Evidence map›Paper›PMID 32143702›Full record

Observational studyBMC health services research2020

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

Alain Vanasse, Josiane Courteau, Mireille Courteau, Mike Benigeri, Yohann M Chiu, Isabelle Dufour, Simon Couillard, Pierre Larivée, Catherine Hudon

Open access · goldAbstract readObservational Study
In one paragraph

Observational study in BMC health services research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.

0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed
3.8field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

28 citing papers in PubMed, 54 citations in OpenAlex.

  1. Article
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  6. Pathways to autism diagnosis in adulthood.Journal of neurodevelopmental disorders · 2025
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  10. Economic Burden and Healthcare Trajectories of Patients Awaiting Heart Transplantation in a French Tertiary Center.Transplant international : official journal of the European Society for Organ Transplantation · 2025
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  14. Variations in COPD Health Care Access and Outcomes: A Rapid Review.Chronic obstructive pulmonary diseases (Miami, Fla.) · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 3 institutions in 1 country.

Alain VanasseGroupe de recherche PRIMUS, Centre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada. alain.vanasse@usherbrooke.ca.
Josiane CourteauGroupe de recherche PRIMUS, Centre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Mireille CourteauGroupe de recherche PRIMUS, Centre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Mike BenigeriÉcole de santé publique de l'Université de Montréal, 7101 avenue du Parc, Montréal, QC, H3N 1X9, Canada.
Yohann M ChiuDépartement de médecine de famille et de médecine d'urgence, Université de Sherbrooke, 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Isabelle DufourDépartement de médecine de famille et de médecine d'urgence, Université de Sherbrooke, 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Simon CouillardService de pneumologie, Département de Médecine, Université de Sherbrooke, 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Pierre LarivéeService de pneumologie, Département de Médecine, Université de Sherbrooke, 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Catherine HudonGroupe de recherche PRIMUS, Centre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), 3001 12e avenue nord, Sherbrooke, QC, J1H 5N4, Canada.
Centre Hospitalier Universitaire de Sherbrooke · CAUniversité de Sherbrooke · CAUniversité de Montréal · CA

Funding

Canadian Institute of Health Research CIHR #391051
6 · The paper itself

Abstract

backgroundPublished methods to describe and visualize Care Trajectories (CTs) as patterns of healthcare use are very sparse, often incomplete, and not intuitive for non-experts. Our objectives are to propose a typology of CTs one year after a first hospitalization for Chronic Obstructive Pulmonary Disease (COPD), and describe CT types and compare patients' characteristics for each CT type.

methodsThis is an observational cohort study extracted from Quebec's medico-administrative data of patients aged 40 to 84 years hospitalized for COPD in 2013 (index date). The cohort included patients hospitalized for the first time over a 3-year period before the index date and who survived over the follow-up period. The CTs consisted of sequences of healthcare use (e.g. ED-hospital-home-GP-respiratory therapists, etc.) over a one-year period. The main variable was a CT typology, which was generated by a 'tailored' multidimensional State Sequence Analysis, based on the "6W" model of Care Trajectories. Three dimensions were considered: the care setting ("where"), the reason for consultation ("why"), and the speciality of care providers ("which"). Patients were grouped into specific CT types, which were compared in terms of care use attributes and patients' characteristics using the usual descriptive statistics.

resultsThe 2581 patients were grouped into five distinct and homogeneous CT types: Type 1 (n = 1351, 52.3%) and Type 2 (n = 748, 29.0%) with low healthcare and moderate healthcare use respectively; Type 3 (n = 216, 8.4%) with high healthcare use, mainly for respiratory reasons, with the highest number of urgent in-hospital days, seen by pulmonologists and respiratory therapists at primary care settings; Type 4 (n = 100, 3.9%) with high healthcare use, mainly cardiovascular, high ED visits, and mostly seen by nurses in community-based primary care; Type 5 (n = 166, 6.4%) with high healthcare use, high ED visits and non-urgent hospitalisations, and with consultations at outpatient clinics and primary care settings, mainly for other reasons than respiratory or cardiovascular. Patients in the 3 highest utilization CT types were older, and had more comorbidities and more severe condition at index hospitalization.

conclusionsThe proposed method allows for a better representation of the sequences of healthcare use in the real world, supporting data-driven decision making.

Indexed as

AdultAgedAged, 80 and overCohort StudiesDelivery of Health CareFemaleHospitalizationHumansMaleMiddle AgedModels, OrganizationalPatient Acceptance of Health CarePulmonary Disease, Chronic ObstructiveQuebec(3–10) State sequence analysisCare TrajectoriesCOPDData visualizationHealthcare utilizationObservational studyOptimal matchingTraMineRTypology

Identifiers

PMID32143702
PMCPMC7059729
OpenAlexW3009126328

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.