openmed
Review Skills in maziyarpanahi/openmed, with license, maintenance context, and source paths.
- Skills
- 11
- Repository stars
- 5,175
- Identity status
- Source-linked
Provenance
Source and identity
- Profile type
- Repository
- Canonical name
- openmed
- Public sources
- 1
- License context
- Apache-2.0
Source entries
Agent Skills from openmed
Repository stars and maintenance signals provide context, but do not automatically become an individual Skill's quality score.
maziyarpanahi/openmed
batch-processing-clinical-text
Run large-scale batch NER, PII extraction, or de-identification over many clinical notes on-device with OpenMed, with sharding, checkpointing, resumability, and append-only JSONL output. Use when the user needs to process a corpus or folder of notes, de-identify a dataset, run NER over thousands of documents, build a resumable batch pipeline, or stream results to JSONL without holding everything in memory. Covers process_batch / BatchProcessor / BatchItem / BatchResult, the operation= selector (
maziyarpanahi/openmed
checking-hipaa-compliance
Runs a HIPAA Privacy and Security Rule checklist over a data pipeline and produces a gap report before deploying OpenMed on PHI. Use when the user is about to process protected health information, needs a pre-deployment compliance review, wants to know which administrative, physical, and technical safeguards apply, is scoping a Business Associate Agreement, or must document minimum-necessary and de-identification controls. Trigger keywords: HIPAA, Privacy Rule, Security Rule, 45 CFR 164, PHI, BA
maziyarpanahi/openmed
configuring-privacy-policies
Select and customize OpenMed's seven bundled privacy policy profiles for de-identification, and build custom surrogate generators. Use when the user asks which policy fits HIPAA Safe Harbor vs Expert Determination vs GDPR vs PIPEDA vs a research limited dataset vs strict no-leak, wants to pass policy= to deidentify(), needs to keep quasi-identifiers for research, or must register a custom MRN/name/address surrogate provider. Covers the profile-to-use-case map, AnonymizerConfig/Anonymizer for fin
maziyarpanahi/openmed
deidentifying-clinical-text
Remove, mask, or replace PHI/PII in clinical free text on-device with OpenMed's deidentify(). Use when the user needs to de-identify medical notes, strip patient identifiers, redact PHI before sharing or analysis, anonymize discharge summaries, or pick a de-id method (mask vs remove vs replace vs hash vs shift_dates). Covers confidence_threshold for safety, consistent+seed for stable surrogates, keep_mapping for reversible de-id, policy= profiles, and the DeidentificationResult fields. Pairs wit
maziyarpanahi/openmed
detecting-pv-signals
Computes disproportionality signals — PRR, ROR, EBGM, and IC (BCPNN) — over FAERS / OpenFDA drug-event data to flag potential safety signals. Use when the user wants to mine spontaneous-report data for drug-reaction associations, build a 2x2 contingency table, compute a Proportional Reporting Ratio or Reporting Odds Ratio, run Empirical Bayes (EBGM/EB05) or Information Component shrinkage, or screen a drug for over-reported reactions. Trigger keywords: disproportionality, signal detection, PRR,
maziyarpanahi/openmed
extracting-dicom-metadata
Reads DICOM file headers and DICOM-SR (Structured Report) content to pull study/series metadata and embedded report text, and flags PHI carried in header tags. Use before OpenMed processing when ingesting imaging data (CT/MR/CR/US, radiology SR) and you need the report narrative de-identified and analyzed, plus a list of header tags that must be scrubbed. Hand SR/report text to openmed.deidentify and openmed.analyze_text; use pydicom to read tags. Trigger keywords: DICOM, pydicom, DICOM-SR, stru
maziyarpanahi/openmed
mapping-to-snomed
Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary. Use when the user wants to code findings, disorders, procedures, body structures, or substances to SNOMED CT, run an ECL query, translate via a ConceptMap, or resolve a span to a concept id with FHIR $lookup/$translate/$validate-code. Trigger keywords: SNOMED CT, SNOMED concept id, ECL, ConceptMap, $tran
maziyarpanahi/openmed
pseudonymizing-for-gdpr
Apply GDPR-grade pseudonymization to clinical or personal text with OpenMed, keeping a separately-held re-linkage key so the data can be controlled-re-linked later. Use when the user must process EU personal/health data under GDPR, asks for pseudonymization vs anonymization, needs Art. 4(5) / Art. 9 / Recital 26 alignment, wants a reversible mapping/key vault held apart from the data, or needs controlled re-linkage. Covers openmed.deidentify(policy="gdpr_pseudonymization", keep_mapping=True), st
maziyarpanahi/openmed
setup-openmed
Collect a bounded set of de-identification policy decisions and write a deterministic, reviewable DEID-POLICY.md from the versioned local template. Use when a project needs explicit jurisdiction, recall floor, surrogate strategy, model policy, audit location, and human approval before privacy work begins.
maziyarpanahi/openmed
shifting-clinical-dates
Apply consistent per-patient date shifting in OpenMed that preserves intervals between events while satisfying HIPAA Safe Harbor's date rule. Use when the user needs to de-identify dates but keep temporal structure for research, shift all dates by the same offset per patient, preserve days-between-events for survival or longitudinal analysis, cap ages over 89, or strip everything but the year. Covers deidentify(method="shift_dates", date_shift_days=..., keep_year=...) and per-patient reproducibl
maziyarpanahi/openmed
summarizing-clinical-notes
Produces structured, citation-anchored summaries of clinical notes — one-liner, hospital course, and problem-oriented views — where every claim cites a source span so nothing is hallucinated. Use after de-identifying notes when the user wants a discharge summary draft, handoff/SBAR, problem list, or chart-abstraction summary. De-identify FIRST with openmed.deidentify, then anchor summary claims to entity spans from openmed.analyze_text. Trigger keywords: summarize note, discharge summary, hospit
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