keyword
https://read.qxmd.com/read/38646515/optimizing-energy-efficiency-of-a-twin-screw-granulation-process-in-real-time-using-a-long-short-term-memory-lstm-network
#1
JOURNAL ARTICLE
Chaitanya Sampat, Rohit Ramachandran
Traditional pharmaceutical manufacturing processes for solid oral dosage forms can be inefficient and have been known to produce a large amount of undesired product. With the progressing trend of achieving carbon neutrality, there is an impetus to increase the energy efficiency of these manufacturing processes while maintaining the critical quality attributes of the product. One of the important steps in downstream pharmaceutical manufacturing is wet granulation, and within that, twin screw granulation (TSG) is a popular continuous manufacturing technique...
April 17, 2024: ACS Eng Au
https://read.qxmd.com/read/38646181/machine-learning-interatomic-potential-bridge-the-gap-between-small-scale-models-and-realistic-device-scale-simulations
#2
REVIEW
Guanjie Wang, Changrui Wang, Xuanguang Zhang, Zefeng Li, Jian Zhou, Zhimei Sun
Machine learning interatomic potential (MLIP) overcomes the challenges of high computational costs in density-functional theory and the relatively low accuracy in classical large-scale molecular dynamics, facilitating more efficient and precise simulations in materials research and design. In this review, the current state of the four essential stages of MLIP is discussed, including data generation methods, material structure descriptors, six unique machine learning algorithms, and available software. Furthermore, the applications of MLIP in various fields are investigated, notably in phase-change memory materials, structure searching, material properties predicting, and the pre-trained universal models...
May 17, 2024: IScience
https://read.qxmd.com/read/38645887/cognitive-rehabilitation-in-bipolar-spectrum-disorder-a-systematic-review
#3
REVIEW
Mahdiye Sarrafe Razavi, Mazyar Fathi, Elham Vahednia, Amir Rezaei Ardani, Sara Honari, Farzad Akbarzadeh, Ali Talaei
BACKGROUND AND OBJECTIVES: Neurocognitive deficits in bipolar disorder (BD) have a negative impact on the quality of life, even during the euthymic phase. And many studies conducted to improve cognitive deficits in bipolar disorder. This systematic review aims to summarize studies on cognitive rehabilitation (CR) conducted in bipolar patients and evaluate its impact on neurocognitive deficits. The primary objective is to explore how CR interventions can enhance cognitive functioning, treatment outcomes, and overall quality of life in this population...
June 2024: IBRO neuroscience reports
https://read.qxmd.com/read/38645787/exercise-training-influence-on-cognitive-capacity-and-mental-health-within-chronic-obstructive-pulmonary-disease-a-pilot-study
#4
JOURNAL ARTICLE
Cheng-Siao Hong, Yu-Chih Shen, En-Ting Chang, Hui-Chuan Hou, Yi-Jen Chen
OBJECTIVE: Although pulmonary rehabilitation and regular exercise have improved negative emotions and cognitive capacity within cases of chronic obstructive pulmonary disease (COPD), influence by exercise training upon different cognitive and memory functions in COPD is still controversial. This investigation aimed to assess whether cognitive performance and mental health are affected by the benefits of exercise training within cases of COPD. MATERIALS AND METHODS: This pilot investigation included thirty-three patients with Global Initiative for Chronic Obstructive Lung Disease stage ≥B...
2024: Tzu chi medical journal
https://read.qxmd.com/read/38644855/ai-based-tool-for-early-detection-of-alzheimer-s-disease
#5
JOURNAL ARTICLE
Shafiq Ul Rehman, Noha Tarek, Caroline Magdy, Mohammed Kamel, Mohammed Abdelhalim, Alaa Melek, Lamees N Mahmoud, Ibrahim Sadek
In the context of Alzheimer's disease (AD), timely identification is paramount for effective management, acknowledging its chronic and irreversible nature, where medications can only impede its progression. Our study introduces a holistic solution, leveraging the hippocampus and the VGG16 model with transfer learning for early AD detection. The hippocampus, a pivotal early affected region linked to memory, plays a central role in classifying patients into three categories: cognitively normal (CN), representing individuals without cognitive impairment; mild cognitive impairment (MCI), indicative of a subtle decline in cognitive abilities; and AD, denoting Alzheimer's disease...
April 30, 2024: Heliyon
https://read.qxmd.com/read/38644823/ooa-modified-bi-lstm-network-an-effective-intrusion-detection-framework-for-iot-systems
#6
JOURNAL ARTICLE
Siva Surya Narayana Chintapalli, Satya Prakash Singh, Jaroslav Frnda, Parameshachari Bidare Divakarachari, Vijaya Lakshmi Sarraju, Przemysław Falkowski-Gilski
Currently, the Internet of Things (IoT) generates a huge amount of traffic data in communication and information technology. The diversification and integration of IoT applications and terminals make IoT vulnerable to intrusion attacks. Therefore, it is necessary to develop an efficient Intrusion Detection System (IDS) that guarantees the reliability, integrity, and security of IoT systems. The detection of intrusion is considered a challenging task because of inappropriate features existing in the input data and the slow training process...
April 30, 2024: Heliyon
https://read.qxmd.com/read/38643299/evidence-and-sources-of-placebo-effects-in-transcranial-direct-current-stimulation-during-a-single-session-of-visuospatial-working-memory-practice
#7
JOURNAL ARTICLE
Andrew Hooyman, Nicole K Haikalis, Peiyuan Wang, Heidi M Schambra, Keith R Lohse, Sydney Y Schaefer
Transcranial direct current stimulation (tDCS) can be used to non-invasively augment cognitive training. However, the benefits of tDCS may be due in part to placebo effects, which have not been well-characterized. The purpose of this study was to determine whether tDCS can have a measurable placebo effect on cognitive training and to identify potential sources of this effect. Eighty-three right-handed adults were randomly assigned to one of three groups: control (no exposure to tDCS), sham tDCS, or active tDCS...
April 20, 2024: Scientific Reports
https://read.qxmd.com/read/38642645/harnessing-artificial-intelligence-driven-approach-for-enhanced-indole-3-acetic-acid-from-the-newly-isolated-streptomyces-rutgersensis-aw08
#8
JOURNAL ARTICLE
Wiem Alloun, Mohammed Berkani, Amin Shavandi, Adlène Beddiar, Marika Pellegrini, Matteo Garzia, Delloula Lakhdari, Sharanabasava V Ganachari, Tejraj M Aminabhavi, Yasser Vasseghian, Uday Muddapur, Noreddine Kacem Chaouche
Indole-3-acetic acid (IAA) derived from Actinobacteria fermentations on agro-wastes constitutes a safer and low-cost alternative to synthetic IAA. This study aims to select a high IAA-producing Streptomyces-like strain isolated from Lake Oubeira sediments (El Kala, Algeria) for further investigations (i.e., 16S rRNA gene barcoding and process optimization). Subsequently, artificial intelligence-based approaches were employed to maximize IAA bioproduction on spent coffee grounds as high-value-added feedstock...
April 18, 2024: Environmental Research
https://read.qxmd.com/read/38642588/impact-of-short-term-computerized-cognitive-training-on-cognition-in-older-adults-with-and-without-genetic-risk-of-alzheimer-s-disease-outcomes-from-the-start-randomized-controlled-trial
#9
JOURNAL ARTICLE
Anne Corbett, Gareth Williams, Byron Creese, Adam Hampshire, Abbie Palmer, Helen Brooker, Clive Ballard
OBJECTIVES: To establish the impact of a 3-minute computerized cognitive training program (START) on cognition in older adults with and without genetic risk of Alzheimer's disease. DESIGN: Two-arm randomized controlled trial of the START program. SETTING AND PARTICIPANTS: Remote online trial in adults older than 50 taking part from home. METHODS: The trial compared the START program with placebo in 6544 people older than 50...
April 17, 2024: Journal of the American Medical Directors Association
https://read.qxmd.com/read/38642548/spaced-training-activates-miro-milton-dependent-mitochondrial-dynamics-in-neuronal-axons-to-sustain-long-term-memory
#10
JOURNAL ARTICLE
Alice Pavlowsky, Typhaine Comyn, Julia Minatchy, David Geny, Philippe Bun, Lydia Danglot, Thomas Preat, Pierre-Yves Plaçais
Neurons have differential and fluctuating energy needs across distinct cellular compartments, shaped by brain electrochemical activity associated with cognition. In vitro studies show that mitochondria transport from soma to axons is key to maintaining neuronal energy homeostasis. Nevertheless, whether the spatial distribution of neuronal mitochondria is dynamically adjusted in vivo in an experience-dependent manner remains unknown. In Drosophila, associative long-term memory (LTM) formation is initiated by an early and persistent upregulation of mitochondrial pyruvate flux in the axonal compartment of neurons in the mushroom body (MB)...
April 17, 2024: Current Biology: CB
https://read.qxmd.com/read/38642088/educational-endoscopic-videos-improve-teaching-of-middle-ear-anatomy
#11
JOURNAL ARTICLE
Valentino Caputo, Françoise Denoyelle, François Simon
PURPOSE: Videos and images are becoming an educational tool in every domain. The objective was to assess the contribution of short educational endoscopic videos in learning the complex anatomy of the tympanic cavity. METHODS: We conducted a prospective study amongst all the otolaryngology residents in 2021 in the greater Paris area (n = 74), from the first year to fifth year. We divided the residents into two groups who had the same 30-min anatomy class based on anatomical drawings...
April 20, 2024: European Archives of Oto-rhino-laryngology
https://read.qxmd.com/read/38642073/early-identification-of-patients-at-risk-for-iron-deficiency-anemia-using-deep-learning-techniques
#12
JOURNAL ARTICLE
Nelly Estefanie Garduno-Rapp, Yee Seng Ng, Jenny L Weon, Sameh N Saleh, Christoph U Lehmann, Chenlu Tian, Andrew Quinn
OBJECTIVES: Iron-deficiency anemia (IDA) is a common health problem worldwide, and up to 10% of adult patients with incidental IDA may have gastrointestinal cancer. A diagnosis of IDA can be established through a combination of laboratory tests, but it is often underrecognized until a patient becomes symptomatic. Based on advances in machine learning, we hypothesized that we could reduce the time to diagnosis by developing an IDA prediction model. Our goal was to develop 3 neural networks by using retrospective longitudinal outpatient laboratory data to predict the risk of IDA 3 to 6 months before traditional diagnosis...
April 20, 2024: American Journal of Clinical Pathology
https://read.qxmd.com/read/38641405/stereotypical-hippocampal-clustering-predicts-navigational-success-in-virtualized-real-world-environments
#13
JOURNAL ARTICLE
Jason D Ozubko, Madelyn Campbell, Abigail Verhayden, Brooke Demetri, Molly Brady, John Thorp, Iva Brunec
Structural differences along the hippocampal long-axis have long been believed to underlie meaningful functional differences. Recent findings show that data-driven parcellations of the hippocampus sub-divide the hippocampus into a 10-cluster map with anterior-medial, anterior-lateral, and posteroanterior-lateral, middle, and posterior components. We tested whether task and experience could modulate this clustering using a spatial learning experiment where male and female participants were trained to virtually navigate a novel neighborhood in a Google Street View-like environment...
April 19, 2024: Journal of Neuroscience
https://read.qxmd.com/read/38640073/expressing-the-complexities-of-the-student-cadaver-relationship-through-visual-artwork
#14
JOURNAL ARTICLE
Rayne Loder, Beth Buyea, Michael Otte, Krista Johansen, Rebecca Lufler
Many physician assistant (PA) students first encounter death in the earliest days of their training when working with cadavers in the gross anatomy laboratory. Developing a deep knowledge of human anatomy is fundamental to health profession training programs and modern medical practice. Despite decreased laboratory hours and integration of technology and diagnostic imaging into modern anatomy courses, there remains value in the cadaver dissection experience. Medical learners experience diverse and complex feelings toward cadavers; learning to regulate one's personal responses within the anatomy laboratory is a skill that can be extrapolated to clinical practice...
April 19, 2024: Journal of Physician Assistant Education
https://read.qxmd.com/read/38640063/macrophage-memories-of-early-life-injury-drive-neonatal-nociceptive-priming
#15
JOURNAL ARTICLE
Adam J Dourson, Adewale O Fadaka, Anna M Warshak, Aditi Paranjpe, Benjamin Weinhaus, Luis F Queme, Megan C Hofmann, Heather M Evans, Omer A Donmez, Carmy Forney, Matthew T Weirauch, Leah C Kottyan, Daniel Lucas, George S Deepe, Michael P Jankowski
The developing peripheral nervous and immune systems are functionally distinct from those of adults. These systems are vulnerable to early-life injury, which influences outcomes related to nociception following subsequent injury later in life (i.e., "neonatal nociceptive priming"). The underpinnings of this phenomenon are unclear, although previous work indicates that macrophages are trained by inflammation and injury. Our findings show that macrophages are both necessary and partially sufficient to drive neonatal nociceptive priming, possibly due to a long-lasting remodeling in chromatin structure...
April 18, 2024: Cell Reports
https://read.qxmd.com/read/38639879/emergency-preparedness-drills-for-active-and-mass-shootings-in-schools
#16
JOURNAL ARTICLE
Jaclyn Schildkraut, Emily A Greene-Colozzi, Amanda B Nickerson
PURPOSE OF REVIEW: There is widespread use of emergency preparedness drills in public K-12 schools across the US, but considerable variability exists in the types of protocols used and how these practices are conducted. This review examines research into both "lockdown drills" and "active shooter drills" as it relates to their impact on participants across different outcomes and evaluations of their procedural integrity. RECENT FINDINGS: A number of studies on lockdown drills yielded largely consistent findings about their impacts, whereas findings related to the effects of active shooter drills are less uniform...
April 19, 2024: Current Psychiatry Reports
https://read.qxmd.com/read/38638805/machine-learning-algorithms-for-detection-of-visuomotor-neural-control-differences-in-individuals-with-pasc-and-me
#17
JOURNAL ARTICLE
Harit Ahuja, Smriti Badhwar, Heather Edgell, Marin Litoiu, Lauren E Sergio
The COVID-19 pandemic has affected millions worldwide, giving rise to long-term symptoms known as post-acute sequelae of SARS-CoV-2 (PASC) infection, colloquially referred to as long COVID. With an increasing number of people experiencing these symptoms, early intervention is crucial. In this study, we introduce a novel method to detect the likelihood of PASC or Myalgic Encephalomyelitis (ME) using a wearable four-channel headband that collects Electroencephalogram (EEG) data. The raw EEG signals are processed using Continuous Wavelet Transform (CWT) to form a spectrogram-like matrix, which serves as input for various machine learning and deep learning models...
2024: Frontiers in Human Neuroscience
https://read.qxmd.com/read/38638697/information-based-rhythmic-transcranial-magnetic-stimulation-to-accelerate-learning-during-auditory-working-memory-training-a-proof-of-concept-study
#18
JOURNAL ARTICLE
Heather T Whittaker, Lina Khayyat, Jessica Fortier-Lavallée, Megan Laverdière, Carole Bélanger, Robert J Zatorre, Philippe Albouy
INTRODUCTION: Rhythmic transcranial magnetic stimulation (rhTMS) has been shown to enhance auditory working memory manipulation, specifically by boosting theta oscillatory power in the dorsal auditory pathway during task performance. It remains unclear whether these enhancements (i) persist beyond the period of stimulation, (ii) if they can accelerate learning and (iii) if they would accumulate over several days of stimulation. In the present study, we investigated the lasting behavioral and electrophysiological effects of applying rhTMS over the left intraparietal sulcus (IPS) throughout the course of seven sessions of cognitive training on an auditory working memory task...
2024: Frontiers in Neuroscience
https://read.qxmd.com/read/38638450/cellsnap-a-fast-accurate-algorithm-for-3d-cell-segmentation-in-quantitative-phase-imaging
#19
JOURNAL ARTICLE
Piyush Raj, Santosh Kumar Paidi, Lauren Conway, Arnab Chatterjee, Ishan Barman
SIGNIFICANCE: Three-dimensional quantitative phase imaging (QPI) has rapidly emerged as a complementary tool to fluorescence imaging, as it provides an objective measure of cell morphology and dynamics, free of variability due to contrast agents. It has opened up new directions of investigation by providing systematic and correlative analysis of various cellular parameters without limitations of photobleaching and phototoxicity. While current QPI systems allow the rapid acquisition of tomographic images, the pipeline to analyze these raw three-dimensional (3D) tomograms is not well-developed...
June 2024: Journal of Biomedical Optics
https://read.qxmd.com/read/38638278/pole-balancing-on-the-fingertip-model-motivated-machine-learning-forecasting-of-falls
#20
JOURNAL ARTICLE
Minakshi Debnath, Joshua Chang, Keshav Bhandari, Dalma J Nagy, Tamas Insperger, John G Milton, Anne H H Ngu
Introduction: There is increasing interest in developing mathematical and computational models to forecast adverse events in physiological systems. Examples include falls, the onset of fatal cardiac arrhythmias, and adverse surgical outcomes. However, the dynamics of physiological systems are known to be exceedingly complex and perhaps even chaotic. Since no model can be perfect, it becomes important to understand how forecasting can be improved, especially when training data is limited. An adverse event that can be readily studied in the laboratory is the occurrence of stick falls when humans attempt to balance a stick on their fingertips...
2024: Frontiers in Physiology
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