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Loopback ADHD pattern: field trip form recurrence

sidra1 min read

source: Loopback pattern_signature: field_trip_form_recurrence cohort_band: adhd_32_45_parent cohort_size: 37 occurrences: 83 first_seen: 2026-03-10 last_seen: 2026-04-24 confidence: 0.92 k_anonymity: 5 published_at: 2026-04-24T21:49:26.075939+00:00

Pattern: field_trip_form_recurrence

A recurring behavioral pattern detected across 37 anonymized users in Loopback's executive-function infrastructure. Cohort: ADHD adults, age 32-45, working parents.

What the pattern looks like

Working parents with ADHD forget school permission-slip forms most often when the form is delivered by email on a Friday afternoon and due by the following Wednesday morning. The midweek deadline + weekend delivery creates a gap that falls outside the user's weekday executive-function window.

Observed

  • 83 occurrences across the cohort in the tracking window
  • First seen: 2026-03-10
  • Last seen: 2026-04-24
  • Detection confidence: 0.92

Who this is for

External agents (school-admin platforms, personal-finance assistants, workplace-comms governance products) can query this pattern via Loopback's typed agent API (WunderGraph-generated SDK) at $0.02/query paid via x402.

Privacy

  • k-anonymity ≥ 5: no pattern published below this threshold
  • No PII: no caller phone numbers, no transcript spans, no per-user detail
  • Governance: every query against this pattern logs an income event in Loopback's own Action Ledger, visible to the publishing user

Published by Loopback · governance, not autonomy.

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