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Predicting Post-Stroke Aphasia Speech Performance from Multimodal Data with Explainable Machine Learning.

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Title: Predicting Post-Stroke Aphasia Speech Performance from Multimodal Data with Explainable Machine Learning.
Authors: Parchure S; University of Pennsylvania, Philadelphia, PA, USA 19104., Gupta A; University of Pennsylvania, Philadelphia, PA, USA 19104., Kelkar A; Drexel University, Philadelphia, PA, USA, 19104., Vnenchak L; University of Pennsylvania, Philadelphia, PA, USA 19104., Faseyitan O; University of Pennsylvania, Philadelphia, PA, USA 19104., Medaglia JD; Drexel University, Philadelphia, PA, USA, 19104., Harvey DY; University of Pennsylvania, Philadelphia, PA, USA 19104., Coslett HB; University of Pennsylvania, Philadelphia, PA, USA 19104., Hamilton RH; University of Pennsylvania, Philadelphia, PA, USA 19104.
Source: BioRxiv : the preprint server for biology [bioRxiv] 2026 Feb 05. Date of Electronic Publication: 2026 Feb 05.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101680187 Publication Model: Electronic Cited Medium: Internet ISSN: 2692-8205 (Electronic) Linking ISSN: 26928205 NLM ISO Abbreviation: bioRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Parchure+S%22">Parchure S</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Gupta+A%22">Gupta A</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Kelkar+A%22">Kelkar A</searchLink>; Drexel University, Philadelphia, PA, USA, 19104.<br /><searchLink fieldCode="AU" term="%22Vnenchak+L%22">Vnenchak L</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Faseyitan+O%22">Faseyitan O</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Medaglia+JD%22">Medaglia JD</searchLink>; Drexel University, Philadelphia, PA, USA, 19104.<br /><searchLink fieldCode="AU" term="%22Harvey+DY%22">Harvey DY</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Coslett+HB%22">Coslett HB</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.<br /><searchLink fieldCode="AU" term="%22Hamilton+RH%22">Hamilton RH</searchLink>; University of Pennsylvania, Philadelphia, PA, USA 19104.
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        Value: 10.64898/2026.02.02.703416
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