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researcher

MS Emily B. Collier

4 papers hereh-index 00 citations4 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.AI2
  • cs.LG1
  • q-bio.QM1

identity via Semantic Scholar / OpenAlex

collaborators

4 papers

cs.AI2025

Toward an AI Reasoning-Enabled System for Patient-Clinical Trial Matching

Caroline N. Leach, Mitchell A. Klusty, Samuel E. Armstrong +6

Screening patients for clinical trial eligibility remains a manual, time-consuming, and resource-intensive process. We present a secure, scalable proof-of-concept system for Artifi…

cs.AI2025

Leveraging LLMs for Structured Data Extraction from Unstructured Patient Records

Mitchell A. Klusty, Elizabeth C. Solie, Caroline N. Leach +8

Manual chart review remains an extremely time-consuming and resource-intensive component of clinical research, requiring experts to extract often complex information from unstructu…

q-bio.QM2025

Vision Foundry: A System for Training Foundational Vision AI Models

Mahmut S. Gokmen, Mitchell A. Klusty, Evan W. Damron +6

Self-supervised learning (SSL) leverages vast unannotated medical datasets, yet steep technical barriers limit adoption by clinical researchers. We introduce Vision Foundry, a code…

cs.LG2025

Semantic Nutrition Estimation: Predicting Food Healthfulness from Text Descriptions

Dayne R. Freudenberg, Daniel G. Haughian, Mitchell A. Klusty +8

Accurate nutritional assessment is critical for public health, but existing profiling systems require detailed data often unavailable or inaccessible from colloquial text descripti…

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