most citedCurrent validation practice undermines surgical AI development

1 citations · 1 across the 2 of their papers we have counts for

collaborators

7 papers

cs.AI2026

Agent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin Assessment

Nooshin Maghsoodi, Amoon Jamzad, Robert Policelli +11

Deep learning models can effectively use Rapid Evaporative Ionization Mass Spectrometry (REIMS) data for surgical margin assessment. However, their clinical adoption remains challe…

q-bio.OT20261 cited

Current validation practice undermines surgical AI development

Annika Reinke, Ziying O. Li, Minu D. Tizabi +97

Surgical data science (SDS) is rapidly advancing, yet clinical adoption of artificial intelligence (AI) in surgery remains limited, with inadequate validation as an important contr…

cs.CV2026

Vision-Language Models Encode Clinical Guidelines for Concept-Based Medical Reasoning

Mohamed Harmanani, Bining Long, Zhuoxin Guo +6

Concept Bottleneck Models (CBMs) are a prominent framework for interpretable AI that map learned visual features to a set of meaningful concepts for task-specific downstream predic…

cs.LG2025

A Dataset and Benchmarks for Atrial Fibrillation Detection from Electrocardiograms of Intensive Care Unit Patients

Sarah Nassar, Nooshin Maghsoodi, Sophia Mannina +7

Objective: Atrial fibrillation (AF) is the most common cardiac arrhythmia experienced by intensive care unit (ICU) patients and can cause adverse health effects. In this study, we…

cs.RO2025

Touching the tumor boundary: A pilot study on ultrasound based virtual fixtures for breast-conserving surgery

Laura Connolly, Tamas Ungi, Adnan Munawar +5

Purpose: Delineating tumor boundaries during breast-conserving surgery is challenging as tumors are often highly mobile, non-palpable, and have irregularly shaped borders. To addre…

cs.RO2025

SlicerROS2: A Research and Development Module for Image-Guided Robotic Interventions

Laura Connolly, Aravind S. Kumar, Kapi Ketan Mehta +9

Image-guided robotic interventions involve the use of medical imaging in tandem with robotics. SlicerROS2 is a software module that combines 3D Slicer and robot operating system (R…