CASE STUDY

Diagnose diseases, smartly.

CLIENTAMDR System
INDUSTRYHealthcare
TECHNOLOGYProduct Development
AMDR System ▪ Diagnose diseases, smartly.

AMDR SYSTEM

OVERVIEW

A group of professors and doctors needed a platform to make use of academic disease-diagnosing knowledge alongside practising doctors' own expertise, without turning that judgment over to a black-box model.

ARCHITECTURE

Patients enter symptoms through a guided intake flow; a rules-based relevancy engine scores each candidate diagnosis against the symptom set and surfaces ranked matches with a visible percentage, not a single verdict. Every prediction routes into a doctor's review queue before it reaches the patient, with separate dashboards for patients, on-call doctors, and referred specialists.

KEY DECISIONS

Deductive, not black-box

We built a weighted symptom-matching model the academic team could inspect and tune directly, instead of a machine-learning model whose reasoning a doctor couldn't audit, critical for a system making medical suggestions.

Human-in-the-loop by default

The system never returns a diagnosis directly to a patient; every predicted match is queued for a doctor to confirm, adjust, or refer onward first.

Role-specific dashboards

Patients, doctors, and referred specialists each get a purpose-built view rather than one shared screen gated by permissions, so every role only sees what it needs to act on.

TECH STACK
ReactNode.jsMongoDBChart.jsREST API
THE OUTCOME

What shipped is a diagnostic aid doctors can actually trust: transparent enough to override, structured enough to speed up the parts of triage that don't need a specialist's full attention.

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