LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine…
Use when writing or revising scientific manuscript prose: IMRAD sections, abstracts, figure/table captions, citation-integrated paragraphs, reporting-guideline language, terminology, clarity, and journal-submission text.
Claude Code
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing --agent claude-code
Codex
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a codex -y
Cursor
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a cursor -y
Gemini CLI
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a gemini-cli -y
GitHub Copilot
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a github-copilot -y
OpenCode
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a opencode -y
Windsurf
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill scientific-writing -a windsurf -y
name: scientific-writing description: "Use when writing or revising scientific manuscript prose: IMRAD sections, abstracts, figure/table captions, citation-integrated paragraphs, reporting-guideline language, terminology, clarity, and journal-submission text." allowed-tools: [Read, Write, Edit, Bash]
Scientific writing is a process for communicating research with precision and clarity. Write manuscripts using IMRAD structure, citation-integrated prose, figure/table captions, and reporting guidelines (CONSORT/STROBE/PRISMA). Apply this skill for research papers and journal submissions.
**Critical Principle: Always write in full paragraphs with flowing prose. Never submit bullet points in the final manuscript.** Use a two-stage process: first create section outlines with key points, then convert those outlines into complete paragraphs.
This skill should be used when:
This skill can specify where figures/tables belong, write captions, and connect display items to the narrative. It does not generate diagrams, plots, posters, or visual assets, and it must not require a separate visual specialist as part of normal writing.
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**IMRAD Format**: Guide papers through the standard Introduction, Methods, Results, And Discussion structure used across most scientific disciplines. This includes:
For detailed guidance on IMRAD structure, refer to `references/imrad_structure.md`.
**Alternative Structures**: Support discipline-specific formats including:
**Abstract Composition**: Craft concise, standalone summaries (100-250 words) that capture the paper's purpose, methods, results, and conclusions. Support both structured abstracts (with labeled sections) and unstructured single-paragraph formats.
**Introduction Development**: Build compelling introductions that:
**Methods Documentation**: Ensure reproducibility through:
**Results Presentation**: Present findings with:
**Discussion Construction**: Synthesize findings by:
Apply citation styles correctly across disciplines. This skill handles citation placement and style in prose; it does not manage reference libraries or bibliography cleanup. For style details, refer to `references/citation_styles.md`.
**Major Citation Styles:**
**Best Practices:**
Write effective figure/table references and captions that enhance comprehension. For detailed best practices, refer to `references/figures_tables.md`.
**When to Use Tables vs. Figures:**
**Design Principles:**
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