activity
20232026
most citedImpact of AI-Triage on Radiologist Report Turnaround Time: Real-World Time-Savings and Insights from Model Predictions

7 citations · 10 across the 6 of their papers we have counts for

collaborators

6 papers

stat.ME2026

A theory of ROC analysis of rule-out and rule-in diagnostics with applications to mammography data

Michelle Mastrianni, Kwok Lung Fan, Yee Lam Elim Thompson +7

Multiple diagnostic tests are frequently used to determine the presence of a disease condition in patients. In this paper, we use bivariate copulas to examine the properties of rec…

cs.CV2025

Knowledge-based anomaly detection for identifying network-induced shape artifacts

Rucha Deshpande, Tahsin Rahman, Miguel Lago +6

Synthetic data provides a promising approach to address data scarcity for training machine learning models; however, adoption without proper quality assessments may introduce artif…

math.NA2025

A Quantitative Framework to Predict Wait-Time Impacts Due to AI-Triage Devices in a Multi-AI, Multi-Disease Workflow

Michelle Mastrianni, Rucha Deshpande, Frank W. Samuelson +1

The deployment of multiple AI-triage devices in radiology departments has grown rapidly, yet the cumulative impact on patient wait-times across different disease conditions remains…

cs.PF2025★ 7 cited

Impact of AI-Triage on Radiologist Report Turnaround Time: Real-World Time-Savings and Insights from Model Predictions

Yee Lam Elim Thompson, Jonathan Fergus, Jonathan Chung +4

Objective: To quantify the impact of workflow parameters on time-savings in report turnaround time (TAT) due to an AI-triage device that prioritized pulmonary embolism (PE) in ches…

stat.ME2023

Use of Expected Utility (EU) to Evaluate Artificial Intelligence-Enabled Rule-Out Devices for Mammography Screening

Kwok Lung Fan, Yee Lam Elim Thompson, Weijie Chen +2

Background: An artificial intelligence (AI)-enabled rule-out device may autonomously remove patient images unlikely to have cancer from radiologist review. Many published studies e…

stat.AP2023★ 3 cited

Evaluation of wait time saving effectiveness of triage algorithms

Yee Lam Elim Thompson, Gary M Levine, Weijie Chen +7

In the past decade, Artificial Intelligence (AI) algorithms have made promising impacts to transform healthcare in all aspects. One application is to triage patients' radiological…