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  • home
  • about
  • igniting-american-dream
  • healthcare
  • affordable housing
  • responsible-ai kpis
  • sustainability policy
  • privacy policy
humancare.app

Responsible AI: The Backbone of TrustπŸ›‘οΈ

Our Responsible AI is ethical, explainable, and human-centered, designed to predict needs while safeguarding equity and privacy, as well as preventing bias. This approach also helps in tracking healthcare KPIs to achieve measurable wins for America.

"AI must prioritize human well-being." - IEEE Ethically Aligned Design

SHapley Additive exPlanations (SHAP) Bar Chart

Bar chart showing relative importance of features in CMS fraud detection using mock SHAP values.

  • These healthcare KPIs are aligned with broader mission goals such as equity and privacy (ensuring fair access for all citizens), efficiency (reducing waste and costs), transparency (clear reporting and explainability), and improved service delivery (enhancing health and housing outcomes). 
  • They incorporate Responsible AI-specific elements like the HHS app for HumanCare🩡 (e.g., fraud detection, appointment booking) and Responsible AI tools for the Lottery (e.g., land appraisal, fair distribution). 
  • A SHAP bar chart, for instance, shows relative importance for Claim Amount (0.35), Service Duration (0.25), etc., ensuring 100% explainable decisions. 
  • The equity focus aims to maintain less than 5% disparity across demographics.

βš™οΈ Key Workflows

  • βœ… Data Ingestion: Privacy-by-design encryption ensures equity and privacy in handling sensitive information. 
  • βœ… Inference: Federated learning enables real-time predictions while adhering to healthcare KPIs. 
  • βœ… Monitoring: Human oversight and drift detection are key components of Responsible AI.

πŸ› οΈ Tools & Frameworks

  • βœ… Fairlearn and IBM AI Fairness 360 are essential tools for bias mitigation, ensuring equity and privacy in AI applications. 
  • βœ… SHAP and LIME enhance explainability, contributing to the development of Responsible AI in various sectors. 
  • βœ… NIST AI RMF and ISO/IEC 42001 provide robust frameworks for governance, which are crucial for monitoring healthcare KPIs. 
  • βœ… OMB M-24-10 compliance reinforces these efforts.

Track HumanCare🩡's Impact

πŸ₯ Health KPIs

🏠 Housing KPIs

🏠 Housing KPIs

Person analyzing KPI dashboard with colorful graphs and charts on a laptop.

  • βœ… 99.5% app uptime with bookings in less than 30 seconds, supporting equity and privacy in healthcare services.
  • βœ… Our fraud detection system boasts an F1-score greater than 0.85, ensuring adherence to healthcare KPIs.
  • βœ… We have achieved 30% fewer hospitalizations and a 20-30% decrease in overdoses through the implementation of Responsible AI.
  • βœ… Our efforts have resulted in 0% uninsured individuals and an increase of 2-5 years in life expectancy.

🏠 Housing KPIs

🏠 Housing KPIs

🏠 Housing KPIs

Hand drawing rising graph with house icon, symbolizing real estate growth.

  • βœ… 16.3M homes if 10% build, enhancing equity and privacy for communities. 
  • βœ… 12.1M jobs created, contributing to $407B in tax revenue while tracking healthcare KPIs. 
  • βœ… <5% disparity in distribution reflects the benefits of Responsible AI in resource allocation.

Responsible AI KPIs: Building Trust and Equity in Healthcare

  •  HumanCare🩡 is redefining what it means to care for one another, harnessing Responsible AI to rebuild health, housing, and hope across America. By freeing families from crushing medical and housing costs, empowering providers, and driving economic growth, we’re turning innovation into opportunity and transforming the American Dream into a living, breathing reality for every generation. 


πŸ—½American Dream: Health Care and Affordale Housing Policy for all 50 States (Territories also): 


  • | Alabama 🏈 | Alaska ❄️ | American Samoa 🐠 | Arizona 🌡 | Arkansas πŸ’Ž | California ⛱️ | Colorado 🎿 | Connecticut β›΅ | Delaware 🏰 | Florida 🌴 | Georgia πŸ‘ | Guam πŸͺ–| Hawaii 🌺 | Idaho πŸ₯” | Illinois πŸš‚ | Indiana 🏁 | Iowa 🌽 | Kansas 🌻 | Kentucky πŸ‡ | Louisiana 🎭 | Maine βš“ | Maryland πŸ¦€ | Massachusetts ⚾ | Michigan πŸš— | Minnesota πŸ’ | Mississippi 🌾 | Missouri 🎷 | Montana 🐻 | Nebraska 🎈 | Nevada 🎰 | New Hampshire 🏍️ | New Jersey 🎑 | New Mexico πŸ”­ | New YorkπŸ—½| North Carolina πŸ€ | North Dakota  πŸšœ | Northern Mariana Islands 🀿 | Ohio ✈️ | Oklahoma πŸ›’οΈ | Oregon 🌲 | Pennsylvania πŸ”” | Puerto Rico 🐸| Rhode Island 🦞 | South Carolina 🏞️ | South Dakota πŸš£β€β™‚οΈ | Tennessee 🎸 | Texas β˜… | Utah 🚲 | U.S. Virgin Islands 🍹 | Vermont 🍁 | Virginia πŸ‚ | Washington 🍎 | Washington DC πŸ›οΈ | West Virginia ⛏️ |


Article: Igniting the American Dream: Revolutionizing Healthcare and Housing with Responsible AI 

  • Dive into this comprehensive 65-page article detailing the Health Care Act and Housing Care Act - bold, bipartisan reforms using Responsible AI to deliver free-market point-of-use care, unlock 163M federal land lots for affordable homes ownership, prioritize Hero Villages for essential workers, active military, and veterans, and spark trillions in growth while ensuring sustainability and equity for all American families.


Contact Your U.S. Senators and U.S. Representative

https://www.senate.gov/senators/senators-contact.htm

https://www.house.gov/representatives


Article: Igniting the American Dream: Revolutionizing Healthcare and Housing with Responsible AI 

  • Dive into this comprehensive 65-page article detailing the Health Care Act and Housing Care Act - bold, bipartisan reforms using Responsible AI to deliver free-market point-of-use care, unlock 163M federal land lots for affordable homes ownership, prioritize Hero Villages for essential workers, active military, and veterans, and spark trillions in growth while ensuring sustainability and equity for all American families.


Contact Your U.S. Senators and U.S. Representative

https://www.senate.gov/senators/senators-contact.htm

https://www.house.gov/representatives

Article, Igniting the American Dream, Health Care Act and Housing Care Act

NIST, ARIA MODEL AI TESTING

NIST - ARIA. The increasing use of AI presents both potential and challenges related to equity and privacy. It's crucial to evaluate and understand the risks and impacts, particularly in sectors like healthcare where KPIs are vital. The ARIA program, introduced by NIST, assesses these risks and impacts through model testing, red teaming, and field testing. This program provides the industry with a chance to demonstrate functionality and gain insights into Responsible AI. Thorough evaluation and open NIST evaluations play a significant role. More info: https://www.nist.gov/news-events/news...

$1.2T surplus; $6-10T GDP growth; 200K fewer bankruptcies.

  • This website presents conceptual proposals for United States healthcare and housing reforms for Congress, (U.S. Senate and U.S. House of Represnetatives) using Responsible AI. HumanCare🩡, LLC, humancare.app,vHumanCare🩡, American Dream Lottery🏑, Health Care Act, and/or Housing Care Act are not affiliated with HHS, HUD, NIST, Congress or any government agency, and does not offer medical, legal, financial, or professional advice. All content is for informational and advocacy purposes only; consult experts for personal decisions. Β© 2025 HumanCare🩡, LLC. Ken Mushet, MBA/TM. An American dad in AZ🌡. ken@humancare.app All rights reserved.

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