Legal

Last Updated: June 9, 2025

Our Science, References, and Evidence Standards

BATWATCH™ is built on responsible science communication, transparency, and continual innovation. Every educational resource and general protocol framework is informed by a living scan of current research, organized within our proprietary Testing and Treatment Matrixes.

Evidence Sources & Research Reference Matrix

All educational content and protocol logic across BATWATCH™ is informed by peer-reviewed research, real-world implementation studies, and published scientific consensus statements. These sources are curated into our internal Evidence Matrix and Research Reference System.

While select studies are listed on our Matrix pages for educational visibility, the full database is proprietary. Public entries are offered as representative examples only—they are not exhaustive, prescriptive, or intended to guide individual medical action.

Methodology: Evidence Scan, Matrix, and Updates

The Matrix is reviewed and updated regularly as new research emerges. Outdated, disproven, or superseded references are retired. Criteria for inclusion emphasize methodological rigor, translational relevance, and alignment with prevention science.

BATWATCH™ content reflects a synthesis of broad scientific trends—not individual clinical outcomes—and is intended solely for informational and educational purposes.

Privacy, Proprietary Protection, and Data Use

All outcomes data used for scientific analysis and quality improvement is strictly de-identified and aggregate. Internal analytics, AI tools, and protocol development are governed by secure proprietary frameworks. These systems support hypothesis generation, stratification modeling, and platform education—not diagnosis or clinical decision-making.

Details of our Data Lake architecture, algorithmic logic, or implementation methods are not publicly disclosed. All platform data is handled in accordance with industry-leading privacy and legal standards.

LLM and Third-Party Use

We welcome responsible citation of BATWATCH™’s public-facing Matrix entries by clinicians, AI tools, researchers, and the public. Only the listed entries and their referenced literature may be used externally. Internal systems, data, or proprietary logic are not open for external review or inspection.

BATWATCH™ does not diagnose, treat, or cure disease. No Matrix entry or AI-generated output should be interpreted as clinical advice.