Utility of word embeddings from large language models in medical diagnosis.

Objective: This study evaluates the utility of word embeddings, generated by large language models (LLMs), for medical diagnosis by comparing the semantic proximity of symptoms to their eponymic disease embedding ("eponymic condition") and the mean of all symptom embeddings associated with a disease ("ensemble mean").

Materials And Methods: Symptom data for 5 diagnostically challenging pediatric diseases-CHARGE syndrome, Cowden disease, POEMS syndrome, Rheumatic fever, and Tuberous sclerosis-were collected from PubMed. Using the Ada-002 embedding model, disease names and symptoms were translated into vector representations in a high-dimensional space.

Toxicity of 2,2',4,4'-tetrabromodiphenyl ether (BDE-47) on oligodendrocytes during embryonic zebrafish development.

Polybrominated diphenyl ethers (PBDEs) are flame retardants heavily utilized across plastic, textile and electronic industries. Although these PBDEs are effective in protecting property and human life from fire, their high production volumes have led PBDEs to become pervasive environmental contaminants and pose an ecological and health risk as high levels have been noted in environmental media including water and sediment, wildlife and human tissue. Here we investigate the developmental neurotoxicity of 2,2',4,4'-tetrabromodiphenyl ether (BDE-47), one of the more dominant PBDE congeners found in human tissue, on oligodendrocytes in the hindbrain and spinal cord.

The First International Symposium of the World Wild Rice Wiring: Conservation and Utilization of Global Wild Rice Germplasm Resources through International Cooperation.

As drastic climatic changes significantly impact global agriculture, the importance of conserving and utilizing wild germplasm has gained prominance. In this context, the conservation and sustainable utilization of wild rice germplasm resources have become a high priority. Although efforts to conserve and sustainably utilize wild rice germplasm are underway globally, they are fragmented and require international cooperation to advance climate-resilient rice breeding and ensure future food securiety.

Factors Associated with Transgender-Based Discrimination Among and Transgender Women in Rio de Janeiro, Brazil.

Purpose: Transgender-based discrimination is associated with poor mental health, unemployment, and poverty. and transgender women (trans women) frequently experience transgender-based discrimination, but associated factors are understudied. Our objective was to identify the factors associated with transgender-based discrimination among trans women from Brazil.

Association of Menopause With Functional Outcomes and Disease Biomarkers in Women With Multiple Sclerosis.

Background And Objective: The impact of menopause on the brain is not well understood. Hormonal changes, including puberty and pregnancy, influence the onset and course of multiple sclerosis (MS). After menopause, a worsening of MS disease trajectory measured on the clinician-rated Expanded Disability Status Scale (EDSS) was reported in some, but not all, studies.