Evidence map›Paper›PMID 42463187›Full record

ArticleBMJ open2026

Implementing and evaluating Adaptive Mentorship Networks to strengthen primary care in Canada: protocol for a mixed-methods implementation science study.

Arun Radhakrishnan, L Jayne Beselt, Alesha C King, Zachary van Allen, Douglas Archibald, Jerry Maniate, Samuel Hickcox, Cristian Rangel, Joshua A Rash

Abstract read
In one paragraph

Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Arun RadhakrishnanBruyère Health Research Institute, Ottawa, Ontario, Canada.
L Jayne BeseltBruyère Health Research Institute, Ottawa, Ontario, Canada jbeselt@bruyere.org.ORCID http://orcid.org/0009-0000-8893-6046
Alesha C KingDepartment of Psychology, Memorial University of Newfoundland, St. John's, Newfoundland and Labrador, Canada.
Zachary van AllenBruyère Health Research Institute, Ottawa, Ontario, Canada.
Douglas ArchibaldBruyère Health Research Institute, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0001-6751-9788
Jerry ManiateBruyère Health Research Institute, Ottawa, Ontario, Canada.
Samuel HickcoxNova Scotia Health, Halifax, Nova Scotia, Canada.
Cristian RangelUniversity of Ottawa Faculty of Medicine, Ottawa, Ontario, Canada.
Joshua A RashDepartment of Psychology, Memorial University of Newfoundland, St. John's, Newfoundland and Labrador, Canada.ORCID http://orcid.org/0000-0003-0927-0712

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionCanada's health workforce crisis is placing sustained pressure on primary care, particularly in the management of chronic pain, mental health conditions and substance use disorders. Mentoring is a compelling response to workforce, educational and well-being challenges in healthcare, and Adaptive Mentorship Networks (AMNs) have emerged in Canada as an interprofessional model to strengthen provider capacity, psychological safety and compassionate care. Despite widespread interest and demonstrable effectiveness, the determinants that influence successful implementation, spread, adaptation and sustainability of AMNs remain insufficiently understood. METHODS AND ANALYSIS: This 3-year mixed-methods protocol will evaluate implementation of 11 AMNs that are established or in development across Canada. The study will focus on two complementary levels: (1) implementation of AMNs within healthcare ecosystems; and (2) capabilities, opportunities and motivations that contribute to adaptive mentorship between mentors and mentees. The overarching approach to understand the determinants of successful implementation and behavioural influences on adaptive mentorship uses implementation science and systems thinking methodologies to support a pan-Canadian Learning Health System. Work will proceed in three phases. Phase I will explore determinants of implementation (phase Ia) and behavioural influences on adaptive mentorship (phase Ib) through document review, interviews, systems mapping and readiness assessment. Phase II will use a Learning Alliance to identify, select and operationalise fit-for-purpose implementation strategies. Phase III will co-develop AMN-specific logic models and evaluate the feasibility, acceptability and initial utility of selected strategies. The study will be guided by the Active Implementation Framework, the Consolidated Framework for Implementation Research, the Consolidated Framework for Sustainability Constructs, the Capabilities, Opportunities and Motivation for Behaviour model, the Theoretical Domains Framework and the Health Equity Implementation Framework. Outputs from phase Ia will provide a compendium of determinants critical for the implementation of mentorship networks within healthcare arranged by stage of implementation, and the activities that current networks have taken to influence such determinants. Outputs from phase Ib will identify the capabilities, opportunities and motivations deemed critical for facilitating engagement in the act of clinical mentorship. Phase II will identify a contextualised understanding of strategies that are optimally suited to influence critical determinants of implementing AMNs and engaging in clinical mentorship. Our outputs from phases I and II will be pilot tested with each AMN and inform the development of site-specific logic models and a cross-site implementation blueprint that will be evaluated in phase III. This protocol advances a systems-informed approach to implementing AMNs across diverse Canadian health systems, with implications for mentorship-enabled workforce development. ETHICS AND DISSEMINATION: Ethics approval has been obtained from the Bruyère Health Research Ethics Board (M16-25-001 and M16-25-002) and the Newfoundland and Labrador Health Research Ethics Board (Ref# 2025.047). Participants provide informed consent prior to participating in study interviews acknowledging potential risks and benefits to participation. Findings will be mobilised through integrated knowledge mobilisation with participating AMNs, members of the Learning Alliance, policy and practice partners, conference presentations, publications, AI-enabled knowledge sharing tools and plain-language resources.

Indexed as

Implementation ScienceMentoringMentorsPrimary Health CareCanadaHumansResearch DesignChronic PainImplementation ScienceMENTAL HEALTHPrimary Care

Identifiers

PMID42463187
PMCPMC13384134

What OpenQuestion holds

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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 OpenQuestion graph.