Editorial Policy

Every article on ATLAS Thyroid is written or reviewed by a practicing thyroid surgeon. We don’t publish anything we wouldn’t say to a patient sitting across from us in clinic. This page describes how we do that work, what sources we use, and how to reach us if you find something that needs a second look.

ATLAS Thyroid is led by John Sabra, MD, FACS, a practicing thyroid and parathyroid surgeon based in Texas. Dr. Sabra reviews every clinical article on this site before it is published. Many articles are written by him directly. Where another contributor drafts an article, Dr. Sabra is the named clinical reviewer and is responsible for the medical accuracy of what appears.

You can read more about Dr. Sabra’s training, board certification, and clinical work on our About page. The qualifications that matter most for the content on this site: he is a board-certified surgeon who operates on thyroid and parathyroid disease as a primary part of his clinical practice, not occasionally.

If we ever expand the editorial team, every contributor will be a credentialed clinician with directly relevant experience, and their name and credentials will appear on the work they review. We will never use anonymous or generically-attributed clinical content.

Our writing process is built around a simple test: would this help the patient sitting in front of me right now?

That means:

• Plain language first. We define every clinical term the first time we use it. We don’t assume readers know what TIRADS, Bethesda, or RFA mean before they get to our explanation of it.
• We name what we don’t know. Where the medical evidence is genuinely mixed, we say so. Where guidelines differ between professional societies, we explain the disagreement instead of papering over it.
• We give specific numbers, not vague reassurance. If 5% of indeterminate biopsies turn out to be cancer, we write 5%. If the rate of recurrent laryngeal nerve injury in experienced hands is under 1%, we say that and cite where the number comes from.
• Every article ends with a concrete next step. A question to ask your surgeon. A symptom to track. A test to request. We don’t publish articles that leave readers more anxious than when they started.
• Surgeon-dependent outcomes are named. Where the data clearly shows that complication rates and outcomes vary with surgeon volume and experience, we tell readers that and equip them to evaluate their own surgeon.

We rely primarily on:

• Peer-reviewed clinical literature, including JAMA, Annals of Surgery, Thyroid, the World Journal of Surgery, and the major endocrine and surgical journals
• Professional society guidelines, especially the American Association of Endocrine Surgeons (AAES), the American Thyroid Association (ATA), the National Comprehensive Cancer Network (NCCN), and the European Thyroid Association (ETA)
• Direct clinical experience from a practicing thyroid surgery practice, what we actually see in our operating room and our clinic, where that experience is relevant and where outcomes are well-documented
• Government and academic medical center resources for epidemiology, cancer statistics, and FDA-related information

We do not rely on press releases, patient anecdote sites, supplement-industry sources, or content farms. Where we cite a specific study or guideline, we link to it directly so you can read the original yourself.

Every article on ATLAS Thyroid carries a “last updated” date at the top. We commit to:

• Reviewing each article at least every 18 months, and updating the date and content if anything has changed clinically
• Updating sooner when a major society guideline changes, when significant new evidence is published, or when a reader flags an inaccuracy
• Marking substantive updates clearly, so readers can see when content has changed versus when only the date has been refreshed

We are a 2026 medical practice and we use 2026 tools. ATLAS Thyroid is built on a deliberate combination of frontier AI for research and drafting and board-certified surgical judgment for everything that matters clinically. We think this combination produces better patient education than either piece alone, and we’re not shy about how we do it.

For the educational articles on this site, AI is used to:

• Read and synthesize the current literature across hundreds of peer-reviewed papers, society guidelines, and clinical position statements faster and more thoroughly than a single clinician working alone could
• Surface dissenting evidence we might otherwise miss, including recent papers that complicate the standard recommendation
• Draft initial explanations in plain language, which the surgeon then edits for clinical accuracy, tone, and patient-readiness
• Cross-check our writing against the source material to catch the kind of small errors that creep into any human-written medical content

What AI does not do on this site:

• It does not have the final word. Every article is reviewed and approved, line by line, by a credentialed thyroid surgeon. Where AI’s draft and the surgeon’s clinical judgment disagree, the surgeon wins.
• It does not invent clinical content. AI-generated claims that cannot be tied to a peer-reviewed source, a society guideline, or documented clinical experience are removed.
• It does not publish autonomously. No article appears on this site without a human review pass. There is no auto-publishing pipeline, ever.

ATLAS Thyroid offers four interactive patient tools: an ultrasound report explainer, a biopsy results guide, a lab interpreter, and a symptom triage tool. These are AI-powered tools, and we think they are genuinely useful for patients trying to make sense of their own results before a clinic visit.

How the tools work:

• The clinical logic is surgeon-defined. The thresholds, categories, risk language, and recommendations the tools surface come from the same surgical and society sources cited throughout this site. AI provides the explanation engine; the medical content is grounded in clinical practice.
• We do not store your inputs. When you upload a report or enter lab values, that data is processed in real time and is not retained on our servers.
• We do not use your inputs to train AI models. Your information is yours. It does not become training data.

If you find a factual error, an outdated reference, a broken link, or a clinical claim that doesn’t match current evidence, please tell us. We treat correction requests seriously and respond within five business days.

The fastest way to reach us is by email at info@atlasthyroid.ai with the article URL and a brief description of what you think needs to change. If your correction includes a citation we missed, we will review it against our existing sources and either update the article (with an editor’s note) or explain why we are leaving the original wording in place.

We do not silently change content after publication. Material updates are dated, and substantive revisions to clinical content are noted at the top or bottom of the article.

Dr. Sabra is a practicing surgeon. He earns income from his clinical practice, including from thyroid and parathyroid surgery. This is the same potential conflict that exists for any physician writing about a procedure they perform.

We address this directly in our editorial choices:

• We write extensively about alternatives to surgery, including watchful waiting, radiofrequency ablation, and observation of low-risk cancers, in cases where the alternative is the right choice and surgery is not
• We tell readers how to evaluate any surgeon, including questions that would apply to evaluating Dr. Sabra himself
• We do not run sponsored content. Articles are not paid for or influenced by device manufacturers, pharmaceutical companies, or any commercial third party.
• Where Dr. Sabra has a relevant professional relationship (society membership, faculty appointment, training affiliation), those are described on the About page.

If we ever accept a relationship that could meaningfully affect editorial judgment, we will disclose it on this page before any article influenced by that relationship is published.

ATLAS Thyroid’s content is editorially independent of any health system, hospital network, device company, or referral relationship. The physician network we are building (the “Find a Specialist” feature on this site) is a separate function from our educational content.

Membership in the network requires verification of credentials. Editorial coverage of any listed physician is not influenced by their listing. We will not write favorably about a listed surgeon because they are listed, and we will not write critically about a non-listed surgeon because they are not. Editorial decisions and network decisions are made independently.