Participant-Facing Layer

Research return for people and professionals.

This layer exists to return weekly longitudinal interpretation from the same governed engine used elsewhere in Butterfly Effect. It is deliberately narrower than the institutional stack, and deliberately more serious than a consumer sleep product.

Reading Frame

The layer stays useful only if it stays narrow.

This is not a sleep score, not a single night explanation layer, and not a diagnostic surface. The point is to summarize repeated night patterns, shifts relative to baseline, and observed links with next day burden in a form that can support careful participant and professional review.

For participants

Readable weekly interpretation with explicit confidence, limits, and review nights.

weekly relative to baseline not diagnostic

For professionals

The same weekly payload, but in a stricter operational summary for professional review and handoff.

same engine companion summary PDF ready

For the project

A human-facing layer that does not weaken the research contract or invent a second inference stack.

route audit audience contract stress only for now

Audience Switcher

One core, three different contracts.

The same weekly interpretation can be read three ways. The content changes with the audience, but the route governance and report provenance stay attached throughout.

Participant contract

  • What it returnsWeek-at-a-glance, dominant domains, shifts vs baseline, observed links, review nights, and limits.
  • What it does not doNo diagnosis, no disease risk statement, and no single night certainty language.
  • Current focusStress / next day burden only, with broader professional review use kept future facing.

Live Reviewed Samples

Two cohorts, one reviewed weekly return surface.

These are not mockups. They are real outputs from the approved nightly stress routes that currently define the participant and professional review layer.

Materials And Build Path

The layer is specified, audited, and reproducible.

This page is not just a sample gallery. It also exposes the documents and commands that keep the layer defendable.

Build commands

  • List approved routes./.venv/bin/python -m neural_echo_system.build_participant_weekly_report --list-routes
  • List contracts./.venv/bin/python -m neural_echo_system.build_participant_weekly_report --list-contracts
  • Refresh audit./.venv/bin/python -m neural_echo_system.audit_participant_facing_routes --output-dir reports/participant_facing