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Healthcare

Reducing Diagnostic Review Time by 68% Across a Hospital Network

-68%
diagnostic review time
94.2%
critical finding flag accuracy
2.8 hrs
queue wait time (from 9 hrs)
+2.3x
radiologist throughput
Challenge

A regional hospital network with 18 facilities was facing severe radiologist bottlenecks. Diagnostic imaging review queues averaged 9-hour wait times. Missed findings rates were above acceptable thresholds.

Solution

We developed a clinical decision support AI that triages imaging studies by urgency, pre-analyzes findings, and surfaces likely diagnoses to the reviewing physician. Integrated with the existing PACS and EHR systems.

Technologies Applied
CNN Medical ImagingClinical NLPPACS IntegrationHL7 FHIRReal-time Triage

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