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  • Open Access

    ARTICLE

    Bidirectional LSTM-Based Energy Consumption Forecasting: Advancing AI-Driven Cloud Integration for Cognitive City Energy Management

    Sheik Mohideen Shah1, Meganathan Selvamani1, Mahesh Thyluru Ramakrishna2,*, Surbhi Bhatia Khan3,4,5, Shakila Basheer6, Wajdan Al Malwi7, Mohammad Tabrez Quasim8

    CMC-Computers, Materials & Continua, Vol.83, No.2, pp. 2907-2926, 2025, DOI:10.32604/cmc.2025.063809 - 16 April 2025

    Abstract Efficient energy management is a cornerstone of advancing cognitive cities, where AI, IoT, and cloud computing seamlessly integrate to meet escalating global energy demands. Within this context, the ability to forecast electricity consumption with precision is vital, particularly in residential settings where usage patterns are highly variable and complex. This study presents an innovative approach to energy consumption forecasting using a bidirectional Long Short-Term Memory (LSTM) network. Leveraging a dataset containing over two million multivariate, time-series observations collected from a single household over nearly four years, our model addresses the limitations of traditional time-series forecasting… More >

  • Open Access

    REVIEW

    The Effects of Physical Activity on Cognitive Function in People with Mild Cognitive Impairment: A Meta-Analysis

    Jonghwa Lee, Youngho Kim, Dojin An*

    International Journal of Mental Health Promotion, Vol.27, No.3, pp. 257-270, 2025, DOI:10.32604/ijmhp.2025.061234 - 31 March 2025

    Abstract Objectives: The current study aimed to perform a meta-analysis to comprehensively investigate effect of physical activity on cognitive function in people with Mild Cognitive Impairment. The findings of this study can offer an important basis for identifying the significance of physical activity as an important factor in designing and implementing strategies to enhance cognitive function in mild cognitive impairment. Methods: 21 articles were selected through academic databases (EBSCOhost, PubMed, ScienceDirect, Web of Science), and 20 Montreal Cognitive Assessment (MoCA) data and 15 Mini-Mental State Examination (MMSE) data were obtained. The study was conducted using the… More >

  • Open Access

    ARTICLE

    The Relationship between Depression and Negative Cognitive Bias in Late Pregnancy Women and Its Influencing Factors

    Yuchen Ye1,3, Dadi Wu2, Jiahu Hao1,2,*

    International Journal of Mental Health Promotion, Vol.26, No.12, pp. 1009-1016, 2024, DOI:10.32604/ijmhp.2024.056235 - 31 December 2024

    Abstract Objective: In recent years, psychological problems in pregnant women have become an important public health problem. Depression is a common psychological problem during pregnancy. At present, most studies focus on prenatal depression in pregnant women, and there is a lack of relevant studies on prenatal negative cognition and its relationship with depression. This study aims to examine the relationship between depression and negative cognitive bias in women in late pregnancy and identify the influencing factors. Methods: A total of 829 women in late pregnancy were recruited from a tertiary hospital between April 2023 and October… More >

  • Open Access

    ARTICLE

    Protecting Protectors: Smartphone-Based Cognitive Behavioral Therapy for Mental Health in the Chinese Police

    Huiting Zou1,2, Zheng Zhang3,*, Peng Chen4

    International Journal of Mental Health Promotion, Vol.26, No.11, pp. 925-934, 2024, DOI:10.32604/ijmhp.2024.056444 - 28 November 2024

    Abstract Background: The mental health challenges faced by police officers due to high-stress work environments necessitate effective interventions. Cognitive-behavioral therapy (CBT) has shown promise in addressing mental health issues, and this study aims to evaluate the efficacy of smartphone-based cognitive-behavioral therapy (SCBT) in improving mental health outcomes among police officers. This intervention could provide a reference for enhancing mental health literacy and resilience in this population. Methods: A randomized controlled trial (RCT) design was employed, involving 291 police officers who were randomly assigned to either the SCBT intervention group (n = 145) or the control group… More >

  • Open Access

    ARTICLE

    The Impact of Supervisory Career Support on Employees’ Well-Being: A Dual Path Model of Opportunity and Ability

    Lijun He1, Weibo Yang2,*, Jialing Miao2, Jingru Chen3

    International Journal of Mental Health Promotion, Vol.26, No.11, pp. 943-955, 2024, DOI:10.32604/ijmhp.2024.055730 - 28 November 2024

    Abstract Background: In the pursuit of fostering employees’ well-being, leaders are recognized as playing a vital role. However, so far, most of the existing research has focused on leadership behavior and the superficial interaction between leaders and members but has unexpectedly ignored the specific supporting role of supervisors in the career development of employees, that is, supervisory career support. Additionally, the internal mechanism of how career support from supervisors is related to and promotes employees’ well-being is still unclear. Based on social cognitive career theory (SCCT), this study aimed to explore whether, how, and when supervisory… More >

  • Open Access

    CORRECTION

    Correction: Noise-Filtering Enhanced Deep Cognitive Diagnosis Model for Latent Skill Discovering

    Jing Geng1,*, Huali Yang2, Shengze Hu3

    Intelligent Automation & Soft Computing, Vol.39, No.5, pp. 985-986, 2024, DOI:10.32604/iasc.2024.059591 - 31 October 2024

    Abstract This article has no abstract. More >

  • Open Access

    ARTICLE

    Linking 24-h Movement Behavior Guidelines to Cognitive Difficulties, Internalizing and Externalizing Problems in Preterm Youth

    Zhihui Cheng1, Ailikute Aikeremu1, Yanping Gao1,*, Zhihao Zhang1, Anthony G. Delli Paoli2, Paolo Marcello Cunha3, Alyx Taylor4, Fabian Herold5, Liye Zou1

    International Journal of Mental Health Promotion, Vol.26, No.8, pp. 651-662, 2024, DOI:10.32604/ijmhp.2024.055351 - 30 August 2024

    Abstract Background: Given the heightened risk of developmental challenges associated with preterm birth, it is crucial to explore interventions that may ameliorate potential adverse outcomes. This study aimed to examine whether meeting the 24-h movement behavior (24-HMB) guidelines, which include recommendations on physical activity (PA), screen time (ST), and sleep (SL), is related to indicators of cognitive difficulties, internalizing problems (e.g., depression and anxiety), and externalizing problems (e.g., difficulties in making friends and arguing) in a sample of preterm youth (children and adolescents born preterm). Method: In this cross-sectional study, data from 3410 preterm youth (aged… More >

  • Open Access

    ARTICLE

    The Relationship between Overparenting and Adolescent Anxiety: The Mediating Role of Cognitive Avoidance

    Dawei Wang1,#, Ranran Wang2,#, Peng Yu1,2,*, Xiangyin Meng2, Yixin Hu1,*

    International Journal of Mental Health Promotion, Vol.26, No.8, pp. 643-650, 2024, DOI:10.32604/ijmhp.2024.052885 - 30 August 2024

    Abstract Background: Adolescent anxiety has a significant impact on physical and mental health, and overparenting is recognized as one of the major factors affecting adolescent anxiety. The objective of this study was to investigate the relationship between overparenting and adolescent anxiety, while also examining the mediating role of cognitive avoidance. Methods: Data were collected through a cross-sectional survey with 1931 valid responses using the Overparenting Scale, the Cognitive Avoidance Scale, and the Anxiety Self-Rating Scale. A structural equation modelling approach was used to test the mediating role of cognitive avoidance between overparenting and adolescent anxiety and… More >

  • Open Access

    ARTICLE

    Enhancing Mild Cognitive Impairment Detection through Efficient Magnetic Resonance Image Analysis

    Atif Mehmood1,2, Zhonglong Zheng1,*, Rizwan Khan1, Ahmad Al Smadi3, Farah Shahid1,2, Shahid Iqbal4, Mutasem K. Alsmadi5, Yazeed Yasin Ghadi6, Syed Aziz Shah8, Mostafa M. Ibrahim7

    CMC-Computers, Materials & Continua, Vol.80, No.2, pp. 2081-2098, 2024, DOI:10.32604/cmc.2024.046869 - 15 August 2024

    Abstract Neuroimaging has emerged over the last few decades as a crucial tool in diagnosing Alzheimer’s disease (AD). Mild cognitive impairment (MCI) is a condition that falls between the spectrum of normal cognitive function and AD. However, previous studies have mainly used handcrafted features to classify MCI, AD, and normal control (NC) individuals. This paper focuses on using gray matter (GM) scans obtained through magnetic resonance imaging (MRI) for the diagnosis of individuals with MCI, AD, and NC. To improve classification performance, we developed two transfer learning strategies with data augmentation (i.e., shear range, rotation, zoom… More >

  • Open Access

    REVIEW

    The Effectiveness of Psychotherapy on Posttraumatic Stress Disorder in Soldier: A Systematic Review

    Wencen Lan, Bin Wang*, Gai Li, Jianming Liu

    International Journal of Mental Health Promotion, Vol.26, No.7, pp. 499-516, 2024, DOI:10.32604/ijmhp.2024.052309 - 30 July 2024

    Abstract The objective of this systematic review is to examine the effectiveness of psychotherapy in treating Post-Traumatic Stress Disorder (PTSD) in military personnel. PubMed, Web of Science, The Cochrane Library, EBSCO and CNKI databases were searched from 1 January, 2000 to November 2022 for Randomized Controlled Trials (RCTs) on psychotherapeutic interventions for military PTSD. The physical Therapy Evidence Database (PEDro) scale was used to evaluate the quality of the literature. Two researchers conducted literature screening, data extraction, and risk bias assessment in accordance with inclusion and exclusion criteria. Ultimately, 49 RCTs were included, involving a total… More >

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