PaperfyPAPERFYAI paper library and reviewHomeGuide
Sign up freeLog in
Paperfy Guides
full-text reviewScreening5 minFor anyone conducting full-text review

Full-Text Review:Check What the Abstract Didn't Tell You

Eighty PDFs made it past abstract screening, and the thought of "carefully reading" every one of them is crushing. Here's the relief: full-text review isn't careful reading. You're going into the main text to check the eligibility criteria the abstract couldn't confirm. With a fixed list of criteria in hand, the time per paper is shorter than you'd expect.

Published: 2026-07-22

In this article

The only question: does it meet the criteria?What abstracts don't tell youReading order: Methods → tables and figures → elsewhere only if neededTwo hidden traps: supplements and duplicate dataRecord the decision with its reasonThe AI summary is a map; the judgment comes from the textHow this runs in PaperfyStart with Paperfy

The only question: does it meet the criteria?

The question in full-text review is not "is this study interesting?" or "is it high quality?" It is: does this paper meet the predefined eligibility criteria, at the level of the full text?

Quality appraisal — risk of bias — is the next step. Mixing the two doubles your time per paper, so keep this pass strictly about eligibility.

What abstracts don't tell you

These papers survived because the abstract couldn't settle them, so what you're checking is precisely the information the abstract left out. The usual suspects:

Detailed inclusion and exclusion criteria. The exact content and duration of the intervention or exposure. The nature of the comparison group. Outcome definitions and measurement timing. Follow-up length. All of it lives in the Methods section — so where to read is decided before you start.

Reading order: Methods → tables and figures → elsewhere only if needed

The basic route: the population, intervention, and outcome descriptions in the Methods → Table 1 (the actual characteristics of the sample) → the main results figures and tables.

For an eligibility check, you can usually skip the Introduction and Discussion entirely. Feel no guilt about not reading start to finish. For this task, that is the correct way to read.

Two hidden traps: supplements and duplicate data

Two things are easy to miss. First, some papers put outcome definitions and protocol details only in the supplementary materials. If you can't find something in the main text, check the supplements before concluding it isn't reported.

Second, duplicate reporting of the same study. If several papers come from the same cohort, including more than one counts the same patients twice. Be suspicious when authors, institutions, registration numbers, or study periods overlap.

Record the decision with its reason

Exclusions at this stage go into the PRISMA flow diagram broken down by reason — so the moment you exclude a paper, jot one short line that maps to your criteria.

Included papers need records too. Note where you confirmed each criterion ("Methods p.4, Table 1") so you don't hunt for the same passage again during data extraction and risk-of-bias assessment.

The AI summary is a map; the judgment comes from the text

Before diving into each paper, an AI summary of the study as a whole makes it easier to aim straight at the right part of the Methods.

But never use the summary itself to decide eligibility. This step exists to verify information the abstract compressed away — basing it on a summary, which compresses even further, defeats the purpose. The basis for the decision is always the main text and its figures and tables.

How this runs in Paperfy

Import a full-text candidate into Paperfy and the AI summary, figures, tables, and original PDF sit side by side on one page per paper. The whole loop — glance at the summary for orientation, check the Methods and tables, add your decision and reasons to the summary — happens on a single screen.

Months later, when you return for write-up and risk-of-bias assessment, the paper is still there with every verification mark intact.

Key takeaways

  • The pass stayed focused on eligibility; quality appraisal was kept separate.
  • The route was Methods → Table 1 → main figures and tables.
  • Supplements and duplicate reports were checked.
  • Each include/exclude decision was recorded with what was checked.

Get through all 80 without losing your way

With Paperfy, the summary, figures, tables, and original text share one page — and the paper keeps your review notes with it.

Use Paperfy nowView demo

Screening

Explore This Topic

Read the full cluster for this workflow, from first steps to practical use.

Browse all guides

Read Next

These guides continue the same workflow.

AI data extraction from papersData Extraction With AI: Draft by Machine, Verify Every Number in the Sourcerisk of bias assessmentRisk of Bias Assessment: Ask About Distortion, Not Qualitysystematic review vs meta-analysisSystematic Review vs. Meta-Analysis: One Is a Process, the Other Is a Tool

Sign up free and create your paper library.

Store, organize, summarize, and review your own PDFs with AI.

Sign up free