Trial Enrichment Agent · NACC + OASIS-3 Validated

Reduce Costly Screen-Failures Before Confirmatory Testing

Clinovia’s Trial Enrichment Agent stratifies your candidate pool by progression and biomarker risk — using models validated on independent cohorts — before you spend on PET or CSF confirmation.

Candidate Pool
Trial Enrichment Agent
Prioritized Cohort
Confirmatory Testing

For Research Use Only. Not a diagnostic device.

The CRO Problem

Expensive confirmation happens too early

Candidate Pool
Site Prescreen
PET / CSF
Screen Failure

Patient burden

Site burden

Lost recruitment time

Unnecessary cost

What if risk stratification happened upstream?

Clinovia Trial Enrichment Agent

Move risk stratification upstream

Give the agent your protocol and candidate cohort. It applies the validated models that match your available data, ranks candidates by likely biomarker and progression status, and hands off a prioritized shortlist — before you spend on confirmatory testing.

Protocol + Cohort
Trial Enrichment Agent
Risk Prioritization
Confirmatory Testing
Enriched Population

Connects to your existing workflow — CSV, API, CTMS, or EDC.

CSF / Amyloid Prescreening

The first layer of enrichment

Predicts amyloid/tau (AT) status from age, sex, and MMSE alone — before any invasive or imaging-based confirmation.

Inputs

Age · Sex · MMSE

Predicted AT(N) Status

A+T+
61%
A+
22%
A-T-
12%
A-
5%

No PET.

No MRI.

No lumbar puncture for the initial assessment.

Sample output for illustration. For Research Use Only.

Clinovia Model Toolkit

Match the model to your protocol

The agent selects from validated models matched to whatever your protocol already collects — no new assessments required to get started.

Clinical

Age, sex, MMSE

Fastest to apply. No added assessments beyond routine intake.

Clinical + Cognitive

+ RAVLT and/or LIMM

Higher precision when cognitive testing is already in protocol.

Clinical + MRI

+ structural MRI

Highest precision for studies with imaging already scheduled.

Use the data your study already collects — the agent handles the rest.

External Validation

Frozen models. Independent cohorts.

Models are locked before validation and evaluated on independent cohorts that were not used for model development.

NACC

🔶 N =

External validation cohort

🔶 0.00

AUC

🔶 0%

Sensitivity

🔶 0%

Specificity

OASIS-3

🔶 N =

External validation cohort

🔶 0.00

AUC

🔶 0%

Sensitivity

🔶 0%

Specificity

Frozen models

Model parameters are locked before validation. No retraining, threshold tuning, or recalibration is performed on the validation cohort.

Independent cohorts

Validation cohorts are separate from the populations used for model development, with no overlap in the evaluated participants.

External validation

Performance is evaluated on data the model did not see during development, rather than relying solely on internal cross-validation.

Example Workflow

One protocol, one ranked cohort

The agent applies your eligibility criteria, scores every remaining candidate, and shows exactly how tightening the threshold concentrates your highest-likelihood candidates into a smaller group.

Executive Summary

Source Cohort30participants
Eligibility-Filtered18
Clinovia-Scored18

Clinovia Score · A+T+ Probability

0.18

Min

0.49

Median

0.48

Mean

0.71

Max

Enrichment by Threshold

Top 50%n=90.49
Top 30%n=60.60
Top 20%n=40.64
Top 10%n=20.70

Sample output from a synthetic demo cohort. For Research Use Only.

Pilot Program

See it work in your clinic, before you commit to anything more.

60-Day Pilot
Unlimited Assessments
No Installation
Training Included
Request Pilot