Borrowing it
Nothing to install: this file belongs to u9401066/med-paper-assistant. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/u9401066/med-paper-assistant/master/.claude/skills/idea-validation/SKILL.mdgit clone --depth 1 https://github.com/u9401066/med-paper-assistantWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/u9401066/med-paper-assistant/idea-validation)<a href="https://agentmods.dev/skills/u9401066/med-paper-assistant/idea-validation"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/idea-validation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/u9401066/med-paper-assistant/idea-validation"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/idea-validation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00098 | $0.00856 |
| Opus 5 | $0.00049 | $0.00428 |
| Sonnet 5 | $0.00020 | $0.00171 |
| Haiku 4.5 | $0.00010 | $0.00086 |
Grade A, and why
idea-validation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.
研究假說驗證與可行性評估技能
純指令技能。LLM 醫學知識 + compare_with_literature, list_saved_references, search_local_references, validate_concept。
觸發：hypothesis、假說、PICO、feasibility、可行性、testable、研究計畫評估
Framework 1: Hypothesis Validation
Step 1: PICO 分析
| Component | 偵測重點 |
|---|---|
| Population | patients, subjects, ICU, surgical... |
| Intervention | treatment, therapy, drug, procedure... |
| Comparison | versus, vs, placebo, standard, control... |
| Outcome | mortality, survival, recovery, score, rate... |
Step 2: Testability
- Directional — higher/lower/better/worse/reduce? ✅ vs 只有描述性 ❌
- Comparison — significantly/compared/than? ✅ vs 缺基準 ❌
- Type — Null (no difference) vs Alternative (有方向)
- Specificity — <10 words 太模糊, 10-50 適當, >50 過複雜
Step 3: Study Type Recommendation
| 假說特徵 | 建議設計 |
|---|---|
| effect/efficacy/treatment | RCT or Cohort |
| risk factor/association | Cohort or Case-Control |
| prevalence/frequency | Cross-Sectional |
Framework 2: Feasibility Assessment
Sample Size Quick Check
| 類型 | 注意 |
|---|---|
| N ≤ 10 | Case report/series |
| N < 30 RCT | Pilot or crossover |
| N ≥ 100 | 大多設計合理 |
Timeline by Study Type
| 類型 | IRB | 主要工作 | 分析寫作 |
|---|---|---|---|
| RCT | 2 mo | 招募+收案 ÷3 | ÷4 |
| Retrospective | 1 mo | 資料萃取 2 mo | ÷2 |
| SR | 1 mo (protocol) | 搜尋+篩選 ÷3 | ÷3 |
Feasibility Checklist (17 items, 5 categories)
| Category | Critical Items | High Items |
|---|---|---|
| Data & Sample | 資料可及、樣本可達 | 納排標準 |
| Ethics | IRB plan、informed consent | privacy |
| Resources | — | funding, timeline, team, equipment |
| Methodology | primary outcome | stat plan, validated tools, confounders |
| Publication | — | target journal, reporting guideline, novelty |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 82 lines · 98 tokens per session scan A 120214874921
idea-validation is a skill published in the GitHub repository u9401066/med-paper-assistant (12 stars, last pushed 8d ago), licensed Apache-2.0. It adds 98 tokens to every session and 856 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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