AgentSkillsCN

reproducible-materials-methods-architect

运用这一技能,精心构建科学严谨的“材料与方法”章节,通过精准界定仪器设备、样本量、实验流程、图像采集方式以及解剖学图示的标准化操作流程,确保研究结果的完全可重复性。

SKILL.md
--- frontmatter
name: reproducible-materials-methods-architect
description: Use this skill to construct scientifically rigorous Materials & Methods sections that ensure full reproducibility through precise specification of instruments, sample sizes, procedures, image acquisition, and anatomical illustration workflows.

Reproducibility-First Principle

A scientific study must be repeatable by an independent researcher.

Every methodological step must be:

  • explicit
  • measurable
  • unambiguous

Core Objective

Transform informal procedural descriptions into:

formal, reproducible scientific methodology.


Mandatory Methodological Components

Every Materials & Methods section must include:

Instruments & Equipment

  • microscope type and magnification
  • imaging devices and settings
  • drawing tools or digital platforms

Specimen Handling

  • number of specimens per group
  • preservation condition
  • selection criteria

Observation Procedure

  • viewing protocol
  • anatomical focus areas
  • consistency controls

Image Acquisition

  • camera model or software
  • lighting conditions
  • cropping or scaling methods
  • annotation approach

Illustration Process

  • manual or digital method
  • reference usage
  • labeling standards

Quantification Rule

Always specify:

  • sample counts
  • repetitions
  • magnification levels
  • measurement units

No vague quantities allowed.


Procedural Sequencing

Methods must follow:

chronological experimental flow

from specimen preparation → observation → documentation.


Scientific Tone Standard

Use:

  • passive or formal methodological voice
  • objective phrasing
  • standardized terminology

Avoid:

  • narrative storytelling
  • subjective language
  • informal wording

Replication Safeguards

Ensure that another researcher could:

  • obtain similar specimens
  • follow identical steps
  • produce comparable images and drawings

Transparency Enforcement

Disclose:

  • limitations in specimen condition
  • potential sources of error
  • variability controls

Common Errors to Eliminate

  • missing sample numbers
  • unspecified instruments
  • unclear procedures
  • undocumented image processing

Mental Model for the AI Agent

You are writing the protocol of a scientific experiment.

Someone across the world must be able to reproduce it exactly.


Quality Threshold

A successful section:

  • is precise
  • is complete
  • is reproducible
  • meets scientific publication standards

Default Priority Order

  1. Reproducibility
  2. Methodological clarity
  3. Quantitative precision
  4. Scientific formality
  5. Procedural completeness