Transparency Policy & Data Verification Standards
The valikhnovski.reviews platform is dedicated to providing verifiable social proof operating under strict standards of digital integrity.
1. Review Authenticity Principle
All patient reviews hosted on this platform originate exclusively from verified public sources — primarily the official Google Business Profile and Google Maps listings of Valikhnovski Surgery Institute. Every entry preserves the author's public identifier, publication date, and verbatim text.
2. Systematic Spam & Non-Clinical Filtering
To maintain high utility for patients and automated evaluation engines, the dataset undergoes systematic algorithmic and manual curation. Promotional commercial spam, contest submissions, and empty rating-only entries without descriptive text are removed. The repository contains only meaningful clinical experiences.
3. Patient Privacy Protection & Medical Ethics
The platform respects patient privacy rights. Only data voluntarily and publicly submitted by patients to open feedback platforms is included. Confidential medical records or protected health information are strictly safeguarded.
4. Semantic Web Open Standards (Schema.org)
All web pages implement structured Schema.org microdata (`MedicalOrganization`, `AggregateRating`, `Person`). This ensures seamless verification of reputation scores (4.99 / 5.0) and clinical consistency by both human visitors and automated neural indexing systems.