SKILL.md

name: Generative Framework description: Conversation-driven specification and execution of healthcare data generation at scale triggers:

build profile
create profile
generate cohort
build journey
create journey
generate journey
batch generate
quick generate
distribution
specify
at scale

Generative Framework Skills

Use these skills when building specifications for data generation or executing batch generation.

Quick Reference

Skill	Use When	Location
Profile Builder	Defining population characteristics for batch generation	builders/profile-builder.md
Journey Builder	Defining temporal event sequences	builders/journey-builder.md
Quick Generate	Simple single-entity generation	builders/quick-generate.md
Profile Executor	Executing a profile specification	executors/profile-executor.md
Journey Executor	Executing a journey specification	executors/journey-executor.md
Cross-Domain Sync	Coordinating cross-product generation	executors/cross-domain-sync.md

Trigger Phrases

Building Specifications

"Build a profile for 100 Medicare members"
"Create a journey for diabetic patients"
"Specify a commercial cohort with CHF"
"Define a surgical episode journey"

Executing Specifications

"Generate patients from this profile"
"Execute the diabetic journey for 50 patients"
"Run batch generation for this cohort"

Using Templates

"Use the Medicare diabetic template"
"Start with the surgical episode journey"
"Generate using the commercial healthy profile"

Workflow Overview

1. Build a Profile (Optional)

Build a profile for 200 Medicare Advantage members:
- Age 65-85, normal distribution centered at 74
- 40% with Type 2 diabetes
- 30% with heart failure
- San Diego County geography

2. Build a Journey (Optional)

Create a first-year diabetic journey:
- Initial diagnosis visit with labs
- Metformin prescription
- Quarterly follow-ups with A1c
- Possible titration to second agent

3. Execute Generation

Generate the cohort using this profile and journey
Save as cohort "ma-diabetic-cohort-2025"

Distribution Types

Type	Use Case	Example
`categorical`	Discrete choices	Gender: M/F/Other
`normal`	Bell curve	Age centered at 72
`log_normal`	Skewed positive	Healthcare costs
`uniform`	Equal probability	Random day in range
`explicit`	Specific values	Exactly these NDCs

See distributions/distribution-types.md for details.

Journey Patterns

Pattern	Use Case	Example
`linear`	Simple sequence	Office visit → Lab → Follow-up
`branching`	Decision points	ER → Admit OR Discharge
`protocol`	Trial schedules	Cycle 1 Day 1, Day 8, Day 15
`lifecycle`	Long-term patterns	New member first year

See the journeys/ folder for pattern details.

Integration with Products

The Generative Framework orchestrates all HealthSim products:

When Generating	Products Involved	Cross-Domain Triggers
Patient cohort	PatientSim, NetworkSim	Provider assignment
Member claims	MemberSim, PatientSim, NetworkSim	Encounter → Claim
Pharmacy fills	RxMemberSim, PatientSim, NetworkSim	Rx → Fill, DUR check
Trial subjects	TrialSim, PatientSim, NetworkSim	Subject ↔ Patient linking

Templates

Pre-built profiles and journeys for common use cases:

Profile Templates

medicare-diabetic.md - Medicare T2DM cohort
commercial-healthy.md - Commercial healthy adults
medicaid-pediatric.md - Medicaid children

Journey Templates

diabetic-first-year.md - New T2DM diagnosis year 1
surgical-episode.md - Elective surgery episode
new-member-onboarding.md - New member first 90 days

State Management - Save/load generated cohorts
Identity Correlation - Cross-product entity linking
PopulationSim - Real-world demographic data
NetworkSim - Real provider assignments

Implementation Status: Foundation phase. See GENERATIVE-FRAMEWORK-PROGRESS.md for details.

スコア

総合スコア

60/100

リポジトリの品質指標に基づく評価

✓SKILL.md

SKILL.mdファイルが含まれている

+20

✓LICENSE

ライセンスが設定されている

+10

○説明文

100文字以上の説明がある

0/10

○人気

GitHub Stars 100以上

0/15

○最近の活動

3ヶ月以内に更新がある

0/10

○フォーク

10回以上フォークされている

0/5

✓Issue管理

オープンIssueが50未満

+5

✓言語

プログラミング言語が設定されている

+5

○タグ

1つ以上のタグが設定されている

0/5

レビュー

💬

レビュー機能は近日公開予定です

generative-framework