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Throughline

A daily voice companion that helps patients and providers prepare for monthly medication follow ups, track progress, and make more informed treatment decisions.

Code Video Cerebral Valley

Core trick

Voice check-ins become a provider digest where every claim links to a timestamped patient quote.

Tags

healthvoice

Description

A daily voice companion that helps patients and providers prepare for monthly medication follow ups, track progress, and make more informed treatment decisions. In less than 60 seconds, patients describe their day naturally while the app captures patterns in medication coverage, sleep, appetite, mood, symptoms, and side effects. Providers receive a clear summary of trends, safety flags, and a draft symptom questionnaire.
ZygimantasKoncius/abridge-hackathon★ 00 forksTypeScriptCreated Jul 18, 2026 · last push Jul 18, 2026

README excerpt

# abridge-hackathon

Demo for the **ADHD Voice Check-In + Provider Digest** build ([spec](./adhd-checkin-spec.md)).

A sub-90-second daily voice journal auto-drafts the monthly ADHD follow-up
questionnaire and surfaces titration-relevant patterns, handing the provider a
digest where every claim links to a timestamped patient quote.

This branch runs the provider dashboard against deterministic sample data and
also includes the core backend pipeline (Next.js App Router + SQLite), including
the extraction, digest, and LLM analysis blocks. The realtime voice token mint
(§5b) remains frontend-only for the hackathon.

## Architecture

- **Next.js** (App Router, route handlers) — one app, API routes under `/api`.
- **SQLite** via `better-sqlite3` — three tables: `patients`, `entries`,
  `extractions`. Raw transcript **and** extraction JSON are both stored; the raw
  transcript is the audit trail and the evidence-snippet source.
- **Claude Opus 4.8** (`claude-opus-4-8`) for extraction — tool-use / structured
  output (`output_config.format`), not "respond in JSON" prompting. One
  extraction call per entry. All digest numbers are computed in code; the model
  only extracts and cites.

```
src/
  lib/
    schema.ts       frozen extraction schema (§4) + JSON Schema for structured output
    constructs.ts   ASRS-18 construct list + red-flag taxonomy + system prompt
    extraction.ts   Claude Opus 4.8 extraction call
    analysis.ts     Claude Opus 4.8 analysis block (§6) — bounded reco

Team