Evidence map›Paper›PMID 37580723›Full record

ArticleBMC health services research2023

Combination of health care service use and the relation to demographic and socioeconomic factors for patients with musculoskeletal disorders: a descriptive cohort study.

Olav Amundsen, Tron Anders Moger, Jon Helgheim Holte, Silje Bjørnsen Haavaag, Line Kildal Bragstad, Ragnhild Hellesø, Trond Tjerbo, Nina Køpke Vøllestad

Open access · goldAbstract read
In one paragraph

Article in BMC health services research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.9field-weighted citation impact, top 15% 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

7 citing papers in PubMed, 8 citations in OpenAlex.

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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

8 authors at 1 institution in 1 country.

Olav AmundsenDept. for Interdisciplinary Health Sciences, Institute of Health and Society, University of Oslo, Oslo, Norway. olav.amundsen@medisin.uio.no.
Tron Anders MogerDept. of Health Management and Health Economics, Institute of Health and Society, University of Oslo, Oslo, Norway.
Jon Helgheim HolteDept. of Health Management and Health Economics, Institute of Health and Society, University of Oslo, Oslo, Norway.
Silje Bjørnsen HaavaagDept. of Public Health Science, Institute of Health and Society, University of Oslo, Oslo, Norway.
Line Kildal BragstadDept. of Public Health Science, Institute of Health and Society, University of Oslo, Oslo, Norway.
Ragnhild HellesøDept. of Public Health Science, Institute of Health and Society, University of Oslo, Oslo, Norway.
Trond TjerboDept. of Health Management and Health Economics, Institute of Health and Society, University of Oslo, Oslo, Norway.
Nina Køpke VøllestadDept. for Interdisciplinary Health Sciences, Institute of Health and Society, University of Oslo, Oslo, Norway.
University of Oslo · NO

Funding

Norges Forskningsråd 302782/H40
6 · The paper itself

Abstract

backgroundPatients with musculoskeletal disorders (MSDs) access health care in different ways. Despite the high prevalence and significant costs, we know little about the different ways patients use health care. We aim to fill this gap by identifying which combinations of health care services patients use for new MSDs, and its relation to clinical characteristics, demographic and socioeconomic factors, long-term use and costs, and discuss what the implications of this variation are.

methodsThe study combines Norwegian registers on health care use, diagnoses, comorbidities, demographic and socioeconomic factors. Patients (≥ 18 years) are included by their first health consultation for MSD in 2013-2015. Latent class analysis (LCA) with count data of first year consultations for General Practitioners (GPs), hospital consultants, physiotherapists and chiropractors are used to identify combinations of health care use. Long-term high-cost patients are defined as total cost year 1-5 above 95

resultsWe identified seven latent classes: 1: GP, low use; 2: GP, high use; 3: GP and hospital; 4: GP and physiotherapy, low use; 5: GP, hospital and physiotherapy, high use; 6: Chiropractor, low use; 7: GP and chiropractor, high use. Median first year health care contacts varied between classes from 1-30 and costs from 20€-838€. Eighty-seven percent belonged to class 1, 4 or 6, characterised by few consultations and treatment in primary care. Classes with high first year use were characterised by higher age, lower education and more comorbidities and were overrepresented among the long-term high-cost users.

conclusionThere was a large variation in first year health care service use, and we identified seven latent classes based on frequency of consultations. A small proportion of patients accounted for a high proportion of total resource use. This can indicate the potential for more efficient resource use. However, the effect of demographic and socioeconomic variables for determining combinations of service use can be interpreted as the health care system transforming unobserved patient needs into variations in use. These findings contribute to the understanding of clinical pathways and can help in the planning of future care, reduction in disparities and improvement in health outcomes for patients with MSDs.

Indexed as

Musculoskeletal DiseasesCohort StudiesDelivery of Health CareDemographyHumansSocioeconomic FactorsHealth care utilizationMusculoskeletalRegister-based research

Identifiers

PMID37580723
PMCPMC10426198
OpenAlexW4385806580

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.