quantin C, Benzenine E, Ferdynus C, Sediki M, Auverlot B, Abrahamowicz M, et al. Advantages and limitations of using national administrative data on obstetric blood transfusions to estimate the frequency of obstetric hemorrhages. J Public Health (Oxf). 2013;35:147–56.CrossRef
5.
go back to reference Boyer L, Belzeaux R, Maurel O, Baumstarck-Barrau K, Samuelian JC. A social network analysis of healthcare professional relationships in a French hospital. Int J Health Care Qual Assur. 2010;23:460–9.CrossRefPubMed Boyer L, Belzeaux R, Maurel O, Baumstarck-Barrau K, Samuelian JC. A social network analysis of healthcare professional relationships in a French hospital. Int J Health Care Qual Assur. 2010;23:460–9.CrossRefPubMed
6.
go back to reference Hanf M, Quantin C, Farrington P, Benzenine E, Hocine NM, Velten M, et al. Validation of the French national health insurance information system as a tool in vaccine safety assessment: application to febrile convulsions after pediatric measles/mumps/rubella immunization. Vaccine. 2013;31:5856–62.CrossRefPubMed Hanf M, Quantin C, Farrington P, Benzenine E, Hocine NM, Velten M, et al. Validation of the French national health insurance information system as a tool in vaccine safety assessment: application to febrile convulsions after pediatric measles/mumps/rubella immunization. Vaccine. 2013;31:5856–62.CrossRefPubMed
7.
go back to reference Blotière P-O, Weill A, Ricordeau P, Alla F, Allemand H. Perforations and haemorrhages after colonoscopy in 2010: a study based on comprehensive French health insurance data (SNIIRAM). Clin Res Hepatol Gastroenterol. 2014;38:112–7.CrossRefPubMed Blotière P-O, Weill A, Ricordeau P, Alla F, Allemand H. Perforations and haemorrhages after colonoscopy in 2010: a study based on comprehensive French health insurance data (SNIIRAM). Clin Res Hepatol Gastroenterol. 2014;38:112–7.CrossRefPubMed
8.
go back to reference Tuppin P, Ricci-Renaud P, de Peretti C, Fagot-Campagna A, Alla F, Danchin N, et al. Frequency of cardiovascular diseases and risk factors treated in France according to social deprivation and residence in an overseas territory. Int J Cardiol. 2014;173:430–5.CrossRefPubMed Tuppin P, Ricci-Renaud P, de Peretti C, Fagot-Campagna A, Alla F, Danchin N, et al. Frequency of cardiovascular diseases and risk factors treated in France according to social deprivation and residence in an overseas territory. Int J Cardiol. 2014;173:430–5.CrossRefPubMed
9.
11.
go back to reference Beeckman K, Louckx F, Putman K. Content and timing of antenatal care: predisposing, enabling and pregnancy-related determinants of antenatal care trajectories. Eur J Public Health. 2013;23:67–73.CrossRefPubMed Beeckman K, Louckx F, Putman K. Content and timing of antenatal care: predisposing, enabling and pregnancy-related determinants of antenatal care trajectories. Eur J Public Health. 2013;23:67–73.CrossRefPubMed
12.
go back to reference Gabadinho A, Ritschard G, Mueller NS, Studer M. Analyzing and visualizing state sequences in R with TraMineR. J Stat Softw. 2011;40:1–37.CrossRef Gabadinho A, Ritschard G, Mueller NS, Studer M. Analyzing and visualizing state sequences in R with TraMineR. J Stat Softw. 2011;40:1–37.CrossRef
13.
14.
go back to reference Studer M. Weighted cluster library manual: a practical guide to creating typologies of trajectories in the social sciences with R. LIVES Working Papers. 2013;24:1–34. Studer M. Weighted cluster library manual: a practical guide to creating typologies of trajectories in the social sciences with R. LIVES Working Papers. 2013;24:1–34.
15.
go back to reference Wei X, Zou G, Yin J, Walley J, Sun Q. Comparing patient care seeking pathways in three models of hospital and TB programme collaboration in China. BMC Infect Dis. 2013;13(1):1.CrossRef Wei X, Zou G, Yin J, Walley J, Sun Q. Comparing patient care seeking pathways in three models of hospital and TB programme collaboration in China. BMC Infect Dis. 2013;13(1):1.CrossRef
16.
go back to reference Lalloué B, Monnez J-M, Padilla C, Kihal W, Le Meur N, Zmirou-Navier D, et al. A statistical procedure to create a neighborhood socioeconomic index for health inequalities analysis. Int J Equity Health. 2013;12:21.CrossRefPubMedPubMedCentral Lalloué B, Monnez J-M, Padilla C, Kihal W, Le Meur N, Zmirou-Navier D, et al. A statistical procedure to create a neighborhood socioeconomic index for health inequalities analysis. Int J Equity Health. 2013;12:21.CrossRefPubMedPubMedCentral
Metadata
Title
Mining care trajectories using health administrative information systems: the use of state sequence analysis to assess disparities in prenatal care consumption
Authors
Nolwenn Le Meur
Fei Gao
Sahar Bayat
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2015
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-015-0857-5

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