clinical-note-extract
Extract structured data from clinical notes with span-level provenance and null-safety. Use when users say "extract [variables]…
FHIR API development guide for building healthcare endpoints. Use when: (1) Creating FHIR REST endpoints (Patient, Observation, Encounter, Condition, MedicationRequest), (2) Validating FHIR resources and returning proper HTTP status codes and error responses, (3) Implementing
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FHIR API development guide for building healthcare endpoints. Use when: (1) Creating FHIR REST endpoints (Patient, Observation, Encounter, Condition, MedicationRequest), (2) Validating FHIR resources and returning proper HTTP status codes and error responses, (3) Implementing
name: fhir-developer-skill description: > FHIR API development guide for building healthcare endpoints. Use when: (1) Creating FHIR REST endpoints (Patient, Observation, Encounter, Condition, MedicationRequest), (2) Validating FHIR resources and returning proper HTTP status codes and error responses, (3) Implementing SMART on FHIR authorization and OAuth scopes, (4) Working with Bundles, transactions, batch operations, or search pagination. Covers FHIR R4 resource structures, required fields, value sets (status codes, gender, intent), coding systems (LOINC, SNOMED, RxNorm, ICD-10), and OperationOutcome error handling.
| Code | When to Use | |------|-------------| | `200 OK` | Successful read, update, or search | | `201 Created` | Successful create (include `Location` header) | | `204 No Content` | Successful delete | | `400 Bad Request` | Malformed JSON, wrong resourceType | | `401 Unauthorized` | Missing, expired, revoked, or malformed token (RFC 6750) | | `403 Forbidden` | Valid token but insufficient scopes | | `404 Not Found` | Resource doesn't exist | | `412 Precondition Failed` | If-Match ETag mismatch (NOT 400!) | | `422 Unprocessable Entity` | Missing required fields, invalid enum values, business rule violations |
| Resource | Required Fields | Everything Else | |----------|-----------------|-----------------| | Patient | *(none)* | All optional | | Observation | `status`, `code` | Optional | | Encounter | `status`, `class` | Optional (including `subject`, `period`) | | Condition | `subject` | Optional (including `code`, `clinicalStatus`) | | MedicationRequest | `status`, `intent`, `medication[x]`, `subject` | Optional | | Medication | *(none)* | All optional | | Bundle | `type` | Optional |
---
**Only validate fields with cardinality starting with "1" as required.**
| Cardinality | Required? | |-------------|-----------| | `0..1`, `0..*` | NO | | `1..1`, `1..*` | YES |
**Common mistake**: Making `subject` or `period` required on Encounter. They are 0..1 (optional).
---
Invalid enum values must return `422 Unprocessable Entity`.
`male | female | other | unknown`
`registered | preliminary | final | amended | corrected | cancelled | entered-in-error | unknown`
`planned | arrived | triaged | in-progress | onleave | finished | cancelled | entered-in-error | unknown`
| Code | Display | Use | |------|---------|-----| | `AMB` | ambulatory | Outpatient visits | | `IMP` | inpatient encounter | Hospital admissions | | `EMER` | emergency | Emergency department | | `VR` | virtual | Telehealth |
`active | recurrence | relapse | inactive | remission | resolved`
`unconfirmed | provisional | differential | confirmed | refuted | entered-in-error`
`active | on-hold | cancelled | completed | entered-in-error | stopped | draft | unknown`
`proposal | plan | order | original-order | reflex-order | filler-order | instance-order | option`
`document | message | transaction | transaction-response | batch | batch-response | history | searchset | collection`
---
**Python/FastAPI:**
from fastapi import FastAPI
from fastapi.responses import JSONResponse
app = FastAPI()
def operation_outcome(severity: str, code: str, diagnostics: str):
return {
"resourceType": "OperationOutcome",
"issue": [{"severity": severity, "code": code, "diagnostics": diagnostics}]
}
VALID_OBS_STATUS = {"registered", "preliminary", "final", "amended",
"corrected", "cancelled", "entered-in-error", "unknown"}
@app.post("/Observation", status_code=201)
async def create_observation(data: dict):
if not data.get("status"):
return JSONResponse(status_code=422, content=operation_outcome(
"error", "required", "Observation.status is required"
), media_type="application/fhir+json")
if data["status"] not in VALID_OBS_STATUS:
return JSONResponse(status_code=422, content=operation_outcome(
"error", "value", f"Invalid status '{data['status']}'"
), media_type="application/fhir+json")
# ... create resource**TypeScript/Express:**
const VALID_OBS_STATUS = new Set(['registered', 'preliminary', 'final', 'amended',
'corrected', 'cancelled', 'entered-in-error', 'unknown']);
app.post('/Observation', (req, res) => {
if (!req.body.status) {
return res.status(422).contentType('application/fhir+json')
.json(operationOutcome('error', 'required', 'Observation.status is required'));
}
if (!VALID_OBS_STATUS.has(req.body.status)) {
return res.status(422).contentType('application/fhir+json')
.json(operationOutcome('error', 'value', `Invalid status '${req.body.status}'`));
}
// ... create resource
});**Pydantic v2 Models** (use `Literal`, not `const=True`):
from typing import Literal
from pydantic import BaseModel
class Patient(BaseModel):
resourceType: Literal["Patient"] = "Patient"
id: str | None = None
gender: Literal["male", "female", "other", "unknown"] | None = None---
| System | URL | |--------|-----| | LOINC | `http://loinc.org` | | SNOMED CT | `http://snomed.info/sct` | | RxNorm | `http://www.nlm.nih.gov/research/umls/rxnorm` | | ICD-10 | `http://hl7.org/fhir/sid/icd-10` | | v3-ActCode | `http://terminology.hl7.org/CodeSystem/v3-ActCode` | | Observation Category | `http://terminology.hl7.org/CodeSystem/observation-category` | | Condition Clinical | `http://terminology.hl7.org/CodeSystem/condition-clinical` | | Condition Ver Status | `http://terminology.hl7
One plugin for healthcare work: skills for payer, provider, pharma, and general engineering, with hosted MCP servers connected. Skills only load when relevant, so the bundle stays cheap.
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