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Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings

Author(s): Guo J; Fan W; Amayri M; Bouguila N;

This article proposes a novel deep clustering model based on the variational autoencoder (VAE), named GamMM-VAE, which can learn latent representations of training data for clustering in an unsupervised manner. Most existing VAE-based deep clustering methods use the Gaussian mixture model (GMM) as a prior on the latent space. We employ a more flexible asy ...

Article GUID: 39662201


Study on the mechanism of regulating micromolar Fe utilization and promoting denitrification by guanosine monophosphate (GMP) based multi-signal functional material Hematin@Fe/GMP

Author(s): Hao Y; Guo T; Li H; Liu W; Chen Z; Wang X; Guo J;

A novel multi-signal functional material consisting of Hematin, Fe, and guanosine monophosphate (GMP) was successfully constructed (Hematin@Fe/GMP) to enhance denitrification efficiency based on the signal network regulation of electron transfer, micromolar Fe utilization, and microbial community. Hematin@Fe/GMP enhanced nitrate reduction rate by 2.33-fol ...

Article GUID: 39657473


Validation and Reliability of the Dyslexia Adult Checklist in Screening for Dyslexia

Author(s): Stark Z; Elalouf K; Soldano V; Franzen L; Johnson AP;

Dyslexia is a language-based neurobiological and developmental learning disability marked by inaccurate and disfluent word recognition, poor decoding, and difficulty spelling. Individuals can be diagnosed with and experience symptoms of dyslexia throughout their lifespan. Screening tools such as the Dyslexia Adult Checklist allow individuals to self-evalu ...

Article GUID: 39660384


Low Back Pain During and After Spaceflight: A Systematic Review with Meta-Analysis

Author(s): Ceniza-Bordallo G; Zimmermann E; Vigouroux M; Niburski K; Fortin M; Ouellet J; Cata JP; Ingelmo PM;

Space flights can produce physiological changes in the spine, leading to the development of acute and chronic pain in passengers. However, there is a lack of comprehensive literature exploring physiological spine changes and acute and chronic pain in space passengers (astronauts and animals). The ...

Article GUID: 39660277


Sustainable and energy-saving hydrogen production via binder-free and in situ electrodeposited Ni-Mn-S nanowires on Ni-Cu 3-D substrates

Author(s): Barati Darband G; Iravani D; Zhang M; Maleki M; Huang S; Khoshfetrat SM; Andaveh R; Li J;

Electrochemical water splitting, with its oxygen evolution reaction (OER) and hydrogen evolution reaction (HER), is undoubtedly the most eco-friendly and sustainable method to produce hydrogen. However, water splitting still requires improvement due to the high energy consumption caused by the slow kinetics and large thermodynamic potential requirements o ...

Article GUID: 39655509


Developmental heterogeneity of school burnout across the transition from upper secondary school to higher education: A 9-year follow-up study

Author(s): Nadon L; Morin AJS; Gilbert W; Olivier E; Salmela-Aro K;

This study utilized piecewise linear growth mixture analysis to examine the developmental heterogeneity of school burnout among a sample of 513 (67.6% females) Finnish students as they transitioned from upper secondary school to higher education (ages 17-25 years). Encompassing five measurement points (two before the transition and three after), our resul ...

Article GUID: 39645324


Infants' Knowledge of Individual Words: Investigating Links Between Parent Report and Looking Time

Author(s): López Pérez M; Moore C; Sander-Montant A; Byers-Heinlein K;

Assessing early vocabulary development commonly involves parent report methods and behavioral tasks like looking-while-listening. While both yield reliable aggregate scores, findings are mixed regarding their reliability in measuring infants' knowledge of individual words. Using archival data from 126 monolingual and bilingual 14-31-month-olds, we fur ...

Article GUID: 39639457


Resilience, Stress, and Mental Health Among University Students: A Test of the Resilience Portfolio Model

Author(s): Fang S; Barker E; Arasaratnam G; Lane V; Rabinovich D; Panaccio A; O' Connor RM; Nguyen CT; Doucerain MM;

In recent years, post-secondary students' mental health has become an important public health concern. However, studies examining protective factors of mental health among students and during challenging times are limited. Guided by the strength-based Resilience Portfolio Model and following ...

Article GUID: 39641152


Impact of a national dementia research consortium: The Canadian Consortium on Neurodegeneration in Aging (CCNA)

Author(s): Chertkow H; Phillips N; Rockwood K; Anderson N; Andrew MK; Bartha R; Beaudoin C; Bélanger N; Bellec P; Belleville S; Bergman H; Best S; Bethell J; Bherer L; Black S; Borrie M; Camicioli R; Carrier J; Cashman N; Chan S; Crowshoe L; Cuello ...

The Canadian Consortium on Neurodegeneration in Aging (CCNA) was created by the Canadian federal government through its health research funding agency, the Canadian Institutes for Health Research (CIHR), in 2014, as a response to the G7 initiative to fight dementia. Two five-year funding cycles ( ...

Article GUID: 39636028


Speech-in-noise, psychosocial, and heart rate variability outcomes of group singing or audiobook club interventions for older adults with unaddressed hearing loss: A SingWell Project multisite, randomized controlled trial, registered report protocol

Author(s): Lo CY; Zendel BR; Baskent D; Boyle C; Coffey E; Gagne N; Habibi A; Harding E; Keijzer M; Kreutz G; Maat B; Schurig E; Sharma M; Dang C; Gilmore S; Henshaw H; McKay CM; Good A; Russo FA;

Background: Unaddressed age-related hearing loss is highly prevalent among older adults, typified by negative consequences for speech-in-noise perception and psychosocial wellbeing. There is promising evidence that group singing may enhance speech-in-noise perception and psychosocial wellbeing. H ...

Article GUID: 39630812


Neuroscience: Setting the neurobiological occasions for hierarchical learning and inference

Author(s): Ratemi M; Gardner MPH;

Hierarchical associations help animals navigate the environment by using contextual and latent states to guide learning and behavior. Chemogenetic inactivation in an occasion setting task reveals that orbitofrontal cortex is essential for implementing a hierarchical task structure, yet both orbitofrontal cortex and dorsal hippocampus are required for new ...

Article GUID: 39626624


Further analyses of appraisals of losing control and other OCD-related cognitions: A quasi-experimental investigation

Author(s): Sandstrom A; Radomsky AS;

Background and objectives: Cognitive models of OCD posit that dysfunctional beliefs contribute to the maintenance of symptoms. In addition to well-established belief domains, beliefs about losing control has been identified as a novel cognitive domain which may influence OCD phenomena, including other dysfunctional beliefs. However, the exact nature of th ...

Article GUID: 39626976


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