스킬 hypothesis-generation

🔬

hypothesis-generation

Name: hypothesis-generation
Author: K-Dense-AI

안전 ⚙️ 외부 명령어🌐 네트워크 접근

Generate Scientific Hypotheses

또한 다음에서 사용할 수 있습니다: davila7

Transform observations into structured, testable scientific hypotheses. This skill guides you through literature synthesis, mechanism development, experimental design, and prediction formulation using proven scientific method frameworks.

지원: Claude Codex Code(CC)

🥉 75 브론즈

스킬 ZIP 다운로드

Claude에서 업로드

설정 → 기능 → 스킬 → 스킬 업로드로 이동

토글을 켜고 사용 시작

테스트해 보기

"hypothesis-generation" 사용 중입니다. Generate hypotheses for why certain cancer patients respond to immunotherapy while others do not.

예상 결과:

Hypothesis 1 (Blue): Tumor mutational burden determines response - patients with high TMB have more neoantigens that immune cells can recognize
Hypothesis 2 (Green): T-cell inflamed microenvironment - pre-existing T-cell infiltration indicates receptive immune environment
Hypothesis 3 (Purple): Microbiome composition - specific gut bacteria enhance checkpoint inhibitor efficacy
Key prediction: If microbiome hypothesis is correct, fecal transplant from responders should transfer responsiveness
Discriminating experiment: Compare gene expression profiles of responders vs non-responders to identify signature

"hypothesis-generation" 사용 중입니다. Create hypotheses for why certain plants survive drought conditions better than others of the same species.

예상 결과:

Hypothesis 1 (Deep Blue): Deep root system access - superior water retrieval from lower soil layers during drought periods
Hypothesis 2 (Forest Green): Stomatal regulation efficiency - enhanced leaf-level water conservation through rapid stomatal closure
Hypothesis 3 (Royal Purple): Osmotic adjustment capacity - cellular solute accumulation maintains turgor under water stress
Testable prediction: Deep root hypothesis predicts positive correlation between root depth and survival rate under drought
Experimental design: Controlled drought trial with root imaging to measure depth correlation

보안 감사

안전

v4 • 1/17/2026

This is a pure documentation skill containing only markdown files, LaTeX templates, and reference guides. No executable code exists. All 273 static findings are false positives: backticks in markdown code blocks were misidentified as shell commands, RGB color definitions were misidentified as cryptographic algorithms, and file references were misidentified as reconnaissance.

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발견 사항

총 감사 수

위험 요인

⚙️ 외부 명령어 (152)

🌐 네트워크 접근 (7)

references/literature_search_strategies.md:46 references/literature_search_strategies.md:47 references/literature_search_strategies.md:104 references/literature_search_strategies.md:109 references/literature_search_strategies.md:114 references/literature_search_strategies.md:119 skill-report.json:6

감사자: claude 감사 이력 보기 →

품질 점수

아키텍처

100

유지보수성

콘텐츠

커뮤니티

100

보안

사양 준수

만들 수 있는 것

Research Proposal Development

Develop rigorous hypotheses for thesis proposals with proper experimental designs and literature grounding.

Grant Proposal Hypotheses

Structure compelling testable hypotheses with clear predictions for funding applications.

Hypothesis-Driven Analysis

Formulate hypotheses from exploratory data analysis before confirmatory statistical testing.

이 프롬프트를 사용해 보세요

Basic Hypothesis

Use the hypothesis-generation skill to create 3-5 testable hypotheses for the following phenomenon: [describe observation or data pattern]. Include mechanistic explanations, supporting evidence from literature, and experimental designs to test each hypothesis.

Mechanism-Focused

Apply the hypothesis-generation skill to explain the mechanism of [phenomenon]. Generate competing mechanistic hypotheses, design experiments to distinguish between them, and propose specific quantitative predictions for each.

Literature-Grounded

Use hypothesis-generation to develop novel hypotheses about [research question]. Ground each hypothesis in evidence from PubMed literature, identify gaps in current understanding, and design experiments that would advance the field.

Full Report

Generate a comprehensive hypothesis report using the hypothesis-generation skill. Include: 3-5 competing hypotheses with mechanistic explanations, testable predictions in amber boxes, comparison boxes showing how to distinguish hypotheses, and detailed experimental designs in appendices. Use the LaTeX template format.

모범 사례

Start with comprehensive literature search to ground hypotheses in existing evidence before formulation
Ensure each hypothesis makes distinct, testable predictions that can distinguish it from alternatives
Include falsification criteria for every prediction to maintain scientific rigor

피하기

Generating vague hypotheses without specific quantitative predictions
Ignoring contradictory evidence or alternative explanations
Skipping the experimental design phase - hypotheses must be testable

자주 묻는 질문

What is the difference between this skill and scientific-brainstorming?

Hypothesis-generation follows a structured scientific method with formal hypothesis criteria. Brainstorming is open-ended ideation without testing requirements.

Does this skill search PubMed automatically?

No - you must use WebFetch or WebSearch tools to retrieve literature. The skill provides search strategy guidance in references.

Can I use this for non-biological sciences?

Yes - the framework applies to any scientific domain including physics, chemistry, psychology, and social sciences.

What format does the output use?

Primary output is LaTeX using provided templates. Alternative formats can be requested by specifying your preference.

How many hypotheses should I generate?

The skill recommends 3-5 competing hypotheses - enough for meaningful comparison without overwhelming analysis.

What makes a hypothesis testable?

A testable hypothesis has specific predictions that can be measured, falsification criteria if wrong, and feasible experimental methods.

개발자 세부 정보

작성자

K-Dense-AI

라이선스

MIT license

리포지토리

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/hypothesis-generation

참조

main

파일 구조

📁 assets/

📄 FORMATTING_GUIDE.md

📄 hypothesis_generation.sty

📄 hypothesis_report_template.tex

📁 references/

📄 experimental_design_patterns.md

📄 hypothesis_quality_criteria.md

📄 literature_search_strategies.md

📄 SKILL.md