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C. Madlock-Brown

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Open access Jul 2026

Fine-Tuned Large Language Models for Detecting Social Isolation from Unstructured Clinical Notes

Objectives: This study aimed to leverage FLAN-T5-Large, BERT, RoBERTa, and Gemma-2-2B, with fine-tuning, to identify instances of social isolation and social support within unstructured clinical notes. Materials and Methods: Annotated clinical note spans containing social context cues were used to fine-tune each model....

L. Chinthala, C. Lemon, A. Shaban-Nejad et al. · 0 citations
Open access Aug 2026

Real-world effectiveness of early nirmatrelvir/ritonavir initiation after COVID-19 diagnosis in outpatient setting against severe illness, hospitalization, death, and long COVID in N3C

Evaluated the real-world effectiveness of NMV-R in preventing severe illness, hospitalization, death and long-COVID in a large nationwide cohort of outpatients with COVID-19 and found it overall effective at preventing the risk of severe acute outcomes including hospitalization and death, as well as long COVID.

Steve R Makkar, Kristen Hansen, Arjun S. Yadaw et al. · 0 citations

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