Smartphone game data could facilitate earlier diagnosis of autismspectrumdisorder and improve treatment
Audio Data”). During a game session, parents and children choose either a charades game or a simple quiz game . Children are directed to follow the rules of gameplay, while parents serve as game mediators. Throughout the session, parents record their children by placing their smartphones on their foreheads with the front-facing camera oriented toward the child.
crowdsources the recording of videos of NT children and children with ASD from consenting participants. Audio of children's speech is manually spliced from the videos and 3 models are trained on this audio data. The first is a random forest classifier, which uses an ensemble of independently trained decision trees. The second is a CNN. The third is a fine-tuned wav2vec 2.0 model.
Table 1. Distribution of 850 audio clips across 5 folds. Each of the 3 models was trained on the same distribution of clips with 5-fold cross-validation.
Belgique Dernières Nouvelles, Belgique Actualités
Similar News:Vous pouvez également lire des articles d'actualité similaires à celui-ci que nous avons collectés auprès d'autres sources d'information.
Why the capture of a Russian T-90M tank mattersThe top-of-the-range model is loaded with the latest tech, which Western armies can learn from
Lire la suite »
Machine learning approach finds nonlinear patterns of neurodegenerative disease progression - Nature Computational ScienceWe developed a machine learning method that consistently and accurately identified dominant patterns of disease progression in amyotrophic later sclerosis (ALS), Alzheimer’s disease and Parkinson’s disease. Of note, the model was able to identify nonlinear progression trajectories in ALS, a finding that has clinical implications for patient stratification and clinical trial design.
Lire la suite »
Glow Walk returns to Belfast to raise vital funds for NI's Autism servicesIt will support Autism NI’s Helpline service which supports over 6,600 individuals every year AutismNIPAPA
Lire la suite »
Splatoon 3 players are upset about a glitch that lets players shoot through floors | VGCSplatoon 3 players are upset about a glitch that lets players shoot through floors with the Sloshing Weapon.
Lire la suite »