Research & Professional Disclaimer
Effective August 23, 2026
General Information
Quality Intelligence Institute, LLC publishes research, frameworks, evidence reviews, executive interpretations, and educational materials concerning healthcare AI quality, Medicare Advantage, population health, quality measurement, governance, validation, and related topics.
Not Medical or Clinical Advice
QII content is not medical advice, diagnosis, treatment, patient-specific guidance, or a clinical decision-support service. It should not be used to make decisions about an individual patient or member. Seek qualified clinical professionals for clinical questions and emergency services for emergencies.
Not Legal, Regulatory, or Compliance Advice
QII content is not legal, regulatory, accreditation, reimbursement, or compliance advice. Laws, regulations, CMS requirements, NCQA standards, contractual obligations, and organizational circumstances change and may apply differently. Obtain advice from qualified professionals and consult current primary authorities before acting.
Evidence and Publication Limits
QII seeks to distinguish source findings from QII interpretation and to use controlled review practices. However, evidence may be incomplete, heterogeneous, superseded, or subject to methodological limitations. Publication dates define the evidence and policy context reviewed. Forward-looking statements, planned publication dates, research agendas, and anticipated products are targets and may change.
No Guarantee of Outcomes
QII does not guarantee improvements in HEDIS performance, CMS Star Ratings, clinical outcomes, financial results, regulatory status, accreditation, operational performance, model performance, equity, or return on investment. Outcomes depend on implementation, data, governance, population, workflow, intervention fidelity, external conditions, and other factors.
AI and Technology Evaluation
References to AI systems, vendors, models, products, or methods do not constitute certification, endorsement, procurement advice, or a guarantee of fitness for a specific use. Organizations remain responsible for independent due diligence, validation, risk assessment, governance, monitoring, and human oversight.
Third-Party Sources
QII may cite or link to government, academic, professional, vendor, and other sources. Those organizations are responsible for their own content. Reference to a third party does not imply endorsement by QII or endorsement of QII by that third party.
Trademarks and Standards
Third-party names and marks belong to their respective owners. References to CMS, HEDIS, NCQA, or other programs and standards are descriptive unless expressly stated otherwise. QII is not affiliated with or endorsed by those organizations merely because they are referenced.
Questions
Questions about a publication’s scope, evidence boundary, or permitted use may be submitted through the QII contact form.