Outline: lab-hygiene-sentinel Feasibility Analysis
2-min read
Front Matter
name
lab-hygiene-sentinel
description
Outline for lab technician hand-hygiene protocol enforcement system
type
outline
stage
outline
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Idea: Real-time enforcement of hand-washing protocol between instrument pickups in a clinical lab, using RFID + CV detection, with video evidence on violation.
Scope confirmed:
- Detection: RFID tags on instruments + camera CV, both as redundant layers; strategic camera placement is available
- Hand-wash detection: soap dispenser or sink flow sensor (primary) + CV at wash station
- Alert consumer: supervisor via phone app (assumed); in-lab real-time alarm on violation
- Timing rule: wash within 30 seconds of putting down instrument A before picking up instrument B (assumed)
- Lab scale: ~5 concurrent technicians (assumed); person attribution required
- Protocol scope: all instruments in the lab, no exceptions
- Out of scope: instrument sterilization state
- Optional in-scope: individual compliance history; shift-end compliance reports
- Compliance context: clinical lab — ISO 15189 / GLP audit trail requirements may apply (assumed)
- No known existing infrastructure to integrate with (unknown/TBD)
Sections¶
- Context seed — Scene: a clinical lab bench where cross-contamination risk is invisible; what this doc assesses and what the reader will know at the end.
- What the system must do — Trace: technician picks up instrument → puts it down → system starts 30s watch window → wash or violation → alert + clip; optional: compliance history, shift reports.
- Where sensor fusion and CV add value — Named tasks: instrument pickup detection (RFID + CV fusion), hand-wash event detection (sensor + CV), person attribution (badge/wristband RFID or camera tracking), violation classification, evidence clip generation.
- Architecture — Layers: sensor edge (RFID readers, sink sensor, cameras) → event broker → state machine engine → violation classifier → alert dispatcher + clip store; Mermaid component diagram.
- What is hard — Named challenges: person attribution in multi-technician lab; on-metal RFID reliability per instrument type; CV and RFID fusion without double-counting; 30s window enforcement with clock drift; video clip retrieval latency; clinical compliance audit trail.
- Feasibility verdict — 7 dimensions: instrument detection, hand-wash detection, person attribution, real-time alerting, evidence retrieval, regulatory compliance, optional features.
- Why these outputs — Why? table for: in-lab alarm, supervisor push alert, video evidence clip, violation log, (optional) compliance history, (optional) shift report.
- Build order — Spine:
Sensor Edge → Event Broker → State Machine → Alert Dispatcher; Bulges: CV redundancy layer (off Sensor Edge), clip store (off Event Broker), compliance history (off violation log), shift reports (off compliance history). - Open questions — 4 items: compliance obligation confirmation; person attribution method; existing camera infrastructure; phone app platform.