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 suspicion-of-infectiongit 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/suspicion-of-infection)<a href="https://agentmods.dev/skills/hannesill/m4/suspicion-of-infection"><img src="https://agentmods.dev/badge/skills/hannesill/m4/suspicion-of-infection/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/suspicion-of-infection"><img src="https://agentmods.dev/badge/skills/hannesill/m4/suspicion-of-infection.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 | $0.00033 | $0.01522 |
| Opus 5 | $0.00016 | $0.00761 |
| Sonnet 5 | $0.00007 | $0.00304 |
| Haiku 4.5 | $0.00003 | $0.00152 |
Grade A, and why
suspicion-of-infection 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 12d 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 — 113 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Suspicion of Infection
This concept identifies when clinicians suspected infection based on clinical actions: systemic antibiotic administration combined with culture collection within a defined time window. It operationalizes the infection component of the Sepsis-3 definition (Seymour et al. 2016).
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
- Building Sepsis-3 cohorts (infection component)
- Antibiotic stewardship research
- Time-to-treatment studies
- Infection onset timing
- Culture yield research
Definition Logic
Suspected infection requires BOTH:
- Antibiotic administration (systemic, not topical)
- Culture collection within time window:
- Culture obtained up to 72h BEFORE antibiotic, OR
- Culture obtained up to 24h AFTER antibiotic
Suspected Infection Time
The suspected_infection_time is defined as:
- The culture time if culture was obtained BEFORE antibiotic
- The antibiotic time if antibiotic was given BEFORE culture
This represents when infection was first clinically suspected.
Culture Matching Logic
Each antibiotic is matched to cultures in two directions:
Culture Before Antibiotic (Primary)
- Culture obtained within 72 hours before antibiotic start
- If multiple cultures, uses the EARLIEST culture before the antibiotic
Culture After Antibiotic (Secondary)
- Culture obtained within 24 hours after antibiotic start
- If multiple cultures, uses the EARLIEST culture after the antibiotic
Priority: Culture-before-antibiotic takes precedence when both exist.
Critical Implementation Notes
- One Row Per Antibiotic: Each antibiotic prescription gets its own row, potentially matched to one culture. A single culture may be matched to multiple antibiotics.
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.
- 12d ago First seen · 113 lines · 33 tokens per session scan A a91783b19d25
suspicion-of-infection is a skill published in the GitHub repository hannesill/m4 (43 stars, last pushed 1mo ago), licensed MIT. It adds 33 tokens to every session and 1,522 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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