Grid v2.0.0

Scoring methodology

How we calculate the score — complete transparency.

Current methodology: v2.0.0 (since 10/21/2026)

What is a methodology version?

Science is built on results. But not all results are equal.

Publi-Score evaluates the methodological quality of scientific publications — that is, the rigor of the process that produced the results. It is not a judgment on the truth of conclusions or the 'absolute scientific quality' of a publication. This distinction is fundamental and intentional.

"We evaluate the quality of the thermometer, not the temperature it shows."

Publi-Score evaluates the process (methodological rigor, transparency, integrity), never the direction of the result (positive, negative, significant or not). Principle of directional neutrality — the authors' conclusion does not influence the score.

The formula

Final score=Methodological score×Integrity coefficient
Methodological score7 categories · scored from 0 to 100Integrity coefficienttransparency + independence · from 0 to 1

The 7 categories of methodological quality

Click on a category to see the sub-criteria details with a concrete example.

Total: 100 points

Integrity coefficient

The integrity coefficient is a multiplier (0 to 1) that penalizes weaknesses in transparency and independence. The lowest of the two sub-coefficients dominates.

A. Authors' integrity

  • • Conflict of interest declaration
  • • Funding independence

Coeff. A = average of both

B. Editorial process

  • • Peer review quality
  • • Submission → acceptance delay

Coeff. B = average of both

Scale — Funding independence

ScoreSituation
1.0Public or academic funding (NIH, ERC, foundations, universities)
0.7Mixed with real analytical independence — public co-funding and statistical analysis by independent third-party CRO or academic unit
0.3100% industry without analytical independence — includes: sponsor = manufacturer of tested device/molecule, data controlled by sponsor, lead authors paid by manufacturer
ℹ️
Note : Note: industrial funding is not proof of bias — it is a documented structural risk (×3–4 favorable results in meta-analyses, Cochrane). Publi-Score measures the conditions of evidence production, not the truth of results. A well-executed study funded by its manufacturer may be correct; the uncertainty about the process remains real and legitimate to signal.
⚠️
min(A, B) → the lowest dominates

Blocking alert signals

Alert signalForced coefficientDetection
Retraction0.0100% API (PubMed + Retraction Watch)
Predatory journal≤ 0.2100% API (DOAJ + Beall's)
Expression of Concern≤ 0.3100% API (PubMed)
Editor = Author≤ 0.5PDF + manual verification

Interpretation grid

A
B
C
D
E
TierScoreLabelInterpretation
A76–100High confidenceYou can trust the result, whether positive or negative: the approach is rigorous and the publication provides the means to verify it.
B56–75Fairly high confidenceYou can trust the result, whether positive or negative: the approach is rigorous and the publication provides the means to verify it.
C46–55Moderate confidenceA result to consider with caution: some weaknesses limit confidence.
D26–45Limited confidenceThe result is not necessarily wrong, but the publication does not provide the means to trust it.
E1–25Insufficient confidenceThe result is not necessarily wrong, but the publication does not provide the means to trust it.
X0InvalidatedRetracted or proven fraud — do not cite

Example of tier X: Raoult et al. (2020) — rétracté (PMID 32205204)

Three scoring modes

⚡

Quick score

  • • Input: PMID or DOI
  • • Duration: ~2–5 seconds
  • • Coverage: ~55/100 evaluable pts ("Metadata only")
  • • 100% automatic (9 APIs)
  • • Alert signals detected immediately
  • • Published to catalogue

Free · Unlimited · No account

📝

Full manual

  • • Input: PMID + PDF upload
  • • Duration: ~10–30 minutes
  • • Coverage: 100/100 pts
  • • Guided form + PDF extraction
  • • All sub-criteria evaluated
  • • Not published to catalogue (human bias)

Free · Unlimited · Account required

🤖 Full AI

  • • Input: PMID + PDF upload
  • • Duration: ~30–60 seconds
  • • Coverage: 100/100 pts
  • • Direct AI analysis (objective)
  • • All sub-criteria evaluated
  • • Published to catalogue (reproducible)

5/month · Free account · Unlimited on Premium

Scope of application

Publi-Score only evaluates empirical studies conducted on human populations and published in peer-reviewed journals.

✓ Within scope

  • Randomized controlled trials (RCT)
  • Cohort and case-control studies
  • Cross-sectional studies on human populations
  • Meta-analyses and systematic reviews
  • Prospective and retrospective observational studies

⊘ Out of scope

  • Preclinical — in vitro, animal models, C. elegans…
  • Editorial, letter, commentary — no primary data
  • Preprint — not submitted to peer review
  • Narrative review — without systematic protocol (PROSPERO/PRISMA)
  • Erratum — correction of an existing publication

Applying the Publi-Score grid to a preclinical study would produce a misleading score. The methodological rigor of a C. elegans trial cannot be compared to that of a multicenter RCT. This exclusion is an assumed positioning decision, documented on our transparency page. transparency page.

Frequently asked questions

Answers to the most common objections and misunderstandings about the Publi-Score methodology.

For more technical objections and our detailed responses → transparency page

Scoring modes

Publi-Score offers three analysis modes, depending on available data.

Understand the differences →

The trade-offs we assume

Our methodology has real limits. We document them: 12 argued trade-offs and 7 empirical validation protocols.

Transparency page

Suggest an improvement

Do you have a suggestion to improve the scoring grid? Share it — every proposal is reviewed by our team.