Overview: what “peer review” means at AAAI
AAAI’s peer review model is built around three entities: authors, Editor-in-Chiefs (EICs), and reviewers. The EICs perform initial and final screening, select at least two independent reviewers, analyze the reports, and make the final decision. AAAI lists four decision outcomes: no modifications, minor modifications, major modifications, or rejection.
The purpose of peer review is not to delay publication. It is to protect the scientific record and improve manuscripts before publication by checking methods, logic, transparency, ethics compliance, and clinical relevance. In practical terms, peer review helps ensure that readers can trust what is written and reproduce (or appropriately interpret) the findings.
Double-blind in one sentence
AAAI uses a double-blind peer review system in which both author and reviewer identities are concealed throughout review, supported by authors submitting separate files (Title Page with author details + blinded manuscript without author details).
Step-by-step workflow from submission to decision
Submission and basic completeness checks
Authors submit via the journal’s online process. The editorial office checks for basic completeness (required files, readable figures, and adherence to the journal’s submission requirements). The author guidance notes that the corresponding author is responsible for submission and responding to editorial queries.
Practical tip: if essential components are missing (e.g., blinded file is not blinded, figures unreadable, ethics statement absent), the manuscript may be returned for technical correction before peer review begins.
Editorial pre-screen (scope, format, and baseline quality)
AAAI states that Editor-in-Chiefs perform an initial screening to confirm the manuscript fits the journal’s scope and is suitable for peer review, including checks for format/length, clarity of discussion, and whether research methods are adequately described.
At this stage, an editor may decide that the manuscript is not within scope or is not ready for peer review (e.g., insufficient methods, unclear outcomes), and may return it to the authors for improvement or reject it with reasons.
Integrity screening and ethics signals
The author guidance indicates the editorial office uses plagiarism detection on manuscripts and may notify the corresponding author if concerns are detected.
Editors may also check for ethics approval/consent language for human research, animal ethics statements, clinical image de-identification, and required disclosures (conflicts of interest, funding).
If potential misconduct is suspected, the journal may pause processing and request clarification or documentation. Serious concerns may be escalated through formal channels, consistent with recognized publication-ethics practices.
Reviewer selection and invitations
After the manuscript passes initial screening, the Editor-in-Chief sends it to at least two independent reviewers chosen by the EICs.
Reviewers are selected based on subject expertise, independence, and the ability to provide a timely and fair review.
To protect double-blind review, reviewers should not receive author identities. Reviewers are expected to declare conflicts of interest and decline if they cannot provide an objective assessment.
Double-blind review: evaluation and recommendations
Reviewers assess validity, significance, and originality, and provide feedback to improve quality. AAAI describes reviewers as anonymous subject experts who provide expert opinion and recommendations to the handling editor, contributing to the editorial decision.
A good review separates major issues (validity, missing methods, ethical concerns) from minor issues (clarity, formatting), and uses respectful language. Editors may redact inappropriate content before sharing reviews with authors.
Editorial synthesis and decision
The Editor-in-Chief analyzes reviewer reports and makes the final decision. AAAI lists four decision options: no modifications required, minor modifications, major modifications, or rejection.
Editors consider reviewer reasoning, not just reviewer “votes.” If reviews conflict, the editor may seek additional review or clarify key points with reviewers.
Revision cycle (when applicable)
If revisions are requested, authors submit a revised manuscript plus a point-by-point response letter. The revision is checked against reviewer comments and editorial requirements. For major revisions, a re-review may be requested.
Best practice: authors should clearly indicate where changes were made (page/line/section references) and provide evidence when disagreeing with reviewer requests.
Final decision and next steps
After revisions and final evaluation, the editor issues a final decision. If accepted, the manuscript proceeds to production steps such as copyediting, formatting, proofs, and publication. If rejected, the author may decide to submit elsewhere or to substantially revise and resubmit as a new submission.
Note: journal policies also describe author options such as transferring a manuscript request in certain situations.
Timelines and what can speed up or slow down review
Review timelines vary by manuscript type and reviewer availability. AAAI aims to keep peer review systematic and responsive, but delays can occur. The most common reasons for delays are: difficulty finding independent reviewers, incomplete submissions (e.g., missing files), and major revisions requiring re-review.
How authors can help speed things up
- Submit clean files (Title Page + fully blinded manuscript) and ensure figures/tables are readable.
- Include clear methods and ethics statements; provide trial registration when relevant.
- Respond to revision requests promptly with a structured response letter.
- Avoid unnecessary formatting issues that trigger “technical correction” loops.
How reviewers can help speed things up
- Accept only if you can meet the timeline; decline quickly if not.
- Write specific, actionable feedback and separate major vs minor issues.
- Flag ethical/integrity concerns in confidential notes to the editor.
Editor responsibility for efficient, fair review
AAAI’s editorial guidance emphasizes that editors should ensure effective peer review and timely publication, while maintaining integrity and quality. Fairness, confidentiality, and conflict-of-interest safeguards
Peer review must be fair to all authors. AAAI’s double-blind model reduces identity-based bias by limiting who knows what during review.
In addition, editors and reviewers are expected to disclose conflicts of interest (financial, institutional, personal, or direct competitive conflicts).
What AAAI does to protect fairness
| Double-blind reviewer assignment | Reviewer identities are not shared with authors, and author identities are masked from reviewers during evaluation. |
|---|---|
| Independent reviewers | At least two independent reviewers are chosen by the Editor-in-Chief to reduce single-reviewer bias. |
| Decision made by Editor-in-Chief | The EIC synthesizes reports and makes the final decision (reviewers advise; editors decide). |
| Complaint pathways | Authors can raise concerns through the journal’s grievance/complaint mechanisms where applicable. |
Alignment with international peer-review ethics
AAAI’s review expectations are consistent with widely used guidance such as COPE’s ethical guidelines for peer reviewers, emphasizing confidentiality, conflicts of interest disclosure, and objective, constructive reviewing.
Peer review in special issues
Special issues follow the same principles of quality and integrity, with additional coordination by guest editors. AAAI’s special-issue guidance explains that the Lead Guest Editor checks for conflicts and assigns manuscripts to guest editors and external referees for review and revision. It also notes that guest editors must follow AAAI’s instructions, including code of ethics, reviewer guidance, and the journal’s editorial policy.
What authors should expect in a special issue
- Editorial oversight remains with AAAI; guest editors assist but must follow AAAI standards.
- Review and revision are handled similarly to regular issues, with decision categories (accept/minor/major/reject) applied consistently.
- Final placement (special issue vs regular issue) may be determined by editorial discretion based on fit and planning.
Frequently asked questions
How many reviewers evaluate a manuscript?
AAAI states that manuscripts are sent to at least two independent reviewers chosen by the Editor-in-Chief after initial screening.
What decision outcomes can I receive?
AAAI lists four decision options: no modifications required, minor modifications, major modifications, or rejection.
Does AAAI use double-blind peer review?
Yes. AAAI describes a double-blind peer review system where author and reviewer identities are concealed throughout review, supported by separate Title Page and blinded manuscript files.
What happens if plagiarism is detected?
The author guidance indicates the editorial office uses plagiarism detection and that the corresponding author will be notified if concerns are detected and must respond to queries.
How does peer review work for special issues?
AAAI’s special-issue guidance describes conflict checks by the Lead Guest Editor, assignment to guest editors and external referees, and decisions aligned to accept/minor/major/reject categories, while requiring compliance with AAAI ethics and reviewer guidance.