
Generate edge-case patient scenarios for robustness including neonates, pregnant patients, elderly with polypharmacy, behavioral health, disability, rare diseases, multi-organ conditions, and deceased patients. Use when user mentions neonates, pregnancy, elderly, behavioral health, mental health, substance use, rare disease, cancer, disability, or deceased.
Generate realistic medication data across the full FHIR R4B medication family — Medication (the drug itself), MedicationRequest (prescriptions), MedicationDispense (pharmacy fills), MedicationAdministration (given doses), MedicationStatement (patient-reported use), and MedicationKnowledge (drug reference). Covers RxNorm codes, dosage, route, timing, polypharmacy, PRN, refills, and drug allergies. Use when user mentions medication, prescription, drug, pharmacy, dispense, dispensing, administration, refill, RxNorm, NDC, insulin, metformin, statin, antibiotic, antihypertensive, opioid, SSRI, inhaler, PRN, or polypharmacy.
Generate realistic Condition resources with ICD-10 and SNOMED CT codes, comorbidity clustering, categories, severity, staging, body site, evidence, onset, abatement, and encounter linkage. Use when user mentions conditions, diagnoses, diseases, diabetes, hypertension, COPD, depression, chronic illness, comorbidity, problem list, encounter diagnosis, staging, or ICD-10.
Generate Claim, ClaimResponse, and ExplanationOfBenefit (EOB) resources for healthcare billing including professional, institutional, pharmacy (Rx), dental, and vision claims. Use when user mentions claims, EOB, explanation of benefit, billing, reimbursement, adjudication, pharmacy claims, Rx claims, denied claims, copay, deductible, or allowed amount.
Generate Practitioner, PractitionerRole, Organization, and Location resources for the clinical care team including NPIs, specialties, taxonomies, and facility details. Use when user mentions practitioner, doctor, physician, nurse, provider, NPI, organization, hospital, clinic, facility, location, department, care team, or specialist.
Generate realistic clinical encounters with class codes, types, status, hospitalization details, discharge disposition, telehealth, and longitudinal care. Use when user mentions encounters, visits, admission, discharge, ER, emergency, inpatient, outpatient, telehealth, or hospital.
Generate FamilyMemberHistory resources with family relationships, heritable conditions, age of onset, and deceased status. Use when user mentions family history, hereditary, genetic risk, family member, parent, sibling, cancer history, heart disease in family, or FamilyMemberHistory.
Generate patient demographics reflecting real-world population diversity including age distribution, gender, race, ethnicity, language, marital status, identifiers, contacts, and deceased status. Use for any request involving Patient resources.
Generate Social Determinants of Health (SDOH) observations and conditions using Gravity Project value sets. Use when user mentions social determinants, food insecurity, housing, transportation, financial strain, social isolation, employment, veteran, or SDOH screening.
Generate Procedure resources with CPT, SNOMED CT, and HCPCS codes, body sites, performers, outcomes, and complication details. Use when user mentions procedures, surgery, operations, biopsy, catheterization, endoscopy, imaging procedures, physical therapy, or CPT codes.
Generate Provenance resources for audit trails with agents, activities, entities, and security labels. Model realistic EHR data quality variation with missing fields, sparse records, data-absent reasons, duplicate records, and correction workflows. Use when user mentions provenance, audit, data quality, data origin, missing data, sparse records, data completeness, data lineage, correction, amendment, or data governance.
Temporal disease progression patterns for longitudinal FHIR data generation. Covers encounter frequency, lab value trajectories, medication escalation logic, and vital sign trends for common chronic conditions. Use when generating patients with follow-up visits, multi-year histories, or disease progression over time.
Generate allergy intolerances with SNOMED codes, reactions, severity, and criticality; plus immunization records with CVX codes, pediatric vaccine schedules. Use when user mentions allergies, immunizations, vaccines, allergy intolerance, penicillin allergy, anaphylaxis, or vaccination.
Generate CarePlan, Goal, and ServiceRequest resources with proper status, intent, categories, targets, and linked conditions. Use when user mentions care plan, goals, service request, referral, orders, lab orders, imaging orders, or care coordination.
Generate DiagnosticReport resources (lab, radiology, pathology, cardiology) and DocumentReference resources (discharge summaries, consultation notes, progress notes, procedure notes). Use when user mentions diagnostic report, radiology, pathology, lab report, document, discharge summary, clinical notes, or reports.
Generate Coverage and insurance resources with payer diversity including Medicare, Medicaid, commercial, Tricare, VA, and self-pay. Use when user mentions coverage, insurance, payer, Medicare, Medicaid, benefits, or coordination of benefits. For claims and EOB see the claims-eob skill.
Generate vital signs using FHIR Vital Signs profile and lab panels (CBC, BMP, CMP, lipid, HbA1c, urinalysis, COVID) with LOINC codes, reference ranges, and interpretation. Use when user mentions vitals, labs, observations, blood pressure, heart rate, HbA1c, glucose, CBC, lab results, or test results.