u9401066

idea-validation

研究假說驗證與可行性評估框架。 LOAD THIS SKILL WHEN: hypothesis、假說、PICO、feasibility、可行性、testable、可驗證、研究計畫評估、check feasibility CAPABILITIES: 純指令技能,不需要專屬 MCP tool。利用 LLM 推理能力 + 現有 tools (list_saved_references, search_local_references) 完成分析。

u9401066 12 3 Updated 8mo ago
GitHub

Install

npx skillscat add u9401066/med-paper-assistant/idea-validation

Install via the SkillsCat registry.

SKILL.md

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

  1. Directional — higher/lower/better/worse/reduce? ✅ vs 只有描述性 ❌
  2. Comparison — significantly/compared/than? ✅ vs 缺基準 ❌
  3. Type — Null (no difference) vs Alternative (有方向)
  4. 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

All Critical items must be ✅ before proceeding.


使用原則

  1. PICO 分析用語意理解,非關鍵字匹配
  2. 可行性評估寧可保守
  3. 文獻比較用 compare_with_literature MCP tool