Pediatric Emergency Medicine Physicians' Perspectives of Concussion in Young Children.

Study Objective: Traumatic brain injury (TBI) during early childhood (before 6 years) is prevalent, accounting for rising rates of emergency department visits. These injuries may lead to postconcussive symptoms, which may be subtle and difficult to diagnose in young children. Inadequate discharge counseling may lead to prolonged duration of symptoms and possible developmental delays.

The Association Between Bilingual Animal Naming and Memory Among Bilingual Mexican American Older Adults.

Background: Monolingual cognitive assessments are standard for bilinguals; the value of bilingual assessment is unknown. Since declines in animal naming accompany memory declines in dementia, we examined the association between bilingual animal naming and memory among bilingual Mexican American (MA) older adults.

Methods: Bilingual MA (n = 155) completed the Harmonized Cognitive Assessment Protocol (HCAP) in a Texas community study.

Cell2Sentence: Teaching Large Language Models the Language of Biology.

We introduce Cell2Sentence (C2S), a novel method to directly adapt large language models to a biological context, specifically single-cell transcriptomics. By transforming gene expression data into "cell sentences," C2S bridges the gap between natural language processing and biology. We demonstrate cell sentences enable the finetuning of language models for diverse tasks in biology, including cell generation, complex celltype annotation, and direct data-driven text generation.