Review • Correct • Improve

Corrections Policy

How factual errors, outdated information, incorrect sources, misleading wording, broken links, technical problems, and reader reports are reviewed and corrected across the Bruce Goldwell Knowledge Centers.

Editorial Accountability

Published Content Should Remain Open to Correction

Even with careful research, fact-checking, source review, and human editing, published content may contain errors or become outdated.

New evidence may appear, official information may change, websites may move, laws may be revised, technical systems may update, or wording may prove unclear or misleading.

The Purpose of This Policy

This policy explains how possible errors are identified, reviewed, corrected, clarified, updated, archived, redirected, or removed.

The goal is to improve the reliability of the Bruce Goldwell Knowledge Centers while being transparent that no publishing process can guarantee permanent or perfect accuracy.

Correction Principles

Standards That Guide Editorial Changes

Correction decisions are based on the seriousness of the issue, the available evidence, and the potential effect on readers.

Accuracy

Confirmed factual errors should be corrected so the content reflects the best available evidence.

Transparency

Material corrections may be identified when the change significantly affects the meaning or reliability of the page.

Fairness

Reports should be evaluated against evidence rather than accepted or rejected because of agreement, disagreement, popularity, or pressure.

Improvement

Corrections should improve clarity, source support, usability, technical function, and reader understanding.

Correction Categories

What May Require Editorial Action?

Corrections may involve factual content, sources, links, images, technical elements, metadata, or presentation.

Factual Errors

Incorrect names, dates, titles, locations, events, laws, technical claims, quotations, statistics, or historical details.

Outdated Information

Information that was previously accurate but changed because of new laws, research, products, software, policies, prices, or events.

Incorrect Sources

Citations that do not support the claim, identify the wrong document, contain incorrect attribution, or refer to a nonexistent source.

Misleading Wording

Language that overstates certainty, removes important context, confuses opinion with fact, or could materially mislead readers.

Broken Links

Internal or external links that no longer work, lead to the wrong page, or point to outdated material.

Technical Problems

Broken HTML, missing images, mobile-display problems, invalid structured data, accessibility issues, or navigation errors.

Image Problems

Misleading captions, incorrect descriptions, inaccurate text inside graphics, missing alternative text, or visuals that imply unsupported facts.

Metadata Errors

Incorrect page titles, descriptions, canonical URLs, structured-data dates, author details, social metadata, or indexing instructions.

Types of Editorial Changes

Not Every Revision Is the Same

Editorial changes may range from simple formatting repairs to major factual corrections.

Minor Edit

Correcting spelling, grammar, punctuation, capitalization, spacing, formatting, or other issues that do not change the meaning.

Link Repair

Updating a broken URL, changing an internal page path, or replacing a moved source with the correct location.

Clarification

Revising wording or adding context so readers can understand the original meaning more accurately.

Factual Correction

Replacing an incorrect claim, date, statistic, quotation, description, or attribution with supported information.

Content Update

Revising a page to reflect new laws, official actions, research findings, technical releases, market developments, or changing conditions.

Major Revision

Rewriting substantial portions of a page when the existing structure, evidence, or conclusions no longer serve readers accurately.

Retraction or Removal

Removing content when it is materially unreliable, unsupported, duplicative, harmful, obsolete, or impossible to correct adequately.

Redirect or Archive

Redirecting readers to a stronger page or preserving older content for historical reference while clearly marking its status.

Review Process

From Report to Resolution

A possible error should be reviewed through a consistent process before a correction decision is made.

Receive the Report

The issue may be identified through routine review, source updates, reader feedback, testing, research, or editorial discovery.

Identify the Exact Issue

Determine which sentence, link, image, statistic, citation, date, technical element, or section is being questioned.

Review the Evidence

Examine the original source, supporting documentation, publication date, context, methodology, and any newer evidence.

Determine Materiality

Decide whether the issue is minor, material, time-sensitive, high-risk, technical, or unlikely to affect reader understanding.

Make the Correction

Revise, clarify, update, replace, redirect, archive, or remove the affected material.

Recheck the Page

Confirm the new wording, links, sources, dates, metadata, structured data, and technical function.

Add a Notice When Appropriate

Material changes may include a correction, update, clarification, or revision note.

Monitor Related Pages

Check whether the same error or outdated information appears elsewhere in the Knowledge Center ecosystem.

Materiality

Minor Edits Versus Material Corrections

Not every editorial change requires a public correction notice.

Minor edits may improve grammar, formatting, readability, links, or design without changing the factual meaning of the page.

A material correction changes information that could affect a reader’s understanding, decision, interpretation, safety, trust, or use of the content.

A Correction May Be Material When It

Changes the main conclusion of the page.
Corrects a significant factual claim.
Revises medical, legal, financial, or security information.
Corrects an important quotation or attribution.
Replaces a source that did not support the claim.
Changes whether an event occurred.
Corrects a major date, statistic, price, or legal status.
Removes information that could materially mislead readers.

Transparency Notices

When a Correction Note May Be Added

A visible correction or update note may be used when a change materially affects the meaning, reliability, or context of the page.

Correction

Used when previously published information was factually incorrect and has been replaced with supported information.

Clarification

Used when the original wording could be misunderstood even though the central information was not necessarily false.

Update

Used when new developments, records, laws, research, technical releases, or events change the current information.

Editor’s Note

Used when additional context is necessary to explain a significant revision, dispute, archive decision, or limitation.

Minor Changes May Not Receive a Notice

Spelling, grammar, formatting, navigation, broken links, metadata repairs, and other changes that do not materially alter the meaning may be corrected without a public notice.

Changing Information

Updating Time-Sensitive Content

Some information changes rapidly and may require revision even when the original publication was accurate.

Laws and Regulations

Proposed laws may be amended, enacted, delayed, challenged, repealed, or replaced.

Markets and Prices

Cryptocurrency prices, financial data, market capitalization, forecasts, and economic indicators can change quickly.

Technology and Software

Features, interfaces, pricing, documentation, security practices, and platform policies may change after publication.

Research and Health Guidance

New studies, safety findings, professional guidance, or regulatory actions may change previous understanding.

AI-Assisted Content

Correcting Errors Introduced by Artificial Intelligence

AI systems may generate inaccurate facts, invented sources, false quotations, outdated information, misleading summaries, or broken code.

An error does not become acceptable because it originated with an AI system. Responsibility for reviewing and correcting published content remains human.

When an AI-assisted error is discovered, the affected claim, source, code, image, metadata, or page should be reviewed using the same correction standards applied to any other content.

Common AI-Related Corrections

Removing an invented citation.
Correcting a false quotation.
Replacing outdated information.
Revising overly confident wording.
Repairing broken code or links.
Correcting text inside generated images.
Adding missing context or disclaimers.
Removing unsupported claims.

Read the AI Usage Policy

Priority Review

Corrections Involving High-Stakes Information

Possible errors involving health, law, finance, privacy, cybersecurity, or safety should receive additional attention because readers may act on the information.

Medical and Wellness

Review claims against current professional guidance, recognized medical authorities, research evidence, and safety information.

Legal and Regulatory

Check the actual statute, filing, ruling, jurisdiction, effective date, appeal status, and official records.

Financial and Cryptocurrency

Verify dates, prices, assumptions, market data, regulatory status, risks, and whether scenarios were presented as guarantees.

Security and Privacy

Correct inaccurate instructions involving wallets, passwords, private keys, accounts, software, personal data, or cybersecurity practices.

Immediate Safety Concerns

Content that could create a serious and immediate risk may be temporarily removed or revised before a complete editorial review is finished.

Reader Participation

Reporting a Possible Error

Readers are encouraged to report possible factual errors, outdated information, incorrect sources, broken links, misleading wording, missing context, or technical problems.

A correction report is most useful when it identifies the exact page and provides evidence that can be reviewed.

Reports are evaluated on their merits. A disagreement with an opinion, interpretation, forecast, or conclusion does not automatically establish that a factual error has occurred.

A Helpful Report Includes

The URL or title of the page.
The exact statement, image, link, or section in question.
A clear explanation of the concern.
The correct information, when known.
Links to official or credible supporting evidence.
The date the issue was observed.

Report a Possible Error

Evidence Review

How Reader Reports Are Evaluated

A report may identify a real error, a difference in interpretation, an outdated source, or a misunderstanding that requires clearer wording.

Source Authority

Does the supporting evidence come from an official, primary, academic, technical, or otherwise credible source?

Direct Relevance

Does the evidence directly address the exact claim being questioned?

Current Information

Is the evidence more recent, or has the situation changed since the page was published?

Context

Does the report include the full document, quotation, dataset, ruling, or relevant background?

Independent Support

Can the correction be confirmed through additional credible evidence?

Material Effect

Would the issue significantly change what readers understand or how they may act?

Disagreement Is Not Always Error

Facts, Interpretation, Opinion, and Forecasts

Some reports concern a difference in interpretation rather than a factual mistake.

Documented Fact

A statement about a verifiable name, date, event, law, record, statistic, quotation, or technical feature can usually be checked directly.

Interpretation

Reasonable people may interpret the meaning, importance, or likely effect of the same facts differently.

Opinion

A personal judgment, preference, belief, recommendation, or conclusion is not automatically corrected because another person disagrees.

Forecast or Scenario

A future possibility may require clearer assumptions or qualifications, but it cannot always be judged as true or false at publication.

Archiving and Removal

When a Page May Be Redirected or Removed

Most issues can be handled through revision, clarification, source replacement, or updates.

In some cases, an older page may no longer serve readers accurately or may duplicate stronger content elsewhere in the Knowledge Center ecosystem.

The page may then be redirected, archived, consolidated, rewritten, or removed.

Possible Reasons Include

The central claim cannot be supported.
The content is materially outdated.
The page duplicates a stronger resource.
The topic has been reorganized into a new hub.
The page creates an unnecessary safety or legal concern.
The content cannot be corrected without complete replacement.
The original purpose of the page no longer exists.

Technical Corrections

Maintaining Links, Pages, Metadata, and Structured Data

Corrections are not limited to article wording. Technical problems can also reduce accessibility, trust, search visibility, and usability.

Internal Links

Repair links after pages are moved, renamed, reorganized, or placed inside new folders.

External Links

Update sources that have moved, changed domains, been archived, or become unavailable.

Canonical URLs

Correct canonical links so search engines can identify the intended version of a page.

Structured Data

Repair invalid JSON-LD, incorrect dates, mismatched URLs, inaccurate authorship, or unsupported schema properties.

Accessibility

Correct missing labels, heading problems, inaccessible navigation, poor contrast, or missing alternative text.

Mobile Display

Repair layout, menus, images, tables, or text that does not display properly on smaller screens.

Publication and Modification Dates

Showing When Content Changes

Publication and modification dates can help readers evaluate whether information remains current.

A modification date may be updated when a page receives a meaningful factual, structural, technical, or editorial revision.

Small spelling, punctuation, formatting, or link repairs may not always justify changing the visible modification date.

A Date May Be Updated After

A material factual correction.
A major content expansion.
New laws, rulings, research, or technical updates.
A substantial restructuring of the page.
A major source review.
A significant change to recommendations or conclusions.

Limits of Correction

No Publishing Process Can Guarantee Perfection

A correction policy improves accountability, but it cannot guarantee that every error will be discovered immediately or that every page will always reflect the latest information.

Information Changes

Laws, markets, technology, research, public records, products, and official positions may change without notice.

Sources Disappear

Websites may remove documents, change URLs, restrict access, or replace earlier information.

Evidence Can Conflict

Credible sources may disagree because they use different dates, definitions, assumptions, datasets, or methodologies.

Readers Should Verify

Important information should be checked independently before making consequential decisions.

Corrections Policy Summary

What Readers Can Expect

The Bruce Goldwell Knowledge Centers aim to correct material errors, update outdated information, repair technical problems, and respond to credible reader reports.

Confirmed factual errors should be corrected.
Outdated information may be updated or archived.
Broken links and technical problems may be repaired.
Material corrections may include a visible notice.
Minor grammar and formatting edits may be made without notice.
AI-assisted errors receive the same editorial review as other errors.
High-stakes corrections receive additional attention.
Reader reports should include credible supporting evidence.

This policy may be updated as the Knowledge Center ecosystem expands and stronger editorial, technical, and publishing practices are developed.

Related Resources

Explore the Complete Research Methodology

Editorial Policy

Review the standards guiding accuracy, clarity, fairness, transparency, and responsible publishing.

Read Editorial Policy

Fact-Checking Process

Learn how names, dates, quotations, statistics, technical claims, and sources are verified.

View Fact Checking

Sources and References

See how primary evidence, official records, research, technical documentation, and AI discovery tools are used.

View Sources and References

AI Usage Policy

Review how artificial intelligence supports research, writing, coding, images, organization, and creative development.

Read AI Usage Policy

Evaluating Information

Learn how to judge authority, evidence, context, currency, relevance, and bias.

Evaluate Information

Frequently Asked Questions

Find answers about corrections, sources, AI, verification, updates, and educational use.

Read the FAQ

Corrections Strengthen Trust and Understanding

Explore the complete methodology used to research, verify, publish, review, update, and improve content across the Bruce Goldwell Knowledge Centers.

Report a Possible Error Return to Research Methodology