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Update projects.qmd
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vkola authored Sep 14, 2024
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Expand Up @@ -5,28 +5,27 @@ author: "Matteo Bellitti"

Active feature acquisition: Osman, Ketan, Karim

Learning on mri with missing sequences: Diala, Divya
Learning on MRIs with missing sequences: Diala, Divya

Zero-shot learning on EEG configuration (train on some electrode config, infer on a different config): Ketan, Osman
- EEG are few, and even if you have them often they are taken in a bunch of different configs

Improving ML model performance and interpretability in scenarios with incomplete features: Chongua

Predicting biomarker status for biological AD: Varuna, Sahana, Shreyas, Lingyi, Mike, Chonghua
Predicting biomarker status for biological AD: Varuna, Sahana, Shreyas, Lingyi, Mike

Fusion of digital pathology and gene expression to predict precancer: Lingyi

Foundation model for the assessment of ADRD: Sahana, Matteo, Varuna, Shreyas, Lingyi, Meagan, Ketan
- take multimodal data, routinely collected (text, MRI, EEG), build a virtual assistant for neurology

Speech deidentification preserving cognitive utility: Meysam, Cody,
Speech deidentification while preserving cognitive utility: Meysam, Cody
- anonymize speech data while keeping enough audio features to estimate cognitive impairment


PodGPT: Shuyue, Subh, Ned, Varuna, Meagan, Lindsey, Divya
- augment performance of LLM with STEM information, from written, audio, and video sources. We have a product online.

LLM grounding: Yi Liu
LLM grounding: Yi Liu, Krish

Identification of tissue neighborhoods in colorectal cancer: Yichi

Expand All @@ -36,17 +35,17 @@ Predicting cognitive status from reaction time: Matteo, Meagan

Sleep and digital brain health: Matteo

AI augmented neuroradiologist: Shreyas, Krish, Olivia, Mike,
AI augmented neuroradiologist: Shreyas, Krish, Olivia, Mike

Vision-Language model for predicting biomarkers: Yi Zheng, Divya,
Vision-language model for predicting biomarkers: Yi Zheng, Divya

Guided information retrieval from educational videos: Subh

Evidence-based medical language model: Shuyue
- Integrate medical professional expertise, database knowledge, and patient values/preferences

Effective drug toxicity on systemic circulation: Aubrey, Yichi
Effect of drug toxicity on systemic circulation: Aubrey, Yichi

Correlation maps of ATN: Meagan, Matteo, Krish

Fusion of whole slide images and gene expression for cancer reoccurrence: Lingyi, Yichi
Fusion of whole slide images and gene expression for cancer reoccurrence: Lingyi, Yichi

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