Source Verification Policy

1. Our Commitment to Accuracy

At Aevum Encyclopedia, trust is the foundation of knowledge. We recognize that in an era of information overload, distinguishing verified facts from speculation is critical. This policy outlines the rigorous, multi-layered verification process that every article, dataset, and media asset must undergo before publication, and the continuous monitoring protocols that maintain our standards.

We do not treat all sources equally. Our framework prioritizes peer-reviewed academic literature, primary historical documents, official institutional publications, and transparently methodological data sets. All claims are required to be traceable to verifiable origins.

2. The Verification Framework

Every piece of content passes through a structured four-stage pipeline designed to catch inaccuracies, bias, and outdated information.

3. Source Acceptance Criteria

Contributors and editors must adhere to the following citation and sourcing standards:

• Primary Sources Preferred Original research, official statistics, archival documents, and direct observations carry the highest verification weight.
• Peer-Reviewed Academic Literature Journal articles, conference proceedings, and published theses from accredited institutions are mandatory for scientific and medical claims.
• Transparent Methodology Data sets and studies must disclose collection methods, sample sizes, funding sources, and potential conflicts of interest.
• Recency & Relevance Fast-moving fields (AI, medicine, climate science) require sources published within the last 3–5 years, unless citing foundational theory.
• Multi-Perspective Corroboration Controversial or historically disputed topics require at least three independent, credible sources representing distinct viewpoints.

4. AI-Assisted Review & Human Oversight

Aevum Encyclopedia leverages advanced AI to accelerate verification, but AI does not replace editorial judgment. Our systems are designed as assistive tools that surface contradictions, suggest missing citations, and detect statistical anomalies. All final publication decisions rest with our human editorial board and subject-matter experts.

AI models are regularly audited for bias, hallucination rates, and citation drift. When AI-assisted suggestions are incorporated, they are explicitly marked in the version history to maintain full transparency.

5. Corrections, Versioning & Transparency

Knowledge evolves. We maintain a public, immutable version history for every article, documenting all edits, source replacements, and editorial decisions. When factual errors are identified:

1. A Correction Notice is appended to the article within 24 hours.
2. The erroneous claim is struck through and replaced with verified information, preserving the edit trail.
3. Affected downstream articles are flagged for review to prevent error propagation.

We publish quarterly Transparency Reports detailing verification metrics, correction rates, and policy updates.

6. Reporting Inaccuracies & Appeals

Our community is essential to maintaining accuracy. If you identify a factual error, unsupported claim, or bias in any Aevum Encyclopedia article, you can submit a formal review request through our portal. All submissions are acknowledged within 48 hours and routed to the relevant editorial team.

Disagreements regarding source reliability or editorial decisions may be appealed to the Independent Review Committee, which convenes bi-monthly to evaluate contested verifications.