The article defines conflicts of interest in research as "circumstances that create a risk that professional judgments or actions regarding a primary interest will be unduly influenced by a secondary interest." It explains that the *primary* interest is the integrity and welfare of research and subjects, while *secondary* interests can include financial gain, career advancement, or desire for professional recognition. It emphasizes that conflicts of interest are about the *risk* of undue influence, not proof that bias actually occurred, and that disclosure and management are central tools for addressing them.

COPE defines a conflict of interest for reviewers as any situation that "could bias their opinions" or be perceived as doing so, including "competitive, collaborative, or other relationships or connections with any of the authors, companies or institutions connected to the papers." Reviewers are instructed that if they "have a potential conflict of interest" they should disclose it to the journal and, if necessary, recuse themselves. The document emphasises that the existence of a conflict does not imply misconduct, but that transparency and, where appropriate, non-participation are required when personal, professional or financial interests may affect judgment.

ICMJE’s 2026 recommendations explain that conflicts of interest "exist when professional judgment concerning a primary interest (such as patients’ welfare or the validity of research) may be influenced by a secondary interest (such as financial gain, academic or personal rivalry)." They emphasize that relationships and activities may be considered conflicts of interest even if the author does not believe they have influenced the work. The document stresses disclosure: "Authors should avoid entering into agreements with study sponsors, both for-profit and nonprofit, that interfere with authors’ access to all of the study’s data or that interfere with their ability to analyze and interpret the data and to prepare and publish manuscripts independently."

Frontiers defines a conflict of interest in scientific publishing as existing "when personal, financial, or professional relationships could influence, or be perceived to influence, the objectivity of research, peer review, or editorial decisions." It notes that conflicts "are often assumed to be financial" but also include personal and professional ties, and that the key principle is: "if a relationship might interfere with objective judgment, it should either be disclosed or the role declined." For authors, the guidance is to ask whether any relationship could benefit from the findings and, if so, disclose it; journals may then decide whether disclosure is sufficient or recusal is required.

The article defines a conflict of interest as a situation "when an individual with responsibilities toward others, including professional duties, may be influenced, whether consciously or unconsciously, by personal or financial interests." It notes that "the presence of a conflict of interest does not always imply wrongdoing; rather, it refers to a situation where external factors have the potential to affect one’s decisions or actions." The paper also explains that AI tools are increasingly used to detect potential conflicts of interest by comparing data from funding agencies, publishing databases, and institutional records, identifying connections between researchers and organizations that may not be immediately apparent.

The ORI’s guidance states that conflicts of interest arise when "a researcher’s personal or financial interests compromise, or have the appearance of compromising, their professional judgment in conducting or reporting research." It distinguishes between "actual, potential, and perceived" conflicts, emphasizing that all three categories are relevant to research integrity. The document notes that institutional roles, such as holding positions in companies that may benefit from research outcomes, must be disclosed and sometimes managed through recusal from certain activities rather than prohibiting all involvement in related research and publication.

COPE defines a conflict (competing interest) as existing "when professional judgment concerning a primary interest (such as patients’ welfare or the validity of research) may be influenced by a secondary interest (such as financial gain or personal rivalry)." It notes that conflicts may be financial or non‑financial and that they "may be personal, commercial, political, academic or financial." Editors are advised that the most important issue is *transparency*: all relevant interests should be declared so that readers can make their own judgments about potential influence.

ICMJE states that a conflict of interest exists "when professional judgment concerning a primary interest (such as patients’ welfare or the validity of research) may be influenced by a secondary interest (such as financial gain, academic advancement, or personal rivalry)." Authors are required to disclose "all relationships and activities that might bias or be seen to bias their work," including employment, consultancies, and other roles with organizations that might have an interest in the publication’s content. The recommendations emphasise disclosure and editorial management rather than a blanket prohibition on authors publishing in areas where they have relevant professional roles.

Nature describes conflicts of interest as arising when "secondary interests (such as financial gain or personal prestige) create a risk of undue influence" over a researcher’s primary obligations to scientific integrity and objectivity. The article notes that universities and journals generally treat industry relationships, consulting for companies, and roles in commercial ventures related to one’s research as potential conflicts that must be disclosed and sometimes restricted. It also highlights that conflicts can be non-financial, including strong intellectual or professional commitments that may affect neutrality in research or evaluation.

OECD guidance defines a conflict of interest as a situation where "a public official has private interests which could improperly influence the performance of their official duties and responsibilities." It clarifies that the existence of a conflict does not depend on whether improper influence actually occurs, but on whether private interests *could* reasonably be seen as capable of influencing professional judgment. The report recommends that organizations adopt policies requiring disclosure and management of outside activities, secondary employment, or external roles that relate to the organization’s work, to prevent both real and perceived conflicts.

This HCI study reports that fact-checking organisations experimenting with generative AI must navigate "value tensions" including transparency, accountability, and potential over-reliance on AI outputs. Participants raised concerns about how integrating AI tools could affect "public perceptions of independence and credibility" of fact-checkers, especially if the tools are developed or controlled by large technology firms. The paper discusses organisational and environmental factors, including "uncertain and evolving policy" around AI use in fact-checking, but does not frame staff publishing critical or analytical research about AI tools as a per se conflict of interest; rather, it highlights the importance of clear disclosure and governance.

The Journal of Health Monitoring states that it bases its definition of conflicts of interest on the ICMJE Recommendations. It requires all authors to complete the ICMJE Disclosure Form and to declare their relationships and activities, including the source of research funding. The page notes that conflicts can be financial or non‑financial and that readers must be able to see any relationships that could be perceived as influencing the content of the article.

Nature defines competing interests as "any interests that could undermine the objectivity, integrity or perceived value of a publication." The policy notes that these may be financial or non‑financial, including employment, consulting, or ownership of organizations that may be affected by the publication. Authors are required to declare "any competing financial and/or non-financial interests in relation to the work described" so that readers can judge the potential for influence.

Wiley explains that a conflict of interest "exists when an author (or their institution), reviewer, or editor has financial or personal relationships that inappropriately influence (bias) their actions." It further notes that such relationships may not necessarily *actually* bias judgment, but the potential for bias can be enough to constitute a conflict. The guidance emphasizes disclosure of financial ties, employment or consultancies, and other professional relationships relevant to the content of a manuscript, so that editors can decide whether the conflict can be managed through disclosure or whether certain roles (such as peer review) should be reassigned.

AIP Publishing defines a conflict of interest (COI) as "anything that interferes with, or could reasonably be perceived as interfering with, the full and objective presentation, commissioning, peer review, editorial decision-making, or publication of research or non-research articles." It states that a COI exists "when a person or institution has a relationship, personal or otherwise, that has the potential to compromise or in any way interfere with professional objectivity or judgment." The policy stresses that conflicts can be *actual* or *apparent* and that editors, authors, and reviewers are responsible for declaring such relationships so that appropriate mitigating action can be taken.

Springer Nature’s guidance states: "A conflict of interest can be anything that interferes with, or could reasonably be perceived as interfering with, the full and objective presentation, peer review, editorial decision-making, or publication of research." It specifies that conflicts may arise from "personal, commercial, political, academic or financial" relationships. Authors are instructed that if there is any doubt, "it is better to declare a potential interest than not."

This policy paper on AI in fact-checking stresses that AI tools must be integrated in ways that preserve "editorial independence" and avoid undue influence from technology providers. It argues that transparency in AI processes is essential and recommends workflows that "prevent the biasing of fact-checkers with AI tools" and are integrated with existing teamwork. The authors recommend governance structures and funding models that mitigate conflicts of interest around AI tools and infrastructure, focusing on disclosure and organisational separation of roles rather than restricting researchers affiliated with fact-checking initiatives from publishing academic analyses of AI systems.

The editorial on the ICMJE form explains that its purpose is to make authors report all potential conflicts of interest using a uniform format. It states that conflicts of interest involve "conditions that could affect, or could reasonably be perceived to affect, the conduct or reporting of the work." It emphasizes that the form requires disclosure of financial relationships and other competing interests so that editors and readers can assess the possible influence on the research.

A summary of an EDMO panel on AI in fact-checking describes AI’s "dual role" and notes that AI vendors and fact-checking organisations need to recognise potential conflicts of interest, particularly where platforms fund or build tools used to assess their own content. The discussion highlights the need for transparency about "who builds and controls AI tools" and cautions that perceived conflicts can undermine trust in fact-checkers. However, the panel frames these issues in terms of governance, funding and tool deployment; it does not suggest that researchers or staff at fact-checking organisations are barred from publishing academic work about AI models, but rather that such work should be transparent about affiliations and interests.

Among COPE’s principles, journals are expected to have clear policies on conflicts of interest and competing interests. The document notes that authors, reviewers, and editors should be required to declare any interests that might influence, or be seen to influence, their work. It stresses that transparency about such interests is essential for maintaining trust in scholarly publishing across disciplines, not only in medicine.

The page explains that financial conflicts of interest in research "can take many forms" and lists common examples, including "income from external activities over $5,000," "publicly traded stocks ("ownership") valued over $5,000," and "any ownership in a private company - 'faculty startup'." It notes that conflicts may arise when a researcher has a role with fiduciary duties (e.g. "board of directors, officer role, employment") in an external company whose interests intersect with their research responsibilities. The guidance implies that when a researcher’s institutional role and their role in a related company overlap in subject matter, this situation must be disclosed and actively managed as a conflict of interest.

The editorial defines conflicts of interest in academic publishing as situations where "professional judgment concerning a primary interest (such as patients' welfare or the validity of research) may be influenced by a secondary interest (such as financial gain, personal relationships, or academic advancement)." It emphasizes that undisclosed relationships between authors and industry sponsors or companies whose products are evaluated in a paper are a common form of conflict. The article discusses how AI systems can scan research papers and related documents to detect potential conflicts, especially where an author has a stake in an entity that may benefit from the publication’s findings or conclusions.

The article states that "conflicts of interest (COIs) between clinical trial investigators and biopharmaceutical companies have raised concerns about potential bias in trial design, conduct, and reporting." It describes COIs as arising when authors have financial relationships such as employment, stock ownership, or consulting fees with a company that could be affected by the research. The study examines how often these relationships are disclosed and how they are managed, illustrating that author ties to companies operating in the same domain as the research are treated as conflicts that require disclosure and oversight.

The Reuters Institute reports that fact-checking organisations are experimenting with AI tools for tasks such as claim detection, translation, and content generation, which raises questions about "editorial control, responsibility and potential conflicts of interest" when using tools provided by large tech companies. Experts interviewed stress that transparency about tool providers and funding is essential to maintain public trust. The article suggests that responsible use involves clear policies and disclosures rather than prohibiting staff from conducting or publishing research on AI tools and models; such research is often presented as part of a broader accountability and oversight ecosystem.

This policy, aligning with COPE guidelines, defines a conflict of interest as occurring "when authors, reviewers, or editors have interests that may influence their judgments on what is published, potentially misleading readers." It clarifies that conflicts "might arise from relationships, allegiances, or hostilities to specific groups or organizations, especially when resulting in personal gain." Authors are required to declare all such relationships so that editors can decide whether a conflict exists and how to manage it.

ICMJE’s FAQ explains that ICMJE has developed a standardized Disclosure Form "to facilitate and standardize authors’ disclosures about relationships and activities that might bias or be seen to bias their work." It adds that journals may use different mechanisms, but the underlying principle is the same: to provide readers with information on any interests that could be perceived as affecting the work. Authors are advised to check journal instructions on how and when to submit the completed conflict-of-interest disclosure.

The article notes that conflicts of interest in academic publishing can affect "research sponsors, authors, journals, journal staff, publishers, and peer reviewers." It summarizes the International Committee of Medical Journal Editors (ICMJE) guidance that "all participants in the peer-review and publication process must disclose all relationships that could be viewed as potential conflicts of interest." It lists sources of conflict for authors including financial, career, political, and social interests, as well as institutional interests when research might benefit or harm the author’s employer, and notes that undisclosed conflicts can lead to retraction and damage to academic careers.

A First Draft explainer on AI and fact-checking notes that using AI tools in verification work introduces new ethical questions, including dependence on tools built by platforms that are themselves subjects of fact-checking. It recommends that newsrooms and fact-checkers develop policies on "disclosure of partnerships, funding and tool providers" to address conflicts of interest and perceived bias. The piece frames research collaborations and publications about AI as potentially beneficial for transparency and understanding, provided that institutional relationships and incentives are clearly disclosed to audiences and peers.

Poynter’s coverage of AI in fact-checking describes how fact-checking organisations are both deploying AI tools and studying their limitations, including hallucinations and factual errors. Representatives of fact-checking outlets mention the need for "clear internal guidelines" and to "disclose our methods and tools" when using AI, especially in published work. The article discusses conflicts of interest mainly in the context of funding and partnerships with tech companies and platforms; it does not characterise the act of publishing academic research on AI’s shortcomings by employees of fact-checking organisations as an inherent conflict, as long as affiliations and any relevant financial ties are made transparent.

The article notes that "AI is making conflicts of interest even harder to manage" because algorithmic systems may embed and obscure the incentives of the organizations that develop or deploy them. It explains that in the AI era, "decisions that move markets, shape portfolios, and shift business outcomes" can be made by algorithms whose design may reflect the interests of the firm that owns them, and regulators are "watching closely" for these new kinds of conflicts. The discussion frames situations where an AI provider both sets standards or evaluations and offers a commercial AI solution in the same space as a conflict-of-interest risk that must be disclosed and carefully governed.

Reporting on a speech by SEC Chair Gary Gensler, the article explains that he warned artificial intelligence can "create or aggravate conflicts of interest, depending on how the AI is programmed and what data it is trained on." Gensler suggested that when firms deploy AI in ways that optimize for the company’s interests rather than those of clients or investors, this can constitute a conflict that securities law may need to address. The piece frames AI systems and their developers as potential sources of conflicts when they both control the technology and benefit from the outcomes it steers.

Summarizing a Deloitte report, the post states that "over 60% of the S&P 500 companies reviewed believe they have material risks around AI" and describes AI as a "risk multiplier" for governance issues. It notes that AI-related risks include "ethical concerns" and "regulatory compliance," and that companies are being urged to strengthen controls around AI to address issues such as bias and conflicts of interest. The analysis suggests that when companies use AI in core decision-making, oversight mechanisms must consider whether the firm’s own interests could conflict with those of users or stakeholders affected by AI-driven outputs.

Ethics Unwrapped, summarizing standard definitions, describes a conflict of interest as "a conflict between the private interests and the official responsibilities of a person in a position of trust." It explains that in research contexts, financial conflicts occur when a researcher’s financial interests "may compromise, or have the appearance of compromising, professional judgment and objectivity." The educational material emphasizes that even when a conflict does not result in misconduct, undisclosed conflicts can undermine public trust in research and that universities typically require disclosure and management of such interests.

The sample policy defines a conflict of interest as a situation "where personal, financial, or other external interests conflict with their professional responsibilities" to the organization. It explains that employees are expected to avoid circumstances where outside activities, relationships, or roles could "compromise their judgment, decisions, or actions" in their work. The policy highlights that when an employee has an external role or interest in an entity affected by their professional decisions, this must be disclosed and managed as a conflict of interest.

COPE defines a competing interest (conflict of interest) as "anything that interferes with, or could reasonably be perceived as interfering with, the full and objective presentation, peer review, editorial decision-making, or publication of research." It lists financial ties, employment, consultancies, and intellectual or personal relationships as examples, and stresses that such interests must be declared if they could be seen as influencing the work. The guidelines emphasize that the perception of influence is enough to require disclosure, even if no actual bias is demonstrated.

COPE’s position statement on AI tools explains that authors must disclose "any use of generative AI and AI-assisted technologies" in the research and writing process, but also reiterates that standard conflict-of-interest rules apply when authors have relationships with companies providing AI tools. It clarifies that employment or financial interest in an AI company whose tools are discussed in a paper should be declared as a competing interest so that editors and readers can assess any potential influence. The statement links the rapid growth of AI in research with a heightened need for transparent management of competing interests.

Across universities and research-focused companies, it is common for conflict-of-interest policies to allow employees to publish academic work on topics related to their employer’s business, provided that any financial or institutional relationships are fully disclosed and, where necessary, reviewed by an internal ethics or compliance office. Such policies generally distinguish between a *conflict of interest* (a situation in which secondary interests could unduly influence professional judgment) and a *prohibited activity*; many potential conflicts are considered manageable through transparency, disclosure statements in the paper, and, in some cases, recusal of the employee from specific business decisions that directly depend on their published findings.