Evolution of Patient and Public Involvement and Engagement in Health-Related Research: A Concept Analysis. — TEI-tagged view

Wenze Lu, Yan Li, Catherine Evans, David Currow, Jonathan Bayuo, Tingyu Zheng, Zhihui Lu, Mengqi Li, Julie Wray, Janelle Yorke · 2025 · social-sciences · doi:10.1111/jan.70140 · TEI xml · tagged edition · index · concepts · authors
Where this record's text came from. 2026-09-28 schema-0.3 pass: every quote ON THIS RECORD verified as an exact substring of the staged text and anchored, at the merge dated above; concept terms verified present; every edge endpoint an existing node.
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antecedents 10 fields · attributes 4 fields · engagement 4 fields · co-production 2 fields
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Patient and Public Involvement and Engagement2 PPIE involvement engagement10 participatory health research attributes14 antecedents47 research participants PPIE contributors research relevance conceptual-analysis217

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Journal of Advanced Nursing<title level="j">A work — the journal / venue title.
2025<date>A year or date.

Wenze LupersName, Yan LipersName, Catherine EvanspersName, David CurrowpersName, Jonathan BayuopersName, Tingyu ZhengpersName, Zhihui LupersName, Mengqi LipersName, Julie WraypersName, Janelle YorkepersName (2025date). “Evolution of Patient and Public Involvement and Engagement in Health-Related Research: A Concept Analysis..” Journal of Advanced Nursingtitle·j.

Object of study — Patient and Public Involvement and Engagementterm·dom (PPIEterm·dom) in health-related research

Research question — how PPIEterm·dom is defined and has evolved, what its attributesterm and antecedentsterm are, and what consequences it has in health-related research

Contribution — a clarification of the concept of PPIEterm·dom that informs theory and gives actionable insights for its use

Cross-disciplinary analysis
content-tags & facets: phenomenon · claim-type · cross-domain-transfer · mechanism · claim-relation · replication-status · limitation — grounded in the full text
phenomenonhealth researchers running studies with little active collaboration from patients and the public — “Health researchers often undertake research independently throughout the entire process from identifying research questions and designing methodologies to implementing interventions and sharing research findings, with limited active collaboration with patients and the public (Biddle et al. 2021 ; Ocloo et al. 2021 ).”
claim-typeexistence — “The study identified five primary antecedents.”
method — evidence — “This study follows Rodgers' evolutionary concept analysis with a seven‐step framework.”
object of study — evidence — “To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research.”
research question — evidence — “This study aimed to analyse the concept of PPIE in health‐related research by clarifying its definition and evolution, attributes (i.e., key features), antecedents (i.e., the underlying factors for its emergence), and consequences (i.e., benefits, barriers and facilitators in its utilisation).”
contribution — evidence — “This study clarifies the conceptual ambiguities of PPIE, informs theory development, and provides actionable insights.”
mechanismpositive feedback loop Public contributors who are more satisfied make recruitment easier for later studies, which feeds back into research. — “Increased public contributor satisfaction creates a positive feedback loop, which could improve recruitment rates for subsequent research initiatives (Hough et al. 2024 ).”mechanisms[0]
sensePPI (NIHR) - research carried out with or by members of the public rather than to, about or for them — “Many research institutions, including the NIHR, advocate the value of PPI, which is defined as research conducted ‘with’ or ‘by’ members of the public, rather than ‘to,’ ‘about,’ or ‘for’ them (NIHR 2021 ).”senses[0]
sensePPIE (Denmark) - co-developing healthcare services and research with the people who use those services — “In Denmark, PPIE is primarily understood as the co‐development of healthcare services and research with users of those services (Karlsson and Janssens 2023 ).”senses[1]
sensePPIE (Canada and Pakistan) - a means of advancing health research that treats patients as partners, not passive subjects — “Canada and Pakistan conceptualise PPIE as a mechanism to advance health and healthcare research, with a strong focus on treating patients as partners in the research process rather than as passive subjects or mere data sources (Rolfe et al. 2018 ; Tolppa et al. 2024 ).”senses[2]
relationPatient and Public Involvement and Engagement —same-as→ PPIE — To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research. — “To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research.”concept_edges[0]
weightPatient and Public Involvement and Engagement —same-as→ PPIE — 0.9 — “To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research.”concept_edges[0]
relationPPIE contributors —distinct-from→ research participants — While research participants are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributors may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ). — “While research participants are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributors may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ).”concept_edges[1]
weightPPIE contributors —distinct-from→ research participants — 0.8 — “While research participants are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributors may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ).”concept_edges[1]
effect directionPPIE —causes→ research relevance — increases — “While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist.”concept_edges[2]
notePPIE —causes→ research relevance — A synthesis of the reviewed documents, not a measured effect. — “While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist.”concept_edges[2]
relationPPIE —causes→ research relevance — While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist. — “While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist.”concept_edges[2]
weightPPIE —causes→ research relevance — 0.7 — “While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist.”concept_edges[2]
replicationnot-applicable
limitationThe approach lets interpretation vary with the chosen data sources and the researchers' perspectives. — “However, this approach inherently allows for variability in interpretation due to its reliance on the selected data sources and the perspectives of the researchers.”limitations[0]
limitationThe analysis gives no definitive or operational model for applying PPIE in practice. — “Additionally, it does not provide a definitive or operationalised model for the practical application of PPIE.”limitations[1]
limitationImplementation-focused documents were excluded, so the data may not cover the full scope of PPIE studies. — “As a result, the data collection may not fully encompass the scope of PPIE‐related studies or adequately represent its progression across varying contexts.”limitations[2]
Content tags
content-observations: finding · quantity · variable · definition · key-term — grounded in the full text
findingThe concept of PPIE did not vary significantly across study contexts. — “The concept of PPIE did not vary significantly across different study contexts.”content_tags.findings[0]
findingThe concept of PPIE is shifting toward greater clarity and consistency. — “Our findings indicate that the concept of PPIE is shifting toward greater clarity and consistency.”content_tags.findings[1]
quantity1751 — — “A total of 1751 documents were screened, resulting in 38 eligible studies included in the final analysis.”content_tags.quantities[0]
key-termsPPIE, patient and public involvement, co-design, co-production, co-creation, public contributors, power dynamics, tokenistic involvement, NIHR, Rodgers' evolutionary concept analysis
Concepts
terms this paper carries, each with the sentence it was cut from — the layer that joins one paper to another. Terms with no quote yet are on CONCEPTS.html.
conceptPatient and Public Involvement and Engagement — not defined in this paper's own words; people outside the research team, chiefly those living with a condition, helping to shape and share research — “To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research.”concepts[0]
conceptPPIE — Patient and Public Involvement and Engagement — “To clarify the definition and evolution of Patient and Public Involvement and Engagement (PPIE) and identify its attributes, antecedents, and consequences in health‐related research.”concepts[1]
conceptinvolvement — research being carried out ‘with’ or ‘by’ members of the public, rather than ‘to’, ‘about’, or ‘for’ them — “The most frequently referenced concept of PPIE ( n = 20) originates from the UK, which defines ‘Involvement’ as research being carried out ‘with’ or ‘by’ members of the public, rather than ‘to’, ‘about’, or ‘for’ them (NIHR 2021 ); and defines ‘Engagement’ as the provision and dissemination of information and knowledge about research to patients and the public (NIHR 2021 ).”concepts[2]
conceptengagement — the provision and dissemination of information and knowledge about research to patients and the public — “The most frequently referenced concept of PPIE ( n = 20) originates from the UK, which defines ‘Involvement’ as research being carried out ‘with’ or ‘by’ members of the public, rather than ‘to’, ‘about’, or ‘for’ them (NIHR 2021 ); and defines ‘Engagement’ as the provision and dissemination of information and knowledge about research to patients and the public (NIHR 2021 ).”concepts[3]
conceptparticipatory health research — involves working with those affected by an issue to foster education and drive action — “For example, participatory health research involves working with those affected by an issue to foster education and drive action (Cargo and Mercer 2008 ).”concepts[4]
conceptattributes — the fundamental features that characterise a given concept — “Attributes are defined as the fundamental features that characterise a given concept.”concepts[5]
conceptantecedents — the foundational conditions and driving factors that are necessary for its emergence — “The antecedents of PPIE refer to the foundational conditions and driving factors that are necessary for its emergence (Rolfe et al. 2018 ).”concepts[6]
conceptresearch participants — not defined in this paper's own words; people enrolled in a study to be observed or measured — “While research participants are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributors may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ).”concepts[7]
conceptPPIE contributors — not defined in this paper's own words; members of the public who help shape a study rather than being its subjects — “While research participants are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributors may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ).”concepts[8]
conceptresearch relevance — not defined in this paper's own words; how well a study answers the needs of those it concerns — “While PPIE enhances research relevance and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist.”concepts[9]

Full text — tagged

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Evolution of Patient and Public Involvement and Engagementterm·dom in Health-Related Research: A Concept Analysis.

Abstract To clarify the definition and evolution of Patient and Public Involvement and Engagementterm·dom (PPIEterm·dom) and identify its attributesterm, antecedentsterm, and consequences in health‐related research.

This study follows Rodgers' evolutionary concept analysisterm·key with a seven‐step framework.

Datasets were searched using terms related to PPIEterm·dom and key categories (i.e., attributesterm, antecedentsterm, and consequences). Data were sourced from CINAHL, PsycInfo, Scopus, PubMed, and Web of Science covering publications from inception to October 31, 2024. Document titles, abstracts, and keywords were manually screened to identify relevant studies for full‐text review.

A total of 1751 documents were screened, resulting in 38 eligible studies included in the final analysis. PPIEterm·dom has evolved from a narrow focus on patient inclusion and participation, where patients had minimal influence on research and researchers resisted sharing control of research, to a collaborative model emphasising sustained partnerships, shared contributions, equitable power distribution, and active involvementterm·dom across research stages. This shift has been driven by research innovation, a growing emphasis on healthcare equity and patient‐centred care, technological advances, and stakeholder advocacy (e.g., patients, funders, ethics committees). While PPIEterm·dom enhances research relevanceterm·dom and impact, barriers, such as resource constraints, power imbalances, patient limited research capabilities and increased researcher workload persist. Facilitators, such as training programmes, standardised guidelines, flexible arrangements and transparent communication can enable meaningful partnerships.

The concept of PPIEterm·dom is evolving toward greater clarity and consistency in research, positioning patients and the public as active, essential contributors rather than passive participants. Barriers and facilitators were identified to inform its utilisation in research.

This study clarifies the conceptual ambiguities of PPIEterm·dom, informs theory development, and provides actionable insights. Healthcare and nursing researchers can draw on its findings to utilise PPIEterm·dom to enhance collaborative and inclusive research practices that align with the needs of patients and the public.

This study adheres to the PRISMA (2020) reporting guidelines for systematic reviews.

One of our co‐authors is a patient with lived experience of cancer, who contributed valuable comments and suggestions to enhance this paper.

Introduction Overview of the Problem Area Health researchers often undertake research independently throughout the entire process from identifying research questions and designing methodologies to implementing interventions and sharing research findings, with limited active collaboration with patients and the public (Biddle et al. 2021 ; Ocloo et al. 2021 ). While health researchers have extensive research expertise and theoretical knowledge, they cannot fully represent the views and perspectives of patients and the public (Grover et al. 2022 ). Consequently, research may fail to align with the needs of patients and communities, undermining its practical relevance and contributing to inefficiencies in service delivery and resource allocation (Barello et al. 2012 ; Kwon et al. 2018 ). In response, Patient and Public Involvement and Engagementterm·dom (PPIEterm·dom) has emerged as a common approach to innovative research practice in health, integrating the views, insights, and experiences of patients and the public into research processes to enhance the relevance, applicability, and impacts of studies (National Institute for Health and Care Research (NIHRterm·key) 2021 ). While increasingly mandated by funding bodies and research institutions (NIHRterm·key 2021 ), the conceptual foundations of PPIEterm·dom remain inconsistently defined and frequently conflated with other related terms. This conceptual ambiguity presents challenges for PPIEterm·dom implementation and may undermine the theoretical coherence and operational consistency of PPIEterm·dom in research.

Conceptual Background Many research institutions, including the NIHRterm·key, advocate the value of PPI, which is defined as research conducted ‘with’ or ‘by’ members of the public, rather than ‘to,’ ‘about,’ or ‘for’ them (NIHRterm·key 2021 ). This concept emphasises active collaboration between researchers and patients or the public at various stages of the research process, rather than merely recruiting them as participants. The NIHRterm·key ( 2022 ) has updated PPI to PPIEterm·dom, introducing the element of engagementterm·dom, which involves two‐way interactions such as sharing research findings with the public, facilitating public access to the benefits, and raising awareness through events. Other studies have similarly conceptualised PPIEterm·dom as involving a broader range of stakeholders, including patients, carers and community members acting as co‐creators of research (Bensenor et al. 2022 ; Keane et al. 2023 ; Lu et al. 2025 ).

PPIEterm·dom is often confused or conflated with related concepts, such as patient‐public engagementterm·dom, shared decision‐making, participatory health researchterm·dom, co‐designterm·key, co‐creationterm·key and co‐productionterm·key (DeLacy 2021 ; Li et al. 2024 ; Locock and Boaz 2019 ; Slattery et al. 2020 ; Vinnicombe et al. 2023 ). For example, participatory health researchterm·dom involves working with those affected by an issue to foster education and drive action (Cargo and Mercer 2008 ). Co‐designterm·key often involves research users in the early planning stages of a study (Slattery et al. 2020 ). Co‐productionterm·key generally refers to a process that engages patients and professionals as equal partners in the development of healthcare services, products, and interventions (DeLacy 2021 ). These terms to some extent share fundamental principles with PPIEterm·dom but differ in scope, focus, and application, particularly regarding who should be involved, at what stages of the research process, and the extent of collaboration in health‐related research. Another ambiguity stems from confusion between tokenistic involvementterm·key and genuine collaboration. Some studies misidentify minimal consultation as PPIEterm·dom, while others promote deeper engagementterm·dom but lack operational clarity (Bergholtz et al. 2024 ). Additionally, the boundary between PPIE contributorsterm·dom and research participantsterm·dom is often blurred. While research participantsterm·dom are typically enrolled in studies to provide data and are subject to ethical protocols, PPIE contributorsterm·dom may be involved in activities such as co‐developing research protocols and designs or informing dissemination strategies without being enrolled as participants or contributing data directly (Ocloo and Matthews 2016 ; Spencer et al. 2023 ; Staley et al. 2021 ).

The Importance of the Study Inconsistencies in definitions, overlapping terminologies, and a lack of conceptual clarity of PPIEterm·dom may lead to confusion among researchers and practitioners, resulting in misalignment with established PPIEterm·dom practices or incomplete implementation in research contexts (Bergholtz et al. 2024 ; Forbat et al. 2009 ; Staley et al. 2021 ). Given the increasing emphasis on the use of PPIEterm·dom in health research, a rigorous conceptual clarification of PPIEterm·dom is essential to facilitate its coherent understanding and effective application.

Concept analysis, originally proposed by Wille (1982) and further developed through Rodgers' evolutionary model (Rodgers 1989 ), offers a systematic method for addressing the conceptual ambiguity of PPIEterm·dom in health research. This approach facilitates the clarification of PPIEterm·dom concepts, including the identification of key features of PPIEterm·dom, PPIEterm·dom antecedentsterm, and PPIEterm·dom consequences, while distinguishing PPIEterm·dom from related terms and accounting for contextual and temporal variation (Duffy et al. 2025 ). Clarifying these components of PPIEterm·dom can contribute to a clear and consistent understanding of the PPIEterm·dom concept, support PPIEterm·dom theoretical development in health research, guide the effective application of PPIEterm·dom in practice, and inform PPIEterm·dom‐related education and training (He et al. 2024 ).

Research Aim and Questions This study aimed to analyse the concept of PPIEterm·dom in health‐related research by clarifying its definition and evolution, attributesterm (i.e., key features), antecedentsterm (i.e., the underlying factors for its emergence), and consequences (i.e., benefits, barriers and facilitators in its utilisation). The research questions were formulated as follows: Research Question 1 (RQ1): How is the term ‘PPIEterm·dom’ defined and how has it evolved over time in health‐related research?

Research Question 2 (RQ2): What are the key attributesterm and antecedentsterm of PPIEterm·dom in health‐related research?

Research Question 3 (RQ3): What are the main consequences of PPIEterm·dom in health‐related research?

Methods Design Rodgers' evolutionary concept analysisterm·key (Rodgers 1989 ), a robust methodological framework designed to analyse concepts that are dynamic and fluid, was employed in this study. It acknowledges that concepts are not fixed; instead, they evolve over time (Tofthagen and Fagerstrøm 2010 ). The philosophical foundation of Rodgers' evolutionary concept analysisterm·key method is relativism, which contends that knowledge and truth are shaped by social and cultural contexts, such as language, history, and power relations (Beckwith et al. 2008 ).

Rodgers' evolutionary concept analysisterm·key method includes a seven‐step analytical framework: identifying the core concept of interest (i.e., PPIEterm·dom in this study), identifying surrogate terms and relevant uses of the concept, selecting an appropriate realm for data collection, identifying the attributesterm of the concept, identifying the contexts, antecedentsterm and consequences of the concept, identifying related concepts, and. writing a model case of the concept (Rodgers 1989 ).

The report of findings adhered to the Preferred Reporting Items for Systematic Reviews and Meta‐Analyses (PRISMA) 2020 guidelines to maintain transparency and methodological rigour throughout the study.

Surrogate Terms of the Concept Previous research has shown that the terms, “patient and public involvementterm·key”, “co‐designterm·key”, “co‐creationterm·key”, and “co‐productionterm·key” have often been used interchangeably in health‐related research to express overlapping ideas of PPIEterm·dom (DeLacy 2021 ; Locock and Boaz 2019 ; Slattery et al. 2020 ; Vinnicombe et al. 2023 ). Accordingly, we identified these four terms as surrogate terms for PPIEterm·dom in this study for subsequent data collection. Other terms (e.g., patient participation) that refer to limited or passive forms of involvementterm·dom, such as providing informed consent, completing questionnaires, or participating in isolated consultations that do not meet the similarity criteria for PPIEterm·dom, and fail to reflect the dual emphasis on both patients and the public were excluded from the surrogate terms.

Data Sources and Collection A systematic search was conducted using Boolean operators'AN' and'O' across multiple databases, including the Cumulative Index of Nursing and Allied Health Literature (CINAHL), PsycINFO, SCOPUS, PubMed, and the Web of Science. To ensure a comprehensive search encompassing all elements of Rodgers' evolutionary concept analysisterm·key (e.g., concept, attributesterm, antecedentsterm, consequences), we incorporated relevant synonyms and alternative terms and focused on titles, abstracts, and keywords of the literature published on or before 31 October 2024. The specific search terms used are presented in Table 1 . In alignment with the third step of Rodgers' evolutionary concept analysisterm·key method (Rodgers 1989 ), we established clear inclusion and exclusion criteria for data selection, as outlined in Table 2 .

Key search terms.

Criteria for inclusion and exclusion.

Data Extraction and Screening To facilitate retrieval, duplication checks, and screening decisions, all documents retrieved from the databases including peer‐reviewed articles, reviews, book chapters, and other relevant publications were exported to EndNote. The use of the term ‘documents’ aligns with the terminology used by the databases (e.g., Scopus and Web of Science). These documents were independently screened by two co‐authors in accordance with predefined inclusion and exclusion criteria. Documents that met the criteria were reviewed in full, and discrepancies were resolved through discussion with a third researcher. Relevant data were then manually extracted into summary tables for analysis. The tables captured information on PPIEterm·dom definitions, attributesterm, antecedentsterm, and consequences. Additionally, contextual elements such as country, setting, study design, and any illustrations of PPIEterm·dom development or evolution were documented. Weekly meetings were conducted by the research team to ensure the reliability and accuracy of the data screening and extraction processes. Any disagreements were resolved through consensus among the research team. A PRISMA flow diagram is shown in Figure 1 , indicating the number of documents identified, included, and excluded, along with the reasons for exclusion.

PRISMA flow diagram.

Overview of the Concept The study aims to address three research questions: (1) how the term PPIEterm·dom has been defined and evolved over time; (2) what the core attributesterm and antecedentsterm of PPIEterm·dom are; and (3) what consequences of PPIEterm·dom have been reported in health‐related research. A total of 38 documents were included, categorised as follows: 18 research articles (5 mix‐methods studies, 5 quantitative studies, 8 qualitative studies), 1 methodological study, 6 review articles, 12 commentaries, and 1 book chapter. These documents were published between 2016 and 2024, with the majority originating from the United Kingdom (UK) ( n = 27), other European countries ( n = 6), Canada ( n = 1), the United States (U.S.) ( n = 1), Australia ( n = 1), Brazil ( n = 1), and Pakistan ( n = 1). The documents were reviewed, analysed, and synthesised to answer these questions. Generally, PPIEterm·dom utilisation was identified across diverse healthcare contexts, including digital health technologies for neurological conditions such as dementia, community‐based ageing research addressing frailty in older adults, the management of non‐communicable diseases such as diabetes, the development of targeted digital applications for specific populations (e.g., youth mental health support), and its integration into drug development and regulatory processes. Across the documents analysed for this study, individuals with lived experience, particularly patients, were the most frequently involved stakeholders in PPIEterm·dom, followed by carers, community members, healthcare professionals (e.g., clinicians, nurses, coordinators), researchers, advocates, charity representatives, and drug developers. The overall findings, including the definition, antecedentsterm, attributesterm, and consequences of the PPIEterm·dom concept, are presented in Appendix S1 . Figure 2 presents an overview that highlights the evolution of the concept from past to present, grounded in the documents analysed.

Evolution of the PPIEterm·dom concept from past to present. (This figure illustrates the transition of the PPIEterm·dom concept from its past state to its present form, highlighting its current key features advocated by researchers, patients, and the public, as well as the drivers facilitating its shift in health‐related research).

Definition of PPIEterm·dom and Its Evolution The most frequently referenced concept of PPIEterm·dom ( n = 20) originates from the UK, which defines ‘Involvementterm·dom’ as research being carried out ‘with’ or ‘by’ members of the public, rather than ‘to’, ‘about’, or ‘for’ them (NIHRterm·key 2021 ); and defines ‘Engagementterm·dom’ as the provision and dissemination of information and knowledge about research to patients and the public (NIHRterm·key 2021 ). The term ‘public’ encompasses a broad spectrum of stakeholders who will benefit from the research, including patients, potential patients, and individuals directly affected by the research topic, such as caregivers, family members, and community members with relevant lived experience (Gray et al. 2021 ; Karlsson and Janssens 2023 ). Throughout the research process, these individuals can also be collectively referred to as public contributorsterm·key (Keane et al. 2023 ). PPIEterm·dom moves beyond simple consultation and passive involvementterm·dom; it emphasises deeper partnerships that prioritise collaboration and actively empower individuals to influence and shape decision‐making processes (Wyatt et al. 2024 ). It also relates to co‐constructed, two‐way knowledge exchange and mutual benefit realisation (Aiyegbusi, Cruz Rivera, et al. 2023 ; Di Lorito et al. 2024 ).

PPIEterm·dom can take place at specific stages of the research process (Hough et al. 2024 ; Fedorowicz et al. 2022 ) or extend across the entire research cycle (Hanrahan et al. 2024 ; Clark et al. 2021 ). The concept of PPIEterm·dom did not vary significantly across different study contexts. However, in the UK, the concept is notably comprehensive and consistent. Other countries adopt more specific or narrower interpretations of PPIEterm·dom. For example, in Brazil, the focus is on ensuring that participants act as co‐applicants across all research stages, emphasising shared decision‐making in project development (Bensenor et al. 2022 ). In Denmark, PPIEterm·dom is primarily understood as the co‐development of healthcare services and research with users of those services (Karlsson and Janssens 2023 ). Canada and Pakistan conceptualise PPIEterm·dom as a mechanism to advance health and healthcare research, with a strong focus on treating patients as partners in the research process rather than as passive subjects or mere data sources (Rolfe et al. 2018 ; Tolppa et al. 2024 ).

Studies suggest that PPIEterm·dom has evolved from a narrow focus on patient inclusion and participation to a broader approach emphasising partnership and collaboration throughout key research stages (Clark et al. 2021 ; Bensenor et al. 2022 ; Zeissler et al. 2024 ). In the past, researchers had limited knowledge of PPIEterm·dom and often resisted sharing power and control of research with patients and the public (Boaz et al. 2016 ; Chew‐Graham 2016 ; Hawkes et al. 2023 ). The increasing emphasis from stakeholders, especially international funding bodies and ethical committees requiring PPIEterm·dom as a condition for research or grants, as well as the advancement of digital health technologies and research innovation, drives a more comprehensive and standardised PPIEterm·dom concept in health‐related research (Aiyegbusi, Cruz Rivera, et al. 2023 ; Hough et al. 2024 ; Weiler‐Wichtl et al. 2023 ). PPIEterm·dom now promotes patients and the public as active and integral partners , fostering sustained collaboration and more balanced power dynamicsterm·key that benefit both researchers and public contributorsterm·key (Hawkes et al. 2023 ; Karlsson et al. 2024 ).

Our study identified three prevalent terms related to PPIEterm·dom: co‐designterm·key, co‐productionterm·key, and co‐creationterm·key. These terms collectively encapsulate the core principles of PPIEterm·dom, emphasising inclusivity, shared ownership, and the meaningful engagementterm·dom of diverse stakeholders. The earlier inconsistent and ambiguous use of terms such as co‐designterm·key, co‐productionterm·key, and co‐creationterm·key tends to transition toward more unified and standardised terminology, including ‘patient and public involvementterm·key’ and, more recently, PPIEterm·dom, which explicitly incorporates both involvementterm·dom and engagementterm·dom (Hanrahan et al. 2024 ; Di Lorito et al. 2024 ; Karlsson and Janssens 2023 ). This transition has brought greater clarity to the practical implementation of PPIEterm·dom, addressing concerns such as who should be involved, the scope of involvementterm·dom and engagementterm·dom, and the specific stages of the research process where activities should occur. The increasing precision has facilitated the development of structured and transparent approaches to PPIEterm·dom, enabling researchers and stakeholders to utilise it more consistently and effectively. See Figure 2 for the evolution of the PPIEterm·dom concept.

Attributesterm and Antecedentsterm of PPIEterm·dom Key Attributesterm of PPIEterm·dom Attributesterm are defined as the fundamental features that characterise a given concept. Five primary attributesterm of PPIEterm·dom were identified: Empowered public contributorsterm·key with shared contributions, such as co‐applicants, co‐authors, co‐designers, and active partners, rather than passive subjects or participants (Bensenor et al. 2022 ; Spencer et al. 2023 ). Sustained collaboration and partnership between public contributorsterm·key and researchers (Hawkes et al. 2023 ; Karlsson et al. 2024 ). Equitable power distribution (Aiyegbusi, McMullan, et al. 2023 ; Fedorowicz et al. 2022 ). Reciprocal benefits grounded in mutual respect and shared exchange (Hough et al. 2024 ; Jameson et al. 2023 ; Zeissler et al. 2024 ). Proactive involvementterm·dom and engagementterm·dom (Aiyegbusi, Cruz Rivera, et al. 2023 ; Hilton et al. 2024 ).

Key Antecedentsterm of PPIEterm·dom The antecedentsterm of PPIEterm·dom refer to the foundational conditions and driving factors that are necessary for its emergence (Rolfe et al. 2018 ). The study identified five primary antecedentsterm. Inequalities in access to healthcare. Persistent inequalities in healthcare access and outcomes highlight the need for PPIEterm·dom to address disparities by involving marginalised populations in shaping more inclusive and equitable healthcare and research systems (El‐Nayir et al. 2024 ; Hough et al. 2024 ). Increasing recognition of patient‐centered care. The growing focus on patient‐centered care and the need for research tailored to local contexts highlight a research paradigm in aligning healthcare and research practices with the real‐world priorities and experiences of patients (Karlsson and Janssens 2023 ; Fedorowicz et al. 2022 ). Advocacy from stakeholders. The increasing emphasis from international funding bodies, policymakers, and research organisations on involving patients and the public lays a foundation for the emergence of PPIEterm·dom to promote accountability, transparency, and societal relevance in healthcare and research (Aiyegbusi, Cruz Rivera, et al. 2023 ; Hough et al. 2024 ; Norrie et al. 2022 ). The global movement toward empowering patients to play active roles in healthcare and research supports PPIEterm·dom as a mechanism to foster collaboration and co‐create practical, patient‐driven results (El‐Nayir et al. 2024 ; Hough et al. 2024 ). Advances in digital health technology. The advances of digital health technologies foster innovations that are user‐centered, convenient, accessible, and responsive to the diverse needs of populations, creating opportunities to apply PPIEterm·dom more effectively (Aiyegbusi, Cruz Rivera, et al. 2023 ). For example, mobile health applications and online patient portals facilitate real‐time communication, reducing barriers such as mobility limitations and geographic isolation while enabling patients to engage on their own terms (Lu et al. 2024 ; Weiler‐Wichtl et al. 2023 ). Digital technologies also support personalised engagementterm·dom by leveraging patient‐generated data to tailor interventions (Micklewright et al. 2024 ) and allow individuals from underrepresented or marginalised communities to engage in research without the logistical and financial burdens often associated with in‐person participation (Aiyegbusi, Cruz Rivera, et al. 2023 ). Research outcomes with limited effectiveness and impact. The limitations of traditional research processes, such as restrictive eligibility criteria, resource waste, and irrelevant findings, highlight the need for PPIEterm·dom to address these inefficiencies by making research more inclusive, relevant, and impactful (Bensenor et al. 2022 ).

Consequences of PPIEterm·dom In this study, consequences refer to the benefits of PPIEterm·dom on research, as well as the barriers and facilitators influencing its utilisation in research.

Benefits of PPIEterm·dom The benefits of PPIEterm·dom were manifested across three dimensions. Research enhancement. More than 20 studies collectively demonstrate that PPIEterm·dom enhances research relevanceterm·dom, quality, accessibility, ethical standards, and credibility by incorporating novel and diverse perspectives and better addresses the priority needs of patients and the public. PPIEterm·dom also amplifies research impact through enhanced dissemination of findings and more effective clinical application (Hawkes et al. 2023 ; Karlsson and Janssens 2023 ). PPIEterm·dom optimises resource utilisation and cost efficiency while minimising procedural variations and facilitating the early identification of potential challenges (Aiyegbusi, McMullan, et al. 2023 ). Increased public contributorterm·key satisfaction creates a positive feedback loop, which could improve recruitment rates for subsequent research initiatives (Hough et al. 2024 ). Researcher development. For researchers, PPIEterm·dom serves as a catalyst for innovation and professional growth. It facilitates a paradigm shift toward more inclusive research practices, fostering open‐minded attitudes toward and conversations with the public (Hough et al. 2024 ). Such a transformation in research culture promotes collaborative partnerships and enhances investigator expertise (Bensenor et al. 2022 ; Karlsson et al. 2024 ). Patient and public empowerment. PPIEterm·dom activities enhance the self‐efficacy of public contributorsterm·key, develop their research competencies, and promote their active engagementterm·dom in societal matters (El‐Nayir et al. 2024 ; Wyatt et al. 2024 ). The integration of diverse perspectives helps mitigate social inequalities and supports the advancement of inclusive healthcare practices (Hawkes et al. 2023 ).

Barriers to PPIEterm·dom Utilisation Staff shortages and high turnover within research teams and PPIEterm·dom groups, such as occupational mobility in personnel responsible for facilitating involvementterm·dom, and the replacement of public contributorsterm·key, have been identified as barriers to maintaining continuity and stability in PPIEterm·dom processes within health‐related research (Hawkes et al. 2023 ). In some low‐income countries, limited emphasis on PPIEterm·dom and lower levels of public health literacy prevent PPIEterm·dom from functioning effectively (Aiyegbusi, Cruz Rivera, et al. 2023 ). Additionally, the legacy effects of researcher‐led or health professional‐led approaches may perpetuate unequal power dynamicsterm·key and entrenched group identities, reducing PPIEterm·dom to a superficial form of involvementterm·dom, such as a tokenistic or box‐ticking exercise (Hough et al. 2024 ; Spencer et al. 2023 ).

Barriers specific to researchers include the perception of PPIEterm·dom as an additional workload (Rolfe et al. 2018 ). The critical evaluation of PPIEterm·dom practices remains under‐developed (El‐Nayir et al. 2024 ), with a lack of standardised guidelines for effective implementation (Karlsson and Janssens 2023 ). Limited knowledge, experience, and reference cases constrain researchers in navigating complex management challenges, such as maintaining long‐term partnerships, accommodating diverse individual needs, and managing participant attrition (Hawkes et al. 2023 ). Without effective collaboration with mediating institutions, researchers may also struggle to engage underserved populations (e.g., individuals from low‐income communities, ethnic minorities, or rural areas), compromising research representativeness and increasing the risk of bias (Karlsson et al. 2024 ).

Patients and members of the public, on the other hand, face their own set of challenges, such as stigma‐related concerns, lack of confidence and research capabilities, and limited interest in sharing personal experiences (Hough et al. 2024 ). Language and cultural differences, combined with the inherent complexity, nuances, and extended duration of research projects, often lead to misunderstandings and misjudgments among patients (Gray et al. 2021 ; Karlsson and Janssens 2023 ; Norrie et al. 2022 ). Research is driven by many factors, including a set of conventions which need to be understood in order to optimally engage the public and patients.

Facilitators of PPIEterm·dom Utilisation Establishing clear protocols and role definitions for PPIEterm·dom will facilitate the research preparation phase (Moult et al. 2023 ). Strategic partnerships with various institutions, particularly community organisations, can enhance participant recruitment while promoting inclusivity and diversity (Hawkes et al. 2023 ). Establishing trust‐based relationships with public contributorsterm·key and fostering safe, supportive environments are essential prerequisites for meaningful PPIEterm·dom (Karlsson and Janssens 2023 ). Training programmes for both researchers and participants, along with the formation of PPIEterm·dom groups led by skilled, experienced, and open‐minded coordinators, are critical to PPIEterm·dom utilisation (Hawkes et al. 2023 ). Standardised guidelines and frameworks provide a foundation for the consistent implementation of PPIEterm·dom (El‐Nayir et al. 2024 ; Hough et al. 2024 ).

Facilitators in the implementation phase focus on three key components: flexible, context‐specific arrangements; transparent communication; and equitable power dynamicsterm·key (Hawkes et al. 2023 ; Hough et al. 2024 ; Karlsson et al. 2024 ). Flexibility involves hybrid participation models that integrate digital health technologies for both online and in‐person engagementterm·dom. Context‐specific approaches address diverse population needs; for instance, people with dementia are likely to benefit from accessible approaches that are aligned with their individual needs, while ethnic minority groups may engage more effectively in informal, culturally sensitive settings. Transparent communication requires comprehensive documentation, regular feedback mechanisms, and periodic adjustments. Bi‐directional feedback loops ensure public contributorsterm·key stay informed while providing continuous input. Equitable power dynamicsterm·key, fostered through respect and recognition, are also important for sustaining meaningful involvementterm·dom throughout the study (Rolfe et al. 2018 ; Hough et al. 2024 ). Establishing mutual trust is also mentioned as a facilitator, as it helps maintain ongoing relationships (Jameson et al. 2023 ) and enhances understanding and engagementterm·dom among underrepresented groups (Forbat et al. 2024 ).

In the evaluation phase, facilitators of PPIEterm·dom utilisation include not only formal evaluation protocols and standardised reporting tools, but also practices that acknowledge and strengthen the role of public contributorsterm·key. These include providing financial reimbursement for contributors' time and expenses (Moult et al. 2023 ) and using accessible formats to share research findings, such as infographics, summary videos, or illustrated reports, that make the outcomes of PPIEterm·dom visible and understandable to participants and wider audiences (Hawkes et al. 2023 ; Polanco et al. 2022 ). Sustained engagementterm·dom following the completion of research has also been identified as important for reinforcing trust and maintaining collaborative relationships, which support the continued integration of PPIEterm·dom into future research activities (Karlsson et al. 2024 ).

Figure 3 is a conceptual model outlining the key attributesterm, antecedentsterm, and consequences of PPIEterm·dom. In line with Rodgers' method, the concept analysis concludes with a model case, presented in Appendix S2 . This hypothetical scenario synthesises the key findings of the study, including the definition, attributesterm, antecedentsterm, consequences, and contextual elements of PPIEterm·dom, and illustrates how the concept may be understood and applied in practice.

A Conceptual Model of PPIEterm·dom Antecedentsterm, Attributesterm, and Consequences (This figure describes the core components of the PPIEterm·dom concept, including its antecedentsterm, attributesterm, resulting benefits, and the identified barriers and facilitators related to its utilisation in health‐related research).

Discussion This concept analysis applied Rodger's evolutionary framework (1989) to explore the definition, attributesterm, antecedentsterm, and consequences of PPIEterm·dom, drawing on 38 publications from diverse datasets. The notable findings are discussed below.

The Overall Evolution and Key Attributesterm of PPIEterm·dom Our findings indicate that the concept of PPIEterm·dom is shifting toward greater clarity and consistency. Previous studies often used terms such as co‐designterm·key, co‐productionterm·key, co‐creationterm·key, and patient and public involvementterm·key interchangeably, without clear distinctions or standardised definitions. The inconsistent use of these terms led to conceptual ambiguity and fragmentation, making it difficult to establish a coherent framework for meaningful public participation in research. PPIEterm·dom has evolved beyond a narrow focus on patient inclusion, integrating these overlapping concepts into a structured and collaborative process (Jameson et al. 2023 ).

PPIEterm·dom emphasises partnership, collaboration, empowerment, reciprocal respect and contributions, active involvementterm·dom and engagementterm·dom, as well as more balanced and equal power dynamicsterm·key throughout the research process. Under the umbrella of PPIEterm·dom, ‘involvementterm·dom’ indicates a fundamental shift in how patients and the public are positioned in research (Spencer et al. 2023 ). Rather than occupying a peripheral role, patients and the public are embedded as integral partners across key research stages, where their knowledge, lived experiences, and insights are perceived to enhance the quality, relevance, and impact of research (Aiyegbusi, McMullan, et al. 2023 ). ‘Engagementterm·dom’ under PPIEterm·dom refers to activities such as disseminating research findings, raising awareness, organising public events, and increasing the impact of research. These activities are equally important, as they not only increase transparency and strengthen public trust but also broaden access to research and enhance its relevance for diverse communities (Hough et al. 2024 ). PPIEterm·dom marks a broader transformation in research culture, positioning the contributions made by patients and the public as essential components rather than supplementary elements, and highlighting the transition of their role from passive consultation and tokenistic participation to active, sustained involvementterm·dom (Hilton et al. 2024 ; Norrie et al. 2022 ).

The Primary Antecedentsterm of PPIEterm·dom Our findings conclude that the emergence of the PPIEterm·dom concept is driven by several antecedentsterm associated with the needs of stakeholders (e.g., researchers, professionals, patients, and institutions), disparities in healthcare outcomes, and advancements in digital healthcare technologies. Researchers tend to enhance the applicability of their findings by incorporating diverse perspectives to address the limitations of traditional methods that often overlook patient and public input (Aiyegbusi, Cruz Rivera, et al. 2023 ; Croft et al. 2023 ). Healthcare professionals increasingly involve patients to deliver more personalised, patient‐centred care, recognising that professional expertise alone cannot meet the diverse needs of patients and highlighting the importance of shared decision‐making (Bensenor et al. 2022 ; Di Lorito et al. 2024 ; Hubbard et al. 2008 ). Patients are increasingly seeking a stronger voice in healthcare decisions, advocating for shared decision‐making and human‐centred care, and also expressing a desire to be involved in research processes (Fedorowicz et al. 2022 ; Gafari et al. 2024 ). International institutions, such as the NIHRterm·key, actively promote a paradigm that aligns research with public priorities, upholds participant rights, and maximises research impact (Aiyegbusi, McMullan, et al. 2023 ; de Graaff et al. 2021 ). The changing needs of stakeholders along with developments in healthcare delivery have contributed to a shift in how patients and the public are regarded, not only as recipients of care, but also as individuals whose experiences and perspectives are increasingly valued in other domains, including research.

On the one hand, health inequalities, such as unequal access to care, exclusion from research, and lack of influence in setting health priorities, have led to growing calls to involve patients and the public more directly in health research (Hanrahan et al. 2024 ; Hough et al. 2024 ; Karlsson and Janssens 2023 ). In this context, health inequalities have become one of the important antecedentsterm driving the emergence and facilitation of PPIEterm·dom to make research more inclusive and meaningful. On the other hand, involving people who experience health inequalities, particularly those from marginalised or underserved groups, can make research more relevant to their needs and experiences. This can help shift how priorities are set and how knowledge is produced, and may contribute to reducing health inequalities over time (Hawkes et al. 2023 ; Heaven et al. 2016 ). In addition, advances in digital health technologies, such as mobile health applications and online portals, enable real‐time interaction, reduce participation barriers, and allow patients and the public to engage in health research based on their own preferences, potentially addressing challenges like mobility limitations and geographic isolation (Weiler‐Wichtl et al. 2023 ). They also enable the collection and analysis of real‐time participant‐generated data, which can inform more personalised and responsive approaches to research execution and adaptation, enhancing the relevance of research across diverse contexts.

The Notable Consequences of PPIEterm·dom and Its Utilisation Utilisation of PPIEterm·dom in health research faces continuing challenges. Resource constraints, such as limited manpower to carry out PPIEterm·dom activities, time pressures, and insufficient funding support, as well as competing priorities among involved stakeholders (e.g., researchers, patients, public contributorsterm·key), can undermine the sustainability of PPIEterm·dom in health research (Heaven et al. 2016 ; Rolfe et al. 2018 ; Wyatt et al. 2024 ). Insufficient time allocated to the PPIEterm·dom process and a lack of training opportunities constrain the ability of both researchers and public contributorsterm·key to engage effectively (Simpson et al. 2018 ; Tolppa et al. 2024 ). Patients and the public face barriers such as low confidence in joining research endeavours, limited research skills, and uncertainty about their roles (Castillo et al. 2021 ; Preston et al. 2019 ). In addition, professional resistance, entrenched hierarchies, and the perception among some researchers that PPIEterm·dom may fail to improve research quality can undermine and marginalise PPIEterm·dom initiatives (Brett et al. 2014 ; Vargas et al. 2022 ). There is ongoing debate regarding the extent to which PPIEterm·dom should be integrated across all phases of research or whether it has more applicability at specific stages. The absence of consensus on this issue poses challenges for researchers seeking to implement PPIEterm·dom systematically and consistently. Furthermore, the lack of disease‐specific or context‐sensitive frameworks complicates efforts to adapt PPIEterm·dom to the diverse needs and priorities of specific patient groups. For example, the design and application of PPIEterm·dom strategies in chronic disease management may differ from those required in acute care settings or mental health services.

To effectively utilise PPIEterm·dom in research, our findings highlight the importance of advanced preparation, including clear role definitions to establish expectations for researchers and public contributorsterm·key (Gafari et al. 2024 ). Training in communication, research literacy, and cultural competence is essential to foster mutual understanding and collaboration (Karlsson and Janssens 2023 ; Zeissler et al. 2024 ). Equity in power dynamicsterm·key should be prioritised by valuing public contributorsterm·key' lived experiences and treating their insights as integral to the research process (Hawkes et al. 2023 ). That being said, challenges around power imbalances may persist, particularly regarding who holds decision‐making authority, whose perspectives are prioritised, and how contributions are recognised. In many cases, researchers are financially compensated for their participation; whereas public contributorsterm·key may take part as unpaid volunteers. Although formal remuneration structures for public contributorsterm·key do exist in some countries, such as the UK (NIHRterm·key 2021 , 2022 ), these practices remain inconsistent across settings, raising ongoing concerns about fairness and long‐term sustainability. Future work should explore mechanisms to ensure more equitable involvementterm·dom, such as shared governance structures, transparent decision‐making processes, and appropriate recognition or remuneration of public contributorsterm·key to foster more meaningful and inclusive collaboration. For example, co‐governance structures can facilitate shared decision‐making on project goals, methods, and evaluation criteria (Fedorowicz et al. 2022 ). Transparency can be enhanced through regular feedback loops and sufficient resource allocation, including financial reimbursement and remote participation options to overcome barriers such as mobility and geographic constraints (Hough et al. 2024 ). Engaging underrepresented groups, such as ethnic minorities, individuals with disabilities, and those from lower socioeconomic backgrounds, is also critical. Strategies like partnering with community leaders, building trust with communities, and addressing cultural and linguistic barriers through plain language, translation services, or adaptive communication methods can improve accessibility and ensure diverse perspectives are represented (Aiyegbusi, Cruz Rivera, et al. 2023 ; Gafari et al. 2024 ).

Limitations The application of Rodgers' evolutionary concept analysisterm·key framework in this study highlights the dynamic nature of concepts. However, this approach inherently allows for variability in interpretation due to its reliance on the selected data sources and the perspectives of the researchers. Additionally, it does not provide a definitive or operationalised model for the practical application of PPIEterm·dom. Documents that placed greater emphasis on the implementation of PPIEterm·dom, while giving less attention to its conceptual development, defining attributesterm, or antecedentsterm, were excluded based on the aims of the study. As a result, the data collection may not fully encompass the scope of PPIEterm·dom‐related studies or adequately represent its progression across varying contexts.

Implications This study advances PPIEterm·dom‐related theory development and deepens understanding of its core components, providing researchers and practitioners with clearer guidance on its definition and application in health research. The findings provide actionable insights into enhancing PPIEterm·dom utilisation by identifying key barriers and facilitators while also supporting the establishment of standardised educational programs and training initiatives to promote effective PPIEterm·dom practices. Healthcare and nursing researchers can use this study to clarify ambiguities in the PPIEterm·dom concept and application, promote interdisciplinary collaboration, and better align research practices with the diverse needs of patients and the public. Over time, the continued integration of PPIEterm·dom into nursing research may reinforce the profession's commitment to person‐centred care, ethical practice, and social accountability, while also contributing to the advancement of collaborative, inclusive, and contextually relevant research that informs and strengthens policy, education, and clinical practice.

Conclusion PPIEterm·dom has gained greater prominence in health‐related research for its contributions to research efficiency, relevance, impact, and innovation. However, inconsistent terminology and overlapping use of related concepts have caused confusion, limiting its proper application and alignment with established practices. A clear understanding of its definition, attributesterm, antecedentsterm, and consequences is crucial for advancing its theoretical foundation, improving its implementation, and enhancing its impact on health‐related research. This study employed Rodgers' evolutionary concept analysisterm·key to clarify the concept and features of PPIEterm·dom, examine its evolution over time, and identify facilitators and barriers to its utilisation. The study enables researchers and practitioners to gain a better understanding of what constitutes meaningful and effective PPIEterm·dom.

Ethics Statement The authors have nothing to report.

Consent The authors have nothing to report.

Conflicts of Interest The authors declare no conflicts of interest.

Supporting information Appendix S1: jan70140‐sup‐0001‐AppendixS1.docx.

Appendix S2: jan70140‐sup‐0002‐AppendixS2.docx.

Interpretive notes.
• Highlighted spans are tagged entities: persName (author), title (venue), placeName (place), date (year), and term (a key concept: domain / ai / method).
• Eponymous or retrospective terms (e.g. “Nash equilibrium”, “segregation”) do not appear in the original source and so are not highlighted — a deliberate choice (see Report 4).
• Some entries begin with a word in capitals. EVIDENCE CORRECTED means the finding still stands and it was our quotation that was wrong — it has been replaced. RETRACTED means the entry itself was wrong; it stays on the page, marked, with its reason, rather than being deleted. WITHDRAWN AND REPLACED means a corrected version of it appears in the entries below. Each mark carries its own reason, because the reasons differ from one entry to the next. An entry we have WITHDRAWN is removed from this page and kept in the record, with its reason. A line reading Audit and a date is a later re-reading of the entry against its whole sentence: DOUBTFUL means it was kept, and the reason says what is loose about it.
• Quotation marks inside the tagger's sentence. Where a tag is the tagger's own sentence, a phrase in quotation marks inside it is borrowed from the paper — the tagger's wording around it is not. The paper's own sentence is the evidence quote shown on the same row, so the borrowing can be checked against the thing borrowed from without leaving this page. Nothing inside quotation marks anywhere on this page is ours: if it is quoted, it is the paper's. Whose words a concept carries. A concept entry records a term the paper itself uses, so the term, the sense given for it, and its evidence are the paper's own words, quoted where the paper fixes them. This is the opposite of a sense entry in the tag table, which is the tagger's sentence about how the paper uses a term. Where a concept entry could not be grounded in the paper's words, the entry says so on its own row.
• Counts: 1 work · 1 date.
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