parsing-lab-values SKILL.md skillA

parsing-lab-values from maziyarpanahi/openmed is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add maziyarpanahi/openmed/parsing-lab-values@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
maziyarpanahi/openmed
Path
skills/parsing-lab-values/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
6,566 bytes
Repository stars
5,784
License
Apache-2.0

Parse laboratory values and reference ranges from clinical text and flag results as low, normal, high, or critical with OpenMed. Use when the user needs to interpret lab results, compute abnormal flags, parse reference ranges like "135-145" or "<5", honor an originating-lab flag (H/L/critical), or turn extracted lab entities into structured high/low/critical signals. Covers openmed.clinical.parse_reference_range, derive_abnormal_flag, ReferenceRange, and AbnormalFlag, with UCUM/LOINC framing.…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Parsing lab values

Lab results in clinical text arrive as a value, a unit, and a reference range
("Sodium 132 mmol/L (135–145)"). To act on them you need a structured
**abnormal flag** — is 132 low, normal, high, or critical? OpenMed's
`openmed.clinical` lab helpers parse the reference range deterministically and
derive the flag, honoring any explicit flag the originating lab already supplied.
The helpers are **unit-agnostic by design**: they compare numbers within a stated
range and never convert units, so a mmol/L value is never silently compared
against a mg/dL range.

## When to use

- After `extracting-clinical-entities` surfaces lab/measurement entities and you
  need to classify each as low / normal / high / critical.
- The user asks to parse reference ranges, flag abnormal labs, build a flagged
  labs table, or interpret values like `<5`, `>=10`, `0.5 - 1.2`.
- You have an originating-lab flag (`H`, `L`, `C`, `HH`) and want it honored over
  a derived comparison.

## Quick start

```python
from openmed.clinical import (
    parse_reference_range, derive_abnormal_flag, LAB_FLAG_ADVISORY,
)

# Closed range
rng = parse_reference_range("135-145")
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/parsing-lab-values@sha256:f1ce68cbab181868

The line at the top of this page pins the label v1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

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[![mdr](https://markdownregistry.com/badge/art_tqaxjksl43sunaku.svg)](https://markdownregistry.com/a/art_tqaxjksl43sunaku)

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Versions

The registry has recorded 1 version of this file, committed on Jul 20, 2026.

versioncommittedcommitsizeaudit
v1.0 latest2026-07-20 74f7d6b 6,566 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6566 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

maziyarpanahi/openmed · 5,784 stars · license Apache-2.0 · pushed 2026-11-07 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_tqaxjksl43sunaku
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/parsing-lab-values
GET https://markdownregistry.com/api/v1/blob/f1ce68cbab18186855c1d4d62c0514579f02875089b2e9d770b9befdb7faa236

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