Head 1
Ischaemic heart disease
First head. The leading cause of death in the WHO 2023 figures.
Research note
Five risks from one record.
A deep-learning model we are building. Not a chatbot. Not a graph. Not trained. Not a medical device, and not a service.
Delivery Flow
AI-native structure with human oversight
Live
Flow Map
Structured stages with human sign-off at each gate
Architecture
01
Diagnose
Structured problem framing and success metrics.
02
Architect
Solution design with human sign-off before build.
03
Build
AI-orchestrated implementation with continuous validation gates.
04
Validate
Outcome testing against business metrics, not only technical acceptance.
05
Transfer
Clean IP handover, knowledge transfer, and exit documentation.
Delivery Mesh
Human review at every critical gate
Synchronized
AI orchestration
Coded steps move through each gate
Human oversight
Architecture, security, and quality
Validation gates
Business outcomes stay in view
What it is
The record is four timelines: labs, codes, medicines, and notes. Each timeline has its own temporal encoder. Fusion joins them. Five heads read that joint vector, and a joint read sits on top.
Head 2
Stroke
Second head. Shares risk with heart disease.
Head 3
COPD
Third head. Often sits with the first two.
Head 4
Diabetes
Fourth head. Same record, same model.
Head 5
Kidney disease
Fifth head. Dementia and lung cancer wait.
What a result means
A score without the inputs that moved it is not a result we will use.
Predicts
A separate risk for each disease, from the record as it stands. Not a diagnosis. Not a death.
Shows
The labs, codes, medicines, and notes that moved the score. That list is the visible signal.
Labels
Codes and note rules can start the labels. A physician reviews the uncertain cases and signs the gate. An automated reader prepares. It does not sign.
Data
The partner owns the record. It stays on their cloud. We do not train a foundation model on it. No patent is filed.
Contact
This note is the research thread. Commercial work remains on the services pages.
Pushkarprabhat Saxena, Founder. contact@theiaone-ai.com