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Evidence

Research synthesis for partner review, funding proposals, publications, and product methodology. Every claim cites a source.

  • SDOH in Caregiving — Evidence base for applying social determinants of health to family caregivers
  • SMS Accessibility — Why SMS, not an app. Accessibility evidence for the highest-stress moments.
  • Market Gap — 63M caregivers, $60B unclaimed benefits, competitive landscape
  • Multi-Turn Safety Failures — Why AI chatbots fail in sustained conversations and what this means for caregiving
  • Crisis Detection Frameworks — How five clinical/regulatory authorities layer into InvisibleBench's safety gate
  • Regulatory Landscape — Matrix of 10 statutes + FDA guidance governing caregiver AI
  • Belonging, Empathy, and Regard — Theoretical foundation for InvisibleBench's Regard dimension
  • Benefits Automation — From Rules as Code to caregiver discovery: the research and the gap
  • Dementia Caregiver Interventions — RCT evidence for psychosocial support, the NYUCI trial, the five characteristics of effective interventions, and the mind-care framing
  • Federal Caregiver Policy — The U.S. policy arc from OAA Title III-B through the 2022 National Caregiver Strategy, and how GiveCare aligns with the identify / assess / connect frame and the field-level research priorities