Unraveling the associations between voice pitch and major depressive disorder: a multisite genetic study.

Major depressive disorder (MDD) often goes undiagnosed due to the absence of clear biomarkers. We sought to identify voice biomarkers for MDD and separate biomarkers indicative of MDD predisposition from biomarkers reflecting current depressive symptoms. Using a two-stage meta-analytic design to remove confounds, we tested the association between features representing vocal pitch and MDD in a multisite case-control cohort study of Chinese women with recurrent depression.

Rare case of dysphagia lusoria due to an anomalous vertebral artery originating from the aortic arch.

Dysphagia lusoria is a rare condition characterized by swallowing difficulties due to vascular compression of the esophagus. While most commonly caused by an aberrant right subclavian artery (ARSA), other vascular anomalies can also lead to this condition. We present a unique case of dysphagia lusoria in a 20-year-old Ethiopian male, caused by a vertebral artery originating anomalously from the aortic arch.

CSQUiD: an index and non-probability framework for constrained skyline query processing over uncertain data.

Uncertainty of data, the degree to which data are inaccurate, imprecise, untrusted, and undetermined, is inherent in many contemporary database applications, and numerous research endeavours have been devoted to efficiently answer skyline queries over uncertain data. The literature discussed two different methods that could be used to handle the data uncertainty in which objects having continuous range values. The first method employs a probability-based approach, while the second assumes that the uncertain values are represented by their median values.

The JIBO Kids Corpus: A speech dataset of child-robot interactions in a classroom environment.

This paper describes an original dataset of children's speech, collected through the use of JIBO, a social robot. The dataset encompasses recordings from 110 children, aged 4-7 years old, who participated in a letter and digit identification task and extended oral discourse tasks requiring explanation skills, totaling 21 h of session data. Spanning a 2-year collection period, this dataset contains a longitudinal component with a subset of participants returning for repeat recordings.