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Tools & Frameworks

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Refined frameworks for complex systems.

ATPM|CEA|EquiRisk-Repo | EquiRisk-paper | ICV | PAPO-Repo | PAPO-paper

PMCO-AI

1 / 3 Concept Maps

Interactive Concept Map for AI Evaluation ICV-4-1 : A clickable map of the core concepts behind evaluating AI systems — where validity, reliability, and equity meet in practice. Built as a teaching companion for the Springer textbook. Open the map→

Interactive Concept Map for AI Evaluation
Screenshot: Interactive Concept Map for AI Evaluation

2 / 3 Simulations (Hosted openly on GitHub)

PAPO · Heatwave AI Repo: A simulation of the Policy-Aware Personalized Opportunity framework applied to extreme-heat public health interventions — where targeting meets policy constraint. View on GitHub→

PAPO · Heatwave AI Repo
Screenshot: PAPO · Heatwave AI Repo

EquiRisk · Food Deserts Repo: Equity-aware risk stratification for diabetes management in food-desert geographies — a working implementation of the EquiRisk framework with synthetic data. View on GitHub→

EquiRisk · Food Deserts Repo
Screenshot: EquiRisk · Food Deserts Repo

3 / 3 Frameworks

C-E-A Framework for AI Agents

Wu, Min, The C-E-A Framework for AI Agents: Compliance, Efficacy, and Autonomy -A Case Illustration in Personalized Robotic Care (July 30, 2026). Available at SSRN: https://ssrn.com/abstract=7208279 or http://dx.doi.org/10.2139/ssrn.7208279

EquiRisk 

SSRN Pre-print: Operationalizing equity-aware risk stratification for diabetes management in food deserts. Companion pre-print to the Springer textbook chapter.

Wu, Min. EquiRisk: Operationalizing Equity-Aware Risk Stratification for Diabetes Management in Food Deserts. January 28, 2026. doi:10.2139/ssrn.6150926 Read on SSRN→

PAPO 

SSRN Pre-print: A Policy-Aware Personalized Opportunity framework for heatwave public health interventions — integrating individual risk, local policy levers, and intervention feasibility.

Wu, Min. PAPO: A Policy-Aware Personalized Opportunity Framework for Heatwave Public Health Interventions. February 8, 2026. doi:10.2139/ssrn.6198260 Read on SSRN→

PMCO-AI

SSRN Pre-print: A framework about Personalized Motivation, Capability, and Opportunity in the AI. Companion pre-print to the Springer textbook chapter.

Wu, Min, PMCO-AI: Personalized Motivation, Capability, and Opportunity in the AI Era -A Case Illustration in Dementia Care (July 16, 2026). Available at SSRN: https://ssrn.com/abstract=7128200 or http://dx.doi.org/10.2139/ssrn.7128200 Read on SSRN

Maintained by Min Wu. Latest revised — April 2026