Evidence map›Paper›PMID 41169642›Full record

ArticleLearning health systems2025

Transforming mental health systems: The role of embedded researchers in advancing learning health systems.

Miranda Field, Christine Mulligan, Nicole D'souza, Raegan Mazurka

Abstract read
In one paragraph

Article in Learning health systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Next Frontiers in Embedded Research Career Pathways; A Response to Recent Commentaries.International journal of health policy and management · 2025
    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

4 authors.

Miranda FieldUniversity of Regina & Saskatchewan Health Authority Regina Saskatchewan Canada.
Christine MulliganUniversity of British Columbia & Foundry Vancouver British Columbia Canada.
Nicole D'souzaUniversity of Toronto & Jack.org Toronto Ontario Canada.
Raegan MazurkaDalhousie University & Nova Scotia Health Halifax Nova Scotia Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: This commentary explores the critical role of embedded researchers in advancing Learning Health Systems (LHS) within the context of Canada's mental health systems. Context: The Canadian Mental Health Association has highlighted worsening mental health conditions, gaps in care, and disparities in access and outcomes. Approach: LHS offers a promising approach to address system challenges by transforming data into practical knowledge to drive continuous and rapid improvement. However, translating this vision into practice remains a challenge. Commentary: As four researchers currently embedded within the mental health system, working within public, nonprofit, and community settings, we argue that embedded researchers are an essential but often overlooked component of the workforce needed to implement LHS and improve mental health care. Embedded researchers, situated directly within the mental health sector, leverage their proximity to decision-makers, knowledge users, and communities to bridge the gap between research, practice, and policy. Conclusion: This paper discusses the unique contributions of embedded researchers in driving systemic change, particularly within the three phases of the LHS cycle: data-to-knowledge, knowledge-to-practice, and practice-to-data.

Indexed as

embedded researchershealth system transformationlearning health systemsmental health systems

Identifiers

PMID41169642
PMCPMC12569460

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.