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Nauka i badania · Przegląd i audyt

receiving-critical-review

/receiving-critical-review

Przetwarza krytyczne uwagi do analizy lub manuskryptu przed wdrożeniem sugestii, wymagając weryfikacji, zwłaszcza gdy uwagi są niejasne lub metodologicznie wątpliwe.

Licencja
MIT
Ostatnia zmiana repozytorium
13.09.2026

Ocena i bezpieczeństwo

100/ 100Klasa: dobry
Format25 / 25
Frontmatter z nazwą i opisem, poprawna nazwa, opis do 1024 znaków, nazwa zgodna z folderem.
Odkrywalność25 / 25
Opis mówi, kiedy użyć skilla, ma sensowną długość i jest w 3. osobie.
Treść35 / 35
Co najmniej 150 słów i do 500 linii, nagłówki, listy kroków, przykłady albo kod.
Higiena15 / 15
Bez zaślepek typu TODO, bez ścieżek Windows, z licencją.
Ryzykobrak sygnałów w skanie
Pliki w paczce
1
Skrypty
0
Komentarze HTML
0
Adresy URL w SKILL.md
0
Przestarzałość

Brak sygnałów. Repozytorium zmienione 13.09.2026, bez odwołań do wycofanych modeli i API.

Licencja

MIT, otwarta: można używać i zmieniać, z zachowaniem informacji o autorze.

Co robi i kiedy

Przetwarza krytyczne uwagi do analizy lub manuskryptu przed wdrożeniem sugestii, wymagając weryfikacji, zwłaszcza gdy uwagi są niejasne lub metodologicznie wątpliwe.

Oryginalny opis (EN)

Use when receiving critical feedback on an analysis or manuscript, before implementing suggestions, especially if feedback seems unclear or methodologically questionable - requires verification, not performative agreement or blind changes

Jak działa

  1. Overview
  2. The Response Pattern
  3. Forbidden Responses
  4. Handling Unclear Feedback
  5. Source-Specific Handling
  6. The Pre-Registration Guard
  7. When To Push Back
  8. Acknowledging Correct Feedback
  9. Gracefully Correcting Your Pushback
  10. Common Mistakes
Sekcje z nagłówków SKILL.md, w oryginale · 130 linii, 748 słów
Podgląd SKILL.md
---
name: receiving-critical-review
description: Use when receiving critical feedback on an analysis or manuscript, before implementing suggestions, especially if feedback seems unclear or methodologically questionable - requires verification, not performative agreement or blind changes
---

# Receiving Critical Review

## Overview

Critique of an analysis requires technical evaluation, not emotional performance.

**Core principle:** Verify before changing. Ask before assuming. Methodological correctness over social comfort.

A reviewer pointing at a confound is doing you a favor only if you check whether the confound is real. Reflexively agreeing — or reflexively defending — both skip the verification that makes review worthwhile.

## The Response Pattern

```
WHEN receiving review feedback:

1. READ: The complete feedback without reacting
2. UNDERSTAND: Restate the methodological concern in your own words (or ask)
3. VERIFY: Check it against the data, code, and pre-registration
4. EVALUATE: Is it correct FOR THIS analysis?
5. RESPOND: Technical acknowledgment or reasoned pushback
6. ACT: One item at a time, re-running and re-verifying each
```

## Forbidden Responses

**NEVER:**
- "You're absolutely right!" (before you've checked)
- "Great catch!" / "Excellent point!" (performative)
- "Let me fix that now" (before verification)

**INSTEAD:**
- Restate the methodological concern
- Ask a clarifying question
- Push back with reasoning if it's wrong for this analysis
- Or just verify and report what you found

## Handling Unclear Feedback

```
IF any item is unclear:
  STOP - do not change anything yet
  ASK for clarification

WHY: Methodological items interact. Adjusting for the wrong confound
because you misread the concern can bias the result further.
```

## Source-Specific Handling

### From your human partner
- Trusted — verify, then act
- Still ask if scope is unclear
- No performative agreement; skip to verification or a technical acknowledgment

### From an external or red-team reviewer
```
BEFORE changing anything:
  1. Is it methodologically correct for THIS data and design?
  2. Would the change itself introduce bias (e.g., adding a collider as a covariate)?
  3. Is there a pre-registered reason the analysis is the way it is?
  4. Does the reviewer have the full context (the pre-registration, the data structure)?

IF the suggestion seems wrong:
  Push back with technical reasoning and evidence

IF you can't verify:
  Say so: "I can't verify this without [X]. Should I [investigate/ask]?"

IF it conflicts with the pre-registration:
  A change to the registered analysis is a deviation. It renders that
  analysis exploratory. Flag this explicitly before making the change.
```

## The Pre-Registration Guard

A reviewer may suggest a "better" analysis. Before adopting it:
- If it changes the pre-registered confirmatory analysis, you are moving from confirmatory to exploratory. That may be the right call — but say so, and report it accordingly.
- Don't let good-faith "improve it" feedback silently convert a confirmatory result into a post-hoc one.

## When To Push Back

- The suggestion would introduce bias (conditioning on a collider, adjusting away a mediator you care about, leakage)
- It treats observational data as if it supported causal claims, or vice versa
- The reviewer lacks context the pre-registration provides
- It contradicts your human partner's design decisions (raise with them)

**How:** technical reasoning, not defensiveness. Show the diagnostic, the DAG, the pre-registration line, or the reproduced number.

## Acknowledging Correct Feedback

When feedback IS correct:
```
✅ "Verified — site does confound this. Added it; estimate drops to 0.09 [−0.01, 0.19]. Now inconclusive."
✅ "Confirmed leakage: the scaler was fit before the split. Refit on train only; AUC falls to 0.71."
✅ [Just fix it, re-run, and show the new number]

❌ "You're absolutely right!"
❌ "Great catch!"
❌ "Thanks for spotting that!"
❌ ANY gratitude or praise performance
```

**Why no thanks:** the corrected, re-verified result shows you heard the feedback. State the fix and the new evidence.

## Gracefully Correcting Your Pushback

If you pushed back and were wrong:
```
✅ "You were right — I checked and the assumption is violated. Re-running with the robust estimator."
❌ Long apology or defense of why you pushed back
```

## Common Mistakes

| Mistake | Fix |
|---------|-----|
| Performative agreement | State the concern or verify |
| Blind change | Check against data/code/prereg first |
| Batch edits without re-running | One at a time, re-verify each |
| Assuming the reviewer is right | Check whether the change biases the result |
| Silently changing the registered analysis | Flag it as a deviation → exploratory |
| Avoiding pushback | Methodological correctness > comfort |

## The Bottom Line

External feedback = hypotheses to verify, not orders to follow.

Verify against the data and the pre-registration. Question. Then act — and re-verify with `science-superpowers:verifying-results-before-claiming`.

Wersje

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Uwagi i zgłoszenia

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