Clinical Manuscript Validation Infrastructure

Find the methodological flaw before the reviewer does.

A structured pre-submission assessment of clinical research manuscripts. We classify the design and the claim, test whether your conclusions match your evidence, recompute statistics where the numbers allow, and return a severity-scored report grounded in your own quotes.

Quote-groundedDeterministic checksNo training on your filesNo PHIEncrypted
Domain Severity Scorecardspecimen
01Design / claim fitSerious
02Results / conclusionModerate
03Statistical methodSerious
04Reporting guidelineMild
05Numerical consistencyCritical
06Clinical verdictModerate
Overall Criticalrevise before submission
§01 — Why RigorMD

Save months. Spend less. Submit something stronger.

The publication loop is slow, statistical review is scarce, and small methodological errors are common — and costly. RigorMD finds them before a reviewer does.

Time
6+ months to publish

Submission to publication runs from roughly 70 to 558 days across biomedical journals — and every revision or rejection round adds more. Catch the fatal flaw before a reviewer does.

Cost
Statistical review on demand

Biostatistics expertise is scarce and gated — academic units are capacity-strained, and the NIH now requires a statistician on trial grants. Get a structured read without the queue.

Rigor
~1 in 6 could flip the result

In one audit of orthopaedic journals, 17% of papers had a statistical error that could change the conclusion. Our deterministic layer recomputes the numbers and reconciles every p-value.

Integrity
Reputation is shared

Biomedical retractions have quadrupled in 20 years. The statistical and interpretive errors we flag are a preventable share — and one weak paper can shadow an entire group.

And because this is clinical research, the deepest reason is the simplest: a flawed statistic becomes flawed care. Cleaner evidence is better medicine.

§02 — How it works
STEP 01

Upload the package

Manuscript, tables, figures, supplement, cover letter, title page. PDF and DOCX. Confirm what's included.

STEP 02

Classify & adjudicate

We classify the study design and claim type, then two independent engines appraise across six domains.

STEP 03

Recompute & verify

Deterministic checks recompute p-values, intervals, and denominators. Every finding is traced to a quote.

STEP 04

Severity-scored report

A reconciled, severity-scored report — emailed when ready, stored in your private dashboard.

Full validation is not instant. Most reports return by email after processing; larger packages take longer.

§03 — What we check

Six domains, every manuscript. The first question is always: does the design support the claim?

DOMAIN 01

Design / claim fit

Whether a causal, comparative, or equivalence claim is supported by the study design actually used.

DOMAIN 02

Results / conclusion alignment

Whether the abstract, results, and conclusions agree — without spin or reframed null findings.

DOMAIN 03

Statistical appropriateness

Models, power, missing-data handling, and multiplicity, matched to the design and endpoints.

DOMAIN 04

Reporting guideline adherence

Design-specific reporting requirements, item by item, with the gaps named.

DOMAIN 05

Numerical / statistical consistency

Whether numbers, denominators, p-values, intervals, tables, and text agree with one another.

DOMAIN 06

Clinical interpretability / verdict

What a clinician or editor can legitimately take from the manuscript as written.

STROBECONSORTTRIPODPRISMAROBINS-ISTARDCARESPIRIT+ more
§04 — The deliverable

It flags. It does not certify.

Every serious or critical finding is grounded in a direct quote or a recomputed number — so you can verify it, not just trust it.

Quoted — manuscript, Results ¶3
“The sleeve and bypass groups showed no significant difference in 30-day readmission (p = 0.04).”
Table 3 · sleeve (n=212) vs bypass (n=198)
Recomputed — deterministic
test
Pearson χ²
statistic
3.10
df
1
reported p
0.04
recomputed p
0.078
Discordant — prose contradicts a “significant” p

Read a full sample report →

§05 — Built for
Authors

Before you submit

Catch methodological, statistical, and reporting problems before a journal — or a reviewer — catches them for you.

Per-report · pre-submission
Departments & Universities

Standardize quality

One consistent pre-submission review across trainees, faculty, and clinical research groups — with an aggregate view of where manuscripts fail.

Pilot · aggregate dashboard
Journals

Triage before review

A structured methods-and-statistics triage layer before external peer review. Decision support — never an automated decision.

Editorial triage
§06 — Why you can trust the report

No black box. Two engines, deterministic checks, and your own words.

A · 06

Each manuscript is appraised independently by two engines and reconciled into a consensus — disagreement is surfaced, not hidden. A deterministic layer recomputes statistics where the reported numbers allow, so a flag is a calculation you can check. Findings quote the manuscript directly and state, for every serious or critical issue, the direction of bias and its clinical consequence.

And we are explicit about the limits: the report distinguishes checked and passed from not checkable from the submitted files. Without raw data, some questions can't be answered — and we say so.

§07 — Pricing

Per report. Or licensed for your institution.

Basic screen
$29
A fast automated screen with a short, clearly-labeled output.
  • Design & claim classification
  • Top-line domain flags
  • Automated, same-day
Start a screen
Full assessment
$59
The standardized two-engine report with deterministic checks.
  • Six-domain severity scorecard
  • Deterministic statistical forensics
  • Quote-grounded findings + revisions
  • DOCX & web report
Start an assessment
Institutional
From $5,000 /yr
One standardized pre-submission review across a department, program, or journal — with an aggregate quality dashboard.
  • Members across your domain
  • Aggregate view of where manuscripts fail
  • SSO & admin controls
  • Volume & academic pricing
Request a pilot

Launch pricing. Every report is fully automated — two independent engines plus deterministic checks, with no human review and no queue. Volume and academic pricing available.

Send a stronger manuscript the first time.

Upload your package, confirm what's included, and we'll return a severity-scored validation report.