AgentSkillsCN

scientific-style

校准科学论断,合理整合引用。在调整论断强度、添加缓和措辞、整合文献,或将证据与结论相匹配时使用此功能。通过适时运用缓和措辞,为人类写作提供有益补充。

SKILL.md
--- frontmatter
name: scientific-style
description: Calibrate scientific claims and integrate citations properly. Use when adjusting claim strength, adding hedging language, integrating literature, or matching evidence to conclusions. Complements human-writing by addressing when hedging IS appropriate.
argument-hint: [text to review or claim to calibrate]

Scientific Style Guide

This guide covers claim calibration, citation integration, and scientific hedging.

When to Use This Skill

  • Calibrating claim strength to match evidence
  • Integrating citations smoothly
  • Adding appropriate hedging (or removing excessive hedging)
  • Matching tense to context
  • Avoiding overclaiming or underclaiming

Relationship to human-writing: The human-writing skill flags excessive hedging as an AI pattern. Scientific writing is an exception where measured hedging IS appropriate. This skill explains when and how to hedge in scientific contexts.

Hedging in Scientific Writing

Why Hedge?

Scientific hedging serves legitimate purposes:

  • Acknowledges uncertainty inherent in empirical findings
  • Distinguishes between data and interpretation
  • Protects against overgeneralization
  • Signals epistemic humility
  • Follows disciplinary conventions

The Calibration Problem

Too little hedgingAppropriate hedgingToo much hedging
"X causes Y" (when correlational)"X is associated with Y""X may possibly be related to Y in some cases"
"This proves...""These results suggest...""These results might perhaps indicate..."
Overclaims evidenceMatches claim to evidenceUndermines your own work

Claim Strength Ladder

From strongest to weakest:

LevelLanguageUse When
Certain"X is...", "This demonstrates..."Established facts, direct observations
Strong"X indicates...", "These results show..."Strong statistical evidence, replicated findings
Moderate"X suggests...", "This supports..."Good evidence, reasonable inference
Tentative"X may...", "This could indicate..."Preliminary findings, indirect evidence
Speculative"It is possible that...", "One might speculate..."Limited evidence, theoretical extension

See HEDGING_AND_CLAIMS.md for detailed guidance.

Citation Integration

Two Basic Patterns

Integral citation (author as subject):

  • "Smith (2023) demonstrated that..."
  • "According to Johnson et al. (2024),..."

Non-integral citation (information emphasized):

  • "Gene expression varies with temperature (Smith 2023)."
  • "Previous work supports this model (Johnson et al. 2024; Lee 2023)."

When to Use Each

Use Integral WhenUse Non-Integral When
Author's contribution is noteworthyInformation is the focus
Discussing specific methodologySupporting general claim
Comparing different authors' viewsCiting multiple sources
Attributing a controversial claimStating widely accepted facts

Reporting Verbs

VerbConnotationExample
foundNeutral, empirical"Smith (2023) found that X..."
showedStrong evidence"Johnson (2024) showed that Y..."
demonstratedStrong, definitive"Lee et al. demonstrated the effect..."
suggestedTentative"Prior work suggested a relationship..."
arguedPosition/claim"Wang (2023) argued that..."
reportedNeutral, descriptive"Three studies reported increases..."
observedEmpirical, direct"We observed a significant effect..."
notedPassing mention"As noted by Smith (2022),..."
claimedSlight skepticism"Authors claimed efficacy..."
proposedTheoretical"Chen (2024) proposed a model..."

See CITATION_PATTERNS.md for more patterns.

Tense Usage

By Section

SectionPrimary TenseRationale
IntroductionPresentGeneral truths, current state of knowledge
MethodsPastDescribes completed actions
ResultsPastReports what was found
DiscussionPresent + PastInterprets (present), refers to results (past)

By Content Type

ContentTenseExample
General factPresent"Temperature affects enzyme activity."
Previous findingPast"Smith (2023) found that..."
Your methodsPast"We collected samples from..."
Your resultsPast"Gene expression increased..."
Your interpretationPresent"These findings suggest that..."
Future workFuture/Conditional"Future studies should..."

Common Calibration Issues

Overclaiming

Problem: Claims exceed what evidence supports.

OverclaimCalibrated
"This proves X causes Y""These results suggest X is associated with Y"
"We discovered that...""We found that..."
"This novel finding...""We observed that..." (let novelty speak for itself)
"Clearly, X leads to Y""X appears to lead to Y"

Underclaiming

Problem: Excessive hedging weakens legitimate findings.

UnderclaimCalibrated
"It may be possible that...""This suggests..."
"Perhaps X might...""X may..."
"We tentatively propose...""We propose..."
Stacking hedges: "might possibly suggest"Choose one: "suggests"

Correlation vs. Causation

Causal (use only with experimental evidence)Associational (use with observational data)
causes, leads to, results inis associated with, correlates with
produces, induces, triggersis related to, is linked to
affects, influencesco-occurs with, predicts

Section-Specific Guidelines

Introduction

  • Present established facts confidently
  • Use hedging when citing preliminary or contested findings
  • State your objectives directly ("We tested..." not "We attempted to test...")

Methods

  • Be direct; minimal hedging needed
  • State what you did, not what you tried to do

Results

  • Report findings directly
  • Save interpretation (and hedging) for Discussion
  • "Expression increased" not "Expression appeared to increase"

Discussion

  • Match hedging to evidence strength
  • Distinguish your findings (past tense) from interpretation (present tense)
  • Acknowledge limitations without undermining your conclusions

Quality Checks

Before finalizing:

  • Claims match evidence strength
  • Causal language used only with causal evidence
  • No hedge stacking ("might possibly suggest")
  • Citations support the claims they follow
  • Tense is consistent within sections
  • Interpretation clearly distinguished from results
  • Limitations acknowledged proportionally

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