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CapabilitiesHow It WorksTechnologyComplianceCases
Pediatric sepsis early-warning system

90 seconds to decide,a model that detects

1,948synthetic cases trained
99.7%sepsis sensitivity
<2send-to-end inference
Capabilities

Intelligent
triage.

A nurse types what she sees, enters vitals, and RORY combines both to decide: safe to go home, needs the ER, or call 911. In under 2 seconds.

01

Reads Text + Vitals Together

The nurse types what she sees. RORY reads that text with a medical AI (Bio_ClinicalBERT) and combines it with vital sign numbers. Two signals, one decision - because fever + 'leg pain, looks pale' means more than either alone.

2AI models fused into one
02

Works with Missing Vitals

138HR
--RR
104Temp
--SpO2
--Cap
confidence72%

Only have a thermometer and pulse? RORY still works. It adapts and tells you how confident it is.

03

Catches What It Has Never Seen

known
outlier

If a patient does not match any known pattern, RORY flags it. Better to over-alert than to miss something new.

04

Watches for Deterioration

safedanger

Tracks 5 readings over time. Even if each vital looks okay alone, RORY catches the overall trend toward danger.

Process

Enter.Analyze.Decide.

The Problem

Sepsis kills
when missed.

Every year, pediatric sepsis is missed because early symptoms look like the flu. By the time it is obvious, it is often too late. Rory Staunton was 12.

Lives lost to sepsis every year
0
Most of them showed symptoms that looked like the flu.
Day 1

Gym class scrape

Rory Staunton, 12, cuts his arm diving for a ball. Looks like nothing.

Day 2

Sent home from ER

Fever, vomiting, leg pain. ER runs labs but sends him home. Sepsis is already spreading.

Day 3

Gone

Rory dies of septic shock. His lab results - flagged abnormal - were never reviewed.

RORY exists so that the next time a child walks into a school nurse's office or an ER with vague symptoms, the system catches what the eye might miss.

MODEL

Model
performance.

0
Training cases in synthetic cohort
pediatric sepsis dataset
true positive rate
Sepsis sensitivity
0.7%
HOME / ED / 911
Triage classes
0
Bio_ClinicalBERTVitalsMLPFusionHeadDBSCANsoftmax over 3 classes
Technology

Powered by
Palantir.

Built on Palantir Foundry and AIP. Ontology, Document Intelligence, and AI Logic working together to turn raw predictions into auditable clinical decisions.

NLP
Bio_ClinicalBERT
ML
PyTorch
API
FastAPI
Platform
Palantir Foundry
Clustering
DBSCAN
ML
scikit-learn
Frontend
React
Contract
Pydantic v2
AI
AIP Logic
Data
Ontology API
Compute
NumPy
HF
Transformers
12Core technologies
PydanticShared contract
RESTAPI protocol
View source on GitHub→
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Validated Cases

Three cases, three outcomes.

“
9-year-old girl. Fever 101, runny nose, mom says 'just a cold.' RORY confirms: viral mimic. Send home with confidence.
1

Viral Mimic

School Nurse Setting

HOMERisk: 0.00
Demo scenarios
Settings

Three settings.
One mission.

RORY adapts to wherever the nurse is. School office with a thermometer, pediatric ED with full monitoring, or emergency department with sepsis protocol.

01

School Nurse

Limited vitals, maximum sensitivity

Temp + HR

available at intake

  • Temperature and heart rate only
  • Highest sensitivity threshold
  • HOME or ED recommendation
  • Confidence penalty for missing vitals
  • Mean imputation for absent fields
Most common setting
Primary Use
02

Pediatric ED

Full vital suite, standard protocol

All 5 vitals

available at intake

  • HR, RR, Temp, SpO2, Cap Refill
  • Standard SIRS thresholds
  • HOME, ED, or 911 recommendation
  • Full DBSCAN outlier detection
  • Cluster drift monitoring
  • Rory's Regulations citations
  • Complete reasoning chain
Full capability
03

Emergency Dept

All vitals plus sepsis protocol

All + protocol

available at intake

  • All vitals with lab integration
  • Lowest sepsis threshold
  • 911 escalation priority
  • Full audit trail
  • Protocol citation system
  • Pediatric SSC compliance
  • Real-time drift alerts
  • Outlier flagging
Maximum safety
Adaptive dimensionalityConfidence-weighted outputMean imputation for missing vitals

Every child deserves
a second look.

RORY gives nurses the confidence to catch what the eye might miss. 90 seconds. One tablet. HOME, ED, or 911.

Run RORYView on GitHub

Named after Rory Staunton (1999-2012)

For Rory.

1999 - 2012