Reference Library

Reference Deep-Dives

Comprehensive guides on research methodology, tools, and best practices. Written for practitioners who need depth, not summaries.

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7 Reference Deep-Dives

Reference Deep-Dives healthcareData QualityAI Research

AI-on-AI Fraud Detection: Catching LLM-Mediated Respondents

AI-on-AI fraud detection methodology: dynamic challenge probes, context tests, TTS artifact detection, coherence drift analysis. Catches LLM-mediated respondents.

Apr 2026 · 6 min read
Reference Deep-Dives healthcareAI ResearchData Quality

HIPAA Safe Harbor De-Identification: 18 Identifiers Reference

The 18 HIPAA identifiers, the Safe Harbor methodology, and what most generic AI research tools get wrong about de-identification in healthcare research.

Apr 2026 · 6 min read
Reference Deep-Dives healthcareAI ResearchData Quality

BAA Checklist for Research Vendors: 12 Pharma Compliance Items

BAA checklist for research vendors: 12 specific items pharma compliance teams check, and why most generic AI research tools fail. The procurement-floor reference.

Apr 2026 · 5 min read
Reference Deep-Dives healthcareAI ResearchData Quality

IRB vs. QI: When Healthcare Research Needs IRB Review

IRB vs QI: Common Rule research definition, QI exemption framework, and 4-axis determination healthcare insights teams use to decide IRB review.

Apr 2026 · 5 min read
Reference Deep-Dives healthcareAI ResearchData Quality

PHI in the Qual Research Pipeline: 4 Points and Controls

PHI in the qual research pipeline surfaces at four points — screener, recordings, transcripts, panel lists — each requiring architectural controls.

Apr 2026 · 6 min read
Reference Deep-Dives healthcareAI ResearchData Quality

State Health Privacy Laws Beyond HIPAA for Research Vendors

State health privacy laws beyond HIPAA: Washington's My Health My Data Act, California's CMIA, New York's SHIELD Act, and state-by-state consumer health privacy provisions.

Apr 2026 · 6 min read
Reference Deep-Dives healthcareAI Research

Sunshine Act / Open Payments Handling for Research Vendors

Sunshine Act / Open Payments handling for research vendors: default-blinded studies, NPI capture at intake, CMS-format export — and what most generic AI research tools miss.

Apr 2026 · 6 min read
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