Scholar Forensics

Your journal dropped out of Google Scholar, Scopus or search. The cause is in the evidence.

Investigations for scholarly publishers whose coverage fell after a migration, a redesign or an attack. Written findings, a stated confidence level, fixes that never break a DOI. No guarantee of recovery: indexes decide that, we find out why.

Or start small: run the free 12-point check on one article.

Three reasons publishers write to us

We had coverage and lost it

  • Articles disappeared from Google Scholar or the index after a migration, a redesign or a server move.
  • Search Console shows a collapse and nobody can say why.
  • A spam backlink wave, a cloned site, or a hold letter from an index.

What you get: the cause, the evidence and a DOI-safe plan.

Request a diagnosis

We are preparing an application

  • Scopus, Web of Science or DOAJ application coming up, and the site has never been checked against their technical rules.
  • A platform move is planned and the editors want it to go without losing coverage.
  • Crossref, ORCID and licence metadata have gaps nobody has listed.

What you get: a readiness report with the gaps in order, before the reviewers find them.

Ask for a readiness review

We want to check before anything breaks

  • Citation metadata and references have never been checked against what Google Scholar and Crossref read.
  • The OJS install, plugins and theme have not been reviewed for security or for spam pages injected into the site.
  • Licence statements and a policy on AI-generated text and AI crawlers are missing or inconsistent.

What you get: a preventive audit with the risks in order and DOI-safe fixes, while coverage is still intact.

Ask for a preventive audit

What you get, when, and what it costs

Price
Fixed quote after a free scoping call. There is no price list because the scope depends on the platform and on how many journals are involved.
Timing
Written findings within 10 working days of receiving read access.
Access
Read-only: Search Console, server or CDN logs, a staging copy. Never passwords to production or editorial systems.
Not included
Guaranteed recovery of indexing, contact with Google, Scopus or Clarivate on your behalf, legal action.

The problem with ordinary SEO help

Most indexing services are built to launch a new journal. That is a different problem from a publisher who had coverage and lost it — after a migration, a redesign, or an attack.

Recovery is an investigation, not a checklist. It means reading crawl logs, backlink history, and metadata against each other until the cause is proven — then fixing it without breaking a single DOI. This works the same whether your articles live in WordPress, Joomla, OJS, hand-built HTML, or a custom stack.

Selected case files, anonymized

Case File 01  ·  Deindexation Post-Mortem  ·  verdict: crawl-budget exhaustion

Indexed pages collapsed to ~4% — recovering after removal of three shadow URL layers

Search engines were crawling ghost URLs left by the old platform instead of the articles. Mapped every crawlable path, redirected ~75,000 legacy URLs, cleaned the duplicate layers in staged cycles — every DOI target protected throughout.

crawl logsGSC coverageredirect integritystaged remediation

Case File 02  ·  Attack Investigation  ·  verdict: coordinated backlink attack

Attack or algorithm? Separating a 1,875-domain negative-SEO spike from an update

A sudden flood of low-quality referring domains raised the question every publisher fears. Classified the profile against defined toxicity criteria, isolated the attack cohort, and filed a disavow with documented reasoning behind every entry.

backlink historytoxicity scoringdisavowmonitoring

Case File 03  ·  Migration Autopsy  ·  verdict: metadata drift on move

Why the redirects "worked" but Google Scholar still dropped the articles

301s resolved, yet Scholar coverage fell — because citation_* tags diverged between HTML and PDF during the move. Restored metadata parity, re-established full-text crawlability, tracked recovery against a dated baseline.

citation metadataPDF/HTML parityScholar baseline

The method

Every case runs the same five phases — an evidence chain, not a guess.

PHASE 01

Intake & timeline

Fix the exact date coverage dropped and everything that changed around it — migration, redesign, plugin, server move. Chain of custody starts here.

PHASE 02

Evidence collection

Crawl logs, Search Console, backlink history, a dated Google Scholar baseline, metadata across HTML and PDF. Nothing taken on faith.

PHASE 03

Analysis

Cross-reference the sources: attack vs update, shadow URLs vs metadata. The goal is causation, not correlation.

PHASE 04

Findings & verdict

A written report with the diagnosis, the evidence behind it, and a stated confidence level. This is the deliverable.

PHASE 05

Remediation & watch

DOI-safe fixes applied through staging, then monitoring so the same failure can't quietly return.

Types of investigation

Six kinds of case. Most publishers arrive with one and discover they have another.

Deindexation

Post-Mortem

Why a collection disappeared from Google Scholar, Scopus, or Search — and how to bring it back. OJS-specific guide

Negative SEO

Attack Investigation

Distinguish a real attack from an algorithm update with evidence, then contain it.

Migration

Autopsy

What a platform move actually broke — redirects, canonicals, metadata — and how to reverse the damage.

Editorial

Citation Fraud Analysis

Detect AI-fabricated and hallucinated references before they reach publication.

Content theft

Attribution & DMCA

Identify scrapers, prove how duplicate content cannibalizes the original, and remove it.

AI answer engines

LLM Visibility Audit

Whether ChatGPT, Claude, and Perplexity cite your journal when researchers ask what to read — measured, with a plan.

Who investigates

Myroslav O · LinkedIn

Myroslav is a technical SEO specialist focused on scholarly publishing. He leads SEO at an open-access publisher and investigates why journals lose, or never gain, coverage in Google Scholar, Scopus and Web of Science.

His work combines crawl and metadata forensics with a researcher's understanding of how journals are evaluated and indexed: what the databases actually check, where platforms and metadata break, and how to document the cause. Findings are delivered as written reports with stated confidence, not guesses.

Myroslav holds degrees in Law (with honors) and Organization Management, and completed postgraduate studies. Scholar Forensics is his independent practice for journals and publishers facing indexation problems.

Independence. Scholar Forensics is run by the same person as JournalFees. JournalFees data and rankings are not for sale and are not affected by Scholar Forensics clients.

Disclosure. Scholar Forensics is an independent one-person practice; I disclose any relationship with a client's publisher or competitor before accepting a case.

Questions publishers ask first

Do you guarantee recovery?
No. We establish the cause, state our confidence and give DOI-safe fixes. Google Scholar, Scopus and Clarivate make their own decisions, and we do not influence them.
What access do you need?
Read-only access: Search Console, server or CDN logs, and a staging copy of the site. We never need passwords to production or to your editorial system.
Will you touch our DOIs?
Not without a mapping and a staged test. Every fix is built around one rule: DOI URLs must keep working.
What if the cause is not on our side?
Then you get the evidence and a well-founded request to the index. That is a valid finding, and it saves months of fixes aimed at the wrong thing.
How is confidentiality handled?
We sign an NDA on request. A client is never named in public material without written consent. See the privacy page for how request data is kept.
Which platforms do you work on?
OJS, Digital Commons, Scholastica, WordPress, Joomla and custom builds. The evidence sources are the same on every platform.
How long does it take?
Written findings are delivered within 10 working days of receiving access. Regaining coverage takes longer and is tracked against a dated baseline, because Google Scholar re-crawls slowly.
Can we start with something small?
Yes. The free check reads one article page and reports 12 technical points. It is a starting point, not a verdict: it does not replace an investigation.

Standards the findings are measured against

Every finding is checked against the sources that actually govern indexing — not opinion.

Start with the symptom

Lost visibility compounds every day the wrong URLs are crawled.

Tell us the drop, the date and the platform. You get a first read (attack, migration or metadata) with evidence, not a guess.

Written findings, confidence level stated, no guarantee of recovery

Prefer email? hello@scholarforensics.com. Or run the free check first.