Evidence map›Paper›PMID 41965256›Full record

ArticleScandinavian journal of primary health care2026

Healthcare cost trajectories with a multidisciplinary team model: a three-year follow-up from Finnish primary and secondary care.

Elisa Jokelin, Laura Piirainen, Mette Nissen, Erja Mustonen, Paulus Torkki

Abstract read
In one paragraph

Article in Scandinavian journal of primary health care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Elisa JokelinDepartment of Public Health, University of Helsinki, Helsinki, Finland.
Laura PiirainenWestern Uusimaa Wellbeing County, Helsinki, Finland.
Mette NissenWellbeing Services County of North Savo, Kuopio, Finland.ORCID 0000-0001-5137-3024
Erja MustonenMinistry of Social Affairs and Health, Helsinki, Finland.ORCID 0000-0002-7365-5855
Paulus TorkkiDepartment of Public Health, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-1127-4205

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCost pressures and limited access challenge the sustainability of Finnish primary care. Multidisciplinary team (MDT) models have been introduced, but evidence on cost and quality in Nordic settings remains limited.

aimTo describe healthcare costs and glycaemic control in primary care centres implementing an MDT model versus usual care.

methodsThis quasi-experimental study included 11,124 patients from five intervention and three control health centres in Espoo, Finland. The MDT model redistributed tasks between nurses and physicians, emphasising remote consultations and proactive management. Retrospective data from primary and secondary care electronic health records (2021-2023) were analysed. Outcomes were annual per-patient costs (€) and the proportion of type 2 diabetes patients with HbA1c >53 mmol/mol. Differences over time were examined using regression models.

resultsBaseline costs (2021) were similar between groups. Costs increased in both groups, but by 2023 combined per-patient costs were lower in MDT centres (4902 €) than in controls (6213 €). Primary care costs decreased slightly in intervention centres and increased in controls. Secondary care costs rose in both groups, with a steeper increase observed in control centres. Intervention centres showed a shift toward nurse-led and remote contacts with fewer physician visits. Glycaemic control remained stable in both groups. No clear differences were observed in continuity of care or avoidable hospital admissions.

conclusionsMDT implementation was associated with lower cost growth over three years without compromising glycaemic control.

Indexed as

Diabetes Mellitus, Type 2Health Care CostsPatient Care TeamPrimary Health CareSecondary Health CareAgedFemaleFinlandFollow-Up StudiesGlycated HemoglobinGlycemic ControlHumansMaleMiddle AgedRetrospective StudiesGlycated Hemoglobinchronic disease managementglycemic controlhealthcare costsMultidisciplinary team (MDT)primary caresecondary care

Identifiers

PMID41965256
PMCPMC13072694

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

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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 Socratic graph.