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.
npx skills add hannesill/m4 --skill sepsis-3-cohortgit clone --depth 1 https://github.com/hannesill/m4Wrote 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/hannesill/m4/sepsis-3-cohort)<a href="https://agentmods.dev/skills/hannesill/m4/sepsis-3-cohort"><img src="https://agentmods.dev/badge/skills/hannesill/m4/sepsis-3-cohort/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/hannesill/m4/sepsis-3-cohort"><img src="https://agentmods.dev/badge/skills/hannesill/m4/sepsis-3-cohort.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 | $0.00041 | $0.02021 |
| Opus 5 | $0.00020 | $0.01010 |
| Sonnet 5 | $0.00008 | $0.00404 |
| Haiku 4.5 | $0.00004 | $0.00202 |
Grade A, and why
sepsis-3-cohort 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 11d 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 — 132 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Sepsis-3 Cohort Identification
The Sepsis-3 definition (Singer et al. 2016) identifies sepsis as life-threatening organ dysfunction caused by a dysregulated host response to infection. This is a conceptual definition; the operationalization is a proxy:
- Suspected infection (antibiotics + culture within time window) AND
- SOFA score >= 2 (within 48h before to 24h after suspected infection)
Related Sepsis-3 Constructs
- qSOFA (quick SOFA): Bedside screening tool for patients outside the ICU (RR >= 22, altered mentation, SBP <= 100). Not a diagnostic criterion — meant to prompt further assessment. Sensitivity is limited; a negative qSOFA does not rule out sepsis.
- Septic Shock: Sepsis with vasopressor requirement to maintain MAP >= 65 mmHg AND lactate > 2 mmol/L despite adequate fluid resuscitation. Carries substantially higher mortality than sepsis alone.
M4Bench Use
In M4Bench, target concept tables listed in the task configuration are removed or unavailable in the agent database. Use this skill as procedural guidance and derive the requested output from available source or intermediate tables; do not rely on a precomputed target table or bundled SQL script.
When to Use This Skill
- Creating sepsis patient cohorts for research
- Sepsis outcome studies
- Quality improvement and benchmarking
- Comparing sepsis populations across studies
- Validating machine learning models on sepsis data
Sepsis-3 Definition Details
Suspected Infection Criteria
A patient has suspected infection when:
- Antibiotics are administered (systemic, excluding topical) AND
- Cultures are obtained within a time window:
- Culture within 72h BEFORE antibiotic, OR
- Culture within 24h AFTER antibiotic
See suspicion-of-infection for detailed matching logic.
SOFA Criteria
SOFA >= 2 points, where SOFA is calculated using 24-hour worst values:
- Must occur within 48h before to 24h after suspected infection time
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.
- 11d ago First seen · 132 lines · 41 tokens per session scan A cd006c6b656a
sepsis-3-cohort is a skill published in the GitHub repository hannesill/m4 (43 stars, last pushed 1mo ago), licensed MIT. It adds 41 tokens to every session and 2,021 once invoked, about $0.0002 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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