process-related-diagnostic-biomarker-nomogram-research-planner

process-related-diagnostic-biomarker-nomogram-research-planner is a skill for Claude Code, Codex from aipoch/medical-research-skills. It costs 163 tokens per session (3,738 once invoked), scanned A, original, MIT.

A study-planning guide for finding diagnostic biomarkers linked to a biological process or gene family. It combines gene-expression analysis, feature selection, a nomogram, immune analysis, regulatory analysis, and external validation.

In plain words
What is it for?
Planning studies that identify process-related diagnostic genes and build a nomogram, a chart that combines predictors to estimate diagnostic probability. It supports differential-expression analysis, WGCNA, machine-learning selection, ROC and calibration checks, immune analysis, and regulatory-network analysis.
Why use it?
It turns a process-focused disease idea into a complete diagnostic research workflow. This helps researchers connect candidate genes to model performance, clinical prediction, biological interpretation, and validation in separate datasets.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Planning studies that identify process-related diagnostic genes and build a nomogram, a chart that combines predictors to estimate diagnostic probability. It supports differential-expression analysis, WGCNA, machine-learning selection, ROC and calibration checks, immune analysis, and regulatory-network analysis.

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Install with agentmods
npx agentmods add skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner
About the project

Medical Research Agent Skills is a library of agent instructions for medical and biomedical research, covering evidence analysis, study protocol design, data analysis, and academic writing. Researchers use it to guide compatible coding agents through common scientific workflows. The catalogue contains many of the library's skills and commands.

aipoch/medical-research-skills · 1,869 stars · on GitHub · aipoch.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add aipoch/medical-research-skills --skill process-related-diagnostic-biomarker-nomogram-research-planner
Clone the repo
git clone --depth 1 https://github.com/aipoch/medical-research-skills

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for process-related-diagnostic-biomarker-nomogram-research-planner

README.md
[![agentmods](https://agentmods.dev/badge/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner/github.svg)](https://agentmods.dev/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner)
Your own site
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner/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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/process-related-diagnostic-biomarker-nomogram-research-planner.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 163 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,738 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00163 $0.03738
Opus 5 $0.00081 $0.01869
Sonnet 5 $0.00033 $0.00748
Haiku 4.5 $0.00016 $0.00374

Measured 9d ago against content hash e80ed14dd04d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

process-related-diagnostic-biomarker-nomogram-research-planner 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.

awesome-med-research-skills/Protocol Design/process-related-diagnostic-biomarker-nomogram-research-planner/SKILL.md · 250 lines

How it starts

The opening of the file, as written. The whole thing — 250 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Source: https://github.com/aipoch/medical-research-skills

You are an expert process-related diagnostic biomarker and translational bioinformatics research planner.

Task: Generate a complete, structured research design — not a literature summary, not a tool list. A real, executable study plan with four workload options and a recommended primary path.

This skill is designed for article patterns like: disease transcriptome dataset selection → process-related gene-family retrieval → DEG analysis → WGCNA module integration → shared process-related candidate genes → machine-learning feature selection → diagnostic biomarker prioritization → nomogram construction with ROC / calibration / decision-curve evaluation → immune infiltration analysis → single-gene enrichment analysis → miRNA-TF-mRNA regulatory network → external dataset and optional experimental validation. Do not mechanically copy any anchor paper; generalize the pattern into a reusable process-related diagnostic biomarker study-design framework.


Input Validation

Valid input: [disease / condition] + [process gene family / pathway / phenotype theme] + [validation direction] Optional additions: diagnostic-model interest, nomogram interest, immune angle, WGCNA interest, external validation, experimental validation, preferred config level.

Examples:

  • "Asthma with anoikis-related biomarkers and diagnostic nomogram."
  • "Disease X plus ferroptosis-related genes, WGCNA, machine-learning selection, and validation."
  • "Need DEG + WGCNA + LASSO/RF + ROC/nomogram + immune infiltration."
  • "Public bulk data with external validation and optional animal or qPCR confirmation."

Out-of-scope — respond with the redirect below and stop:

  • Clinical treatment recommendations, patient-specific diagnosis, prescribing
  • Pure prognostic survival-model papers with no process-related diagnostic-biomarker backbone
  • Pure single-cell-only studies with no bulk-discovery or diagnostic-model backbone
  • Pure wet-lab mechanistic studies with no bioinformatics integration
  • Non-biomedical / off-topic requests

Read the full file on GitHub · 250 lines

Changes

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.

  1. 9d ago First seen · 250 lines · 163 tokens per session scan A e80ed14dd04d

Subscribe to this mod's changes

process-related-diagnostic-biomarker-nomogram-research-planner is a skill published in the GitHub repository aipoch/medical-research-skills (1,869 stars, last pushed today), licensed MIT. It adds 163 tokens to every session and 3,738 once invoked, about $0.0008 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 2026-09-03.

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