What is audio analysis?

Audio analysis is a process of transforming, exploring, and interpreting audio signals recorded by digital devices. Aiming at understanding sound data, it applies a range of technologies, including state-of-the-art deep learning algorithms.

Why are audio analysis and signal processing underrepresented in data scientist training?

Audio analysis and signal processing have benefited greatly from machine learning and deep learning techniques but are underrepresented in data scientist training and vocabulary where fields like NLP and computer vision predominate.

Is there a causal pathway to AUD severity?

We analyzed causal pathways to AUD severity using Causal Discovery Analysis (CDA) with data from the Human Connectome Project (HCP; n = 926 [54% female], 22% AUD [37% female]).

What are AUD symptoms based on the DSM 5?

Table 3 List of AUD symptoms as described in the DSM. DSM-5 re-categorized alcohol abuse and alcohol dependence into a single disorder (AUD) using the criteria of both alcohol abuse and dependence, with one symptom of alcohol abuse removed (legal problems) and one symptom added (craving).