Mission & Scope

Mission

PersonaMatrix Research Journal (PMRJ) exists to advance the scientific understanding of large language model behavior through the lens of psychology, psychometrics, and behavioral analysis. The journal provides a rigorous, editorially reviewed platform for research that bridges computational AI with human-centered disciplines, including educational technology and developmental psychology.

Scope

PMRJ publishes original research articles, methodological papers, educational framework papers, technical reports, and research notes focused on: LLM behavioral evaluation using psychological instruments; psychometric approaches to AI measurement; AI safety in cognitively sensitive contexts; structured prompting and persona-based modeling; digital psychology and virtual environments; AI-supported learning, adaptive educational systems, and psychologically informed EdTech.

Core Research Domains

01Behavioral consistency and drift in LLMs
02Psychometric evaluation of AI systems
03AI safety in psychologically sensitive contexts
04Structured prompting and persona-based modeling
05Reproducibility metrics for AI behavioral research
06Clinical psychology frameworks applied to AI
07Digital psychology and metaverse environments
08Ethical frameworks for AI-human interaction
09AI-supported learning and adaptive educational systems
10Psychologically informed EdTech and instructional design

Editorial responsibility for the PersonaMatrix Research Journal is maintained by the Editor-in-Chief and the Advisory Board. All publications undergo editorial review to ensure methodological rigor, ethical compliance, and alignment with the journal's scope.

Anatoliy Drobakha

Editor-in-Chief / Founder

Independent Researcher, Author of the PersonaMatrix Project, Florida, USA

Overall editorial direction, final publication decisions, journal strategy

Liudmyla Lahuta

Advisory Board Member

President of NGO Institute of Psychological Maturity, Florida, USA

Advisory on developmental psychology, educational frameworks, and EdTech research

Additional editorial and advisory board members will be announced as the journal expands its publication scope.

Editorial Review & Quality Assurance

All submissions to PMRJ undergo a structured editorial review process. Research articles are evaluated by the Editor-in-Chief and, where applicable, by advisory board members or invited reviewers with relevant expertise. The journal employs a single-blind review model during its initial publication phase.

Review Stages

01
Initial ScreeningScope alignment, formatting, and completeness check
02
Editorial ReviewMethodological rigor, originality, and contribution assessment
03
Revision (if applicable)Author revisions based on editorial feedback
04
Final DecisionAccept, revise, or reject by Editor-in-Chief
05
PublicationFormatting, DOI assignment, and online publication

Open Access & Author Rights

All articles published in PMRJ are licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Author Rights

  • Authors retain copyright of their published work
  • Authors grant PMRJ the right to publish and distribute
  • Authors may self-archive and share their work freely

Reader Rights

  • Free access to all published articles
  • Right to share, adapt, and build upon the work
  • No registration or subscription required

Ethical Standards & Compliance

PMRJ adheres to international standards of research ethics and publication integrity. The journal's ethical guidelines are informed by the principles outlined by the Committee on Publication Ethics (COPE).

Originality & Plagiarism

All submissions must be original work. Authors must properly cite all sources and acknowledge prior work. Plagiarism in any form is not tolerated.

Conflicts of Interest

Authors must disclose any financial or personal relationships that could influence their research. Editors recuse themselves from decisions where conflicts exist.

Human Subjects Research

Studies involving human participants must demonstrate appropriate ethical oversight and informed consent. IRB approval or equivalent must be documented.

AI Ethics & Safety

AI-related research must address safety considerations, potential for misuse, and bias implications. Responsible disclosure practices are expected.

Data Transparency

Authors are encouraged to share datasets, code, and supplementary materials. Methodological transparency is a core requirement for all submissions.

Corrections & Retractions

Errors identified post-publication are addressed through published corrections or errata. Retractions follow COPE guidelines when necessary.

Digital Preservation Policy

PMRJ is committed to the long-term preservation and accessibility of all published content. Articles are published with version identifiers (v1.0, v1.1, etc.) to ensure transparent tracking of revisions and updates.

Archiving Practices

  • Each article version receives its own DOI suffix where applicable
  • Corrections, errata, and updated versions are tracked transparently
  • All published content is maintained on the journal's primary web platform
  • Integration with external archiving services (e.g., Internet Archive) is planned
  • PDF and HTML formats are provided for each published article where available

Journal Details

Full TitlePersonaMatrix Research Journal
AbbreviationPMRJ
PublisherOpulentia SC LLC
CountryUnited States
ISSNPending
Publication ModelContinuous (rolling publication)
AccessOpen Access (CC BY 4.0)
LanguageEnglish
Review TypeEditorial review (single-blind)
Article FormatsHTML, PDF (where available)
IndexingIn progress