Literature DB >> 29717944

Use of state sequence analysis for care pathway analysis: The example of multiple sclerosis.

Jonathan Roux1,2,3, Olivier Grimaud1,2, Emmanuelle Leray1,2,3.   

Abstract

The concept of care pathways is increasingly being used to enhance the quality of care and to optimize the use of resources for health care. We here propose an innovative method in epidemiology that is derived from social sciences: state sequence analysis (SSA). This method takes into account the chronology of care consumption and allows for identification of specific patterns. A process for using SSA in the health area is proposed and discussed. The main steps are: data coding, measurement of dissimilarities between sequences (focusing on optimal matching methods and the choice of related costs), and application of a clustering method to obtain a typology of sequence patterns. As an example of its use in the health area, SSA was employed to analyse care pathways of a random sample of patients with multiple sclerosis. This sample has been selected from the main French healthcare database covering the period 2007 to 2013 (n = 1 000). A five-cluster typology was obtained which allowed distinction of care consumption groups. Overall, about half of the patients had low care consumption, about one quarter had medium to high consumption, and another quarter had high consumption. We conclude that state sequence analysis is an innovative and flexible methodology that is worth considering in health care research.

Entities:  

Keywords:  State sequence analysis; administrative data; care pathways; epidemiology; multiple sclerosis

Year:  2018        PMID: 29717944     DOI: 10.1177/0962280218772068

Source DB:  PubMed          Journal:  Stat Methods Med Res        ISSN: 0962-2802            Impact factor:   3.021


  7 in total

1.  Referral trajectories in patients with vertigo, dizziness and balance disorders and their impact on health-related quality of life and functioning: results from the longitudinal multicenter study MobilE-TRA.

Authors:  Benedict Katzenberger; Daniela Koller; Ralf Strobl; Rebecca Kisch; Linda Sanftenberg; Karen Voigt; Eva Grill
Journal:  J Neurol       Date:  2022-03-30       Impact factor: 4.849

2.  Multidimensional analysis of adult patients' care trajectories before a first diagnosis of schizophrenia.

Authors:  Alain Vanasse; Josiane Courteau; Mireille Courteau; Marc-André Roy; Emmanuel Stip; Marie-Josée Fleury; Alain Lesage; Sébastien Brodeur
Journal:  Schizophrenia (Heidelb)       Date:  2022-05-19

3.  Identifying and Investigating Ambulatory Care Sequences Before Invasive Coronary Angiography.

Authors:  Anna Novelli; Julia Frank-Tewaag; Julian Bleek; Christian Günster; Udo Schneider; Ursula Marschall; Kathrin Schlößler; Norbert Donner-Banzhoff; Leonie Sundmacher
Journal:  Med Care       Date:  2022-06-04       Impact factor: 3.178

4.  Healthcare utilization after a first hospitalization for COPD: a new approach of State Sequence Analysis based on the '6W' multidimensional model of care trajectories.

Authors:  Alain Vanasse; Josiane Courteau; Mireille Courteau; Mike Benigeri; Yohann M Chiu; Isabelle Dufour; Simon Couillard; Pierre Larivée; Catherine Hudon
Journal:  BMC Health Serv Res       Date:  2020-03-06       Impact factor: 2.655

5.  Use of healthcare services by patients with multiple sclerosis in France over 2010-2015: a nationwide population-based study using health administrative data.

Authors:  J Roux; A Guilleux; M Lefort; E Leray
Journal:  Mult Scler J Exp Transl Clin       Date:  2019-12-18

6.  Use of State Sequence Analysis in Pharmacoepidemiology: A Tutorial.

Authors:  Jacopo Vanoli; Consuelo Rubina Nava; Chiara Airoldi; Andrealuna Ucciero; Virginio Salvi; Francesco Barone-Adesi
Journal:  Int J Environ Res Public Health       Date:  2021-12-20       Impact factor: 3.390

7.  Machine Learning-Based Analysis of Treatment Sequences Typology in Advanced Non-Small-Cell Lung Cancer Long-Term Survivors Treated With Nivolumab.

Authors:  Christos Chouaïd; Valentine Grumberg; Alexandre Batisse; Romain Corre; Matteo Giaj Levra; Anne-Françoise Gaudin; Martin Prodel; Joannie Lortet-Tieulent; Jean-Baptiste Assié; Francois-Emery Cotté
Journal:  JCO Clin Cancer Inform       Date:  2022-02
  7 in total

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