Vague executive question → SQL that survives review
Forces the ambiguity out of a business question before any SQL gets written, then produces a query with its assumptions stated on the record.
Extracts what a study actually established, at what sample size, under what conditions — and separates the authors' claims from what the press release said.
I want to understand what this paper actually shows. PAPER: {{PAPER}} WHAT I'M TRYING TO DECIDE: {{WHY}} **1. The claim.** What the authors say they found, in one sentence, in their own terms. **2. What was actually measured.** The operational definitions — what exact thing was counted or scored, on whom, how many, over what period, compared against what. Numbers, not descriptions. **3. The gap.** The distance between what was measured and what the claim implies. This is the section that matters. **4. Conditions.** What had to be true for this result to hold, including population, setting, and anything the authors themselves flag in limitations. Quote their limitations rather than paraphrasing. **5. Does it bear on my decision?** Given what I said I am deciding, state plainly whether this study is evidence for it, weak evidence, or not evidence at all. Say which of my conditions differ from the study's. Rules: - Do not report a p-value as if it were an effect size. Give the effect size and its interval if present; say so if absent. - Do not smooth over a small sample. Name n. - Do not use the word "proves". - If the methods section is not in what I gave you, say what you cannot assess rather than assuming it was done well.
A prompt is a skill with the serial numbers filed off. Install it once and your agent reaches for it on its own.
Paste this into ChatGPT, Claude Code, Codex, Cursor, or whatever you use:
Install the read-a-paper-without-losing-the-caveats skill globally from https://promptsbuddy.com/prompts/read-a-paper-without-losing-the-caveats/skill.md.claude/skills/read-a-paper-without-losing-the-caveats/SKILL.md
---
name: read-a-paper-without-losing-the-caveats
description: "Extracts what a study actually established, at what sample size, under what conditions — and separates the authors' claims from what the press release said. Use when the user asks for help with research tasks like research, papers, critical-reading."
license: CC-BY-4.0
metadata:
source: https://promptsbuddy.com/prompts/read-a-paper-without-losing-the-caveats
author: "Lena Fischer"
version: "1.0"
---
# Read a paper without losing the caveats
Extracts what a study actually established, at what sample size, under what conditions — and separates the authors' claims from what the press release said.
## Inputs to collect first
Ask the user for anything below that they have not already given you. Do not
invent values for these.
- `PAPER` — The abstract and methods at minimum; the full text if you have it. (e.g. Paste the paper or its abstract, methods and results.)
- `WHY` — What decision you're trying to inform — this changes what matters. (e.g. Deciding whether to switch our onboarding to the pattern this study tested.)
## Instructions
I want to understand what this paper actually shows.
PAPER:
{{PAPER}}
WHAT I'M TRYING TO DECIDE: {{WHY}}
**1. The claim.** What the authors say they found, in one sentence, in their
own terms.
**2. What was actually measured.** The operational definitions — what exact
thing was counted or scored, on whom, how many, over what period, compared
against what. Numbers, not descriptions.
**3. The gap.** The distance between what was measured and what the claim
implies. This is the section that matters.
**4. Conditions.** What had to be true for this result to hold, including
population, setting, and anything the authors themselves flag in limitations.
Quote their limitations rather than paraphrasing.
**5. Does it bear on my decision?** Given what I said I am deciding, state
plainly whether this study is evidence for it, weak evidence, or not evidence
at all. Say which of my conditions differ from the study's.
Rules:
- Do not report a p-value as if it were an effect size. Give the effect size
and its interval if present; say so if absent.
- Do not smooth over a small sample. Name n.
- Do not use the word "proves".
- If the methods section is not in what I gave you, say what you cannot assess
rather than assuming it was done well.
## Notes from people who use this
- Section 3 is the whole prompt. Most misreading happens in the gap between the measurement and the headline.
- Give it your actual decision — the same paper is strong evidence for one question and irrelevant to another.
- Quote-the-limitations beats paraphrase: authors are usually honest in that section and it gets lost in summaries.
---
Read a paper without losing the caveats · by Lena Fischer · v1.0
From PromptsBuddy — https://promptsbuddy.com/prompts/read-a-paper-without-losing-the-caveats
Licensed CC BY 4.0.
Every prompt is also available at /prompts/read-a-paper-without-losing-the-caveats/skill.md — see all install options.
Almost every overstated finding lives in one gap: the study measured something narrow and specific, and the claim generalises well past it. Reaction time in 34 undergraduates becomes "improves focus". The gap section makes that visible without requiring you to be a methodologist.
The same paper can be solid evidence for one decision and irrelevant to yours, and a summary that does not know your decision cannot tell you which. Supplying it is what turns a summary into an answer.
Forces the ambiguity out of a business question before any SQL gets written, then produces a query with its assumptions stated on the record.
For a contract, policy, or report where getting it wrong costs you. Separates what it obliges you to do from what it merely says, and flags the clauses worth a second read.