Lab Notes

Lab Research Notebook

Short source-backed positions on fragmentation, continuity, patient orientation, and what trustworthy digital support should look like in real healthcare settings.

WHO + AHRQ

Continuity Is a UX Problem Before It Is a Technical Problem

WHO continuity guidance and AHRQ transition toolkits point to the same pattern: handoffs often fail before software fails. Interfaces should reduce uncertainty between visits, referrals, and institutions.

NICE NG197

Shared Decision-Making Needs Better Interfaces, Not Better Intentions

NICE shared decision-making guidance makes the gap visible. People cannot participate meaningfully if risks, trade-offs, and next steps are rushed or poorly framed at the moment they decide.

NASEM 2015

Diagnostic Safety Is Also an Information Design Problem

The National Academies report on diagnosis shows how error accumulates across communication, context, and workflow. Diagnostic safety depends on how signals are structured, surfaced, and revisited over time.

WHO AI 2021/2024

What Responsible Health AI Looks Like in Practice

WHO AI governance guidance is most useful when translated into product behavior. Good systems support judgment, surface uncertainty, preserve agency, and make escalation paths explicit.

CALM TECH

Calm Technology Matters More When the Stakes Are High

Calm technology principles become sharper in healthcare contexts. A calm system is not passive; it reveals what matters, recedes when it should, and lowers cognitive load under pressure.

CARE TRANSITIONS

Why We Care About the Handoff More Than the Feature

Features only matter if the thread holds between appointments, referrals, and decisions. The real design challenge is preserving orientation when a care journey becomes discontinuous.