Energy consumption forecasting for oil and coal in China based on hybrid deep learning.

The consumption forecasting of oil and coal can help governments optimize and adjust energy strategies to ensure energy security in China. However, such forecasting is extremely challenging because it is influenced by many complex and uncertain factors. To fill this gap, we propose a hybrid deep learning approach for consumption forecasting of oil and coal in China.

Food Advertisement and Marketing Policies Aimed at Reducing Childhood Obesity: A Review of Existing Regulations in High-Income Countries.

Objectives: To identify and evaluate the difference between voluntary and mandatory food marketing policies and regulations targeting childhood obesity and to study the role of media, the food industry, and private associations in implementing such policies.

Methods: A review of policies and legislation about unhealthy food marketing was conducted by searching and extracting relevant grey literature from the websites of international health agencies, food marketing pledge databases, GINA, and NOURISHING policy databases. Statutory laws and self-regulations of high-income countries were compared with each other and with the WHO recommendations.

Revisiting the role of education in attitudes toward immigration in different contexts in Europe.

Unlabelled: Among the individual determinants of attitudes toward immigration, the liberalising role of education is well known-those with higher levels of education tend to be more in favour of immigration. However, recent socioeconomic changes and idiosyncratic differences between European countries prompt us to reassess the role of education, given these contextual differences. Does it still apply, and is it universal? Moreover, does this relationship apply to both cultural and economic attitudes toward immigration? Using data from the European Social Survey, we analyse the role of education and socioeconomic changes in shaping economic and cultural attitudes toward immigration in 15 European countries over 16 years using a hierarchical model with cross-classified random effects.

Spray drying of reconstituted skim milk fermented with GG: control of glass transition and stickiness.

The effects of glass transition and stickiness on the direct spray drying of reconstituted skim milk (RSM) fermented with GG (LGG) were investigated. The fermented RSM did not spray dry properly due to severe wall depositions; however, it dried well (comparable to the control; RSM with resuspended LGG cells) when skim milk powder (SMP) was added. Adding SMP significantly increased the glass transition and sticky point temperatures of spray-dried powder, ranging from 18.

From diagnosis to therapy: The role of LncRNA GAS5 in combatting some cancers affecting women.

Long non-coding RNAs (lncRNAs) are a collection of non-coding RNA molecules that consist of more than 200 nucleotides. In human malignancies, these lncRNAs exhibit abnormal expression patterns and play a significant role in either suppressing or promoting tumor growth. They achieve this by modulating various functions and mechanisms within cancer cells, including proliferation, invasion, metastasis, apoptosis, and resistance to different therapeutic approaches.

Unveiling Schizophrenia: a study with generalized functional linear mixed model via the investigation of functional random effects.

Previous studies have identified attenuated pre-speech activity and speech sound suppression in individuals with Schizophrenia, with similar patterns observed in basic tasks entailing button-pressing to perceive a tone. However, it remains unclear whether these patterns are uniform across individuals or vary from person to person. Motivated by electroencephalographic (EEG) data from a Schizophrenia study, we develop a generalized functional linear mixed model (GFLMM) for repeated measurements by incorporating subject-specific functional random effects associated with multiple functional predictors.

Gut microbiota changes are associated with abnormal metabolism activity in children and adolescents with obsessive-compulsive disorder.

Obsessive-compulsive disorder (OCD) is a chronic and disabling psychiatric disorder characterized by recurrent intrusive thoughts or repetitive behaviors. We sought to better understand the structure of gut microbiota in first visit registration, treatment-naive children and adolescents with OCD, and the relationship between gut microbiota and fecal metabolites. Thus we studied the gut microbial population using 16 S rRNA sequencing in 49 children (8-17 years of age) with OCD, 42 healthy controls (HCs).

No Association Between Donor Variables and Clinically Significant Outcomes, Reoperations, and Failure After Osteochondral Allograft Transplantation.

Background: Mismatch between osteochondral allograft (OCA) donor and recipient sex has been shown to negatively affect outcomes. This study accounts for additional donor variables and clinically relevant outcomes.

Purpose: To evaluate whether donor sex, age, donor-recipient sex mismatch, and duration of graft storage affect clinical outcomes and failure rates after knee OCA transplantation.

Sentiment analysis of tweets employing convolutional neural network optimized by enhanced gorilla troops optimization algorithm.

Sentiment analysis has become a difficult and important task in the current world. Because of several features of data, including abbreviations, length of tweet, and spelling error, there should be some other non-conventional methods to achieve the accurate results and overcome the current issue. In other words, because of those issues, conventional approaches cannot perform well and accomplish results with high efficiency.

The global implications of a Russian gas pivot to Asia.

Recent years have seen unprecedented shifts in global natural gas trade, precipitated in large part by Russia's war on Ukraine. How this regional conflict impacts the future of natural gas markets is subject to three interconnected factors: (i) Russia's strategy to regain markets for its gas exports; (ii) Europe's push towards increased liquified natural gas (LNG) and the pace of its low carbon transition; and (iii) China's gas demand and how it balances its climate and energy security objectives. A scenario modelling approach is applied to explore the potential implications of this geopolitical crisis.

Adding to the Woes: Heterogeneous Effects of Air Pollution on Pandemic Patients.

While the direct health impacts of air pollution are widely discussed, its indirect effects, particularly during pandemics, are less explored. Utilizing detailed individual-level data from all designated hospitals in Wuhan during the initial COVID-19 outbreak, we examine the impact of air pollution exposure on treatment costs and health outcomes for COVID-19 patients. Our findings reveal that patients exposed more intensively to air pollution, identified by their residence in downwind areas of high-polluting enterprises, not only had worsened health outcomes but also consumed more medical resources.

Correlations Between Spirituality, Anxiety, and Depression in Hemodialysis Patients in Saudi Arabia: A Cross-Sectional Study.

Spirituality is widely recognized as a potential moderator of the adverse effects of hemodialysis on mental health. Understanding its impact on mental health in Saudi Arabia and the Arab world, however, remains a significant research gap. Hence, this study aims to explore the correlations between spirituality, anxiety, and depression among Saudi Arabian patients undergoing hemodialysis.

Land Use Change Consistently Reduces α- But Not β- and γ-Diversity of Bees.

Land use change threatens global biodiversity and compromises ecosystem functions, including pollination and food production. Reduced taxonomic α-diversity is often reported under land use change, yet the impacts could be different at larger spatial scales (i.e.

How do multi-faceted environmental policies enhance the production efficiency of enterprises?-Mechanisms discovery based on machine learning algorithms.

Carbon neutrality has gained considerable attention globally, and the impact of environmental policy on businesses has been extensively studied. However, the mechanism through which environmental policy affects production efficiency within the enterprise remains unclear. The objectives of this paper are: 1.

Can rural elderly groups be supported by increasing the pension contribution rate?

As a typical East Asian country transitioning from a production-based social insurance system to a modern free social insurance system, South Korea has set a precedent for other Asian countries. This study adopts data from 2006, 2010, and 2012 Korean Longitudinal Study of Aging (KLoSA) and uses a fixed effect analysis of the quasi-natural experiment to conclude that the increase in the Korean pension contribution rate has a limited negative impact on social security participation. The degree of filial piety of children, including the financial support of those children, rather than the number of children, affects the participation of the elderly in social security insurance.

The impact of common and rare genetic variants on bradyarrhythmia development.

To broaden our understanding of bradyarrhythmias and conduction disease, we performed common variant genome-wide association analyses in up to 1.3 million individuals and rare variant burden testing in 460,000 individuals for sinus node dysfunction (SND), distal conduction disease (DCD) and pacemaker (PM) implantation. We identified 13, 31 and 21 common variant loci for SND, DCD and PM, respectively.

The anticancer activity of fucoidan coated selenium nanoparticles and curcumin nanoparticles against colorectal cancer lines.

Cancers still globally endanger millions of people yearly; the incidences/mortalities of colorectal cancers are particularly increasing. The natural nanoparticles (NPs) and marine biopolymers were anticipated to provide effectual safe significances for managing cancers. The transformation of curcumin to nano-curcumin (NCur) was conducted with gum Arabic.

Assessing the Current State of USA-Based Disaster Medicine Fellowships.

Objectives: This study aimed to understand the current landscape of USA-based disaster medicine (DM) programs through the lens of alumni and program directors (PDs). The data obtained from this study will provide valuable information to future learners as they ponder careers in disaster medicine and allow PDs to refine curricular offerings.

Methods: Two separate surveys were sent to USA-based DM program directors and alumni.

Conference 2024: Building an innovative scientific research ecosystem for microbiome and One Health.

The Conference 2024 provides a platform to promote the development of an innovative scientific research ecosystem for microbiome and One Health. The four key components - Technology, Research (Biology), Academic journals, and Social media - form a synergistic ecosystem. Advanced technologies drive biological research, which generates novel insights that are disseminated through academic journals.

The snow must go on: how German cross-country skiers maintained training and performance in the face of COVID-19 lockdowns.

Background: The Covid-19 pandemic in 2020 led to disruption of sporting events, with athletes obliged to comply with national lockdown restrictions.

Purpose: To investigate the effect of the Covid-19 pandemic restrictions on national-team XC skiers' annual and weekly training distribution from training diaries, results from submaximal and maximal physiological roller ski tests, and competition results from the International Ski and Snowboard Federation (FIS) world cup.

Methods: Annual and weekly training type (specific, non-specific, strength, other) and intensity distribution (TID) data were collected for 12 German XC-skiers (Tier 4/5; BM: 67 ± 7 kg; age 26 ± 3 years; 6♀: V̇O 61.

Analysis of recent changes in treatment options for patients with hepatocellular carcinoma using data from a highly comprehensive Japanese national database: Impact of advances in systemic therapy and minimally invasive surgery.

In 2011, the Ministry of Health, Labour and Welfare started providing data from the National Database of Health Insurance Claims and Specific Health Checkups of Japan (NDB) for research purposes. The NDB is an exhaustive and valuable database for health policymaking and research. It provides an accurate and most recent visualization of the burden of hepatocellular carcinoma (HCC) in Japan.

Evaluation of the Development, Implementation, Maintenance, and Impact of 3 Digital Surveillance Tools Deployed in Malawi During the COVID-19 Pandemic: Protocol for a Modified Delphi Expert Consensus Study.

Background: The COVID-19 pandemic has highlighted the importance of strengthening national monitoring systems to safeguard a globally connected society, especially those in low- and middle-income countries. Africa's rapid adoption of digital technological interventions created a new frontier of digital advancement during crises or pandemics. The use of digital tools for disease surveillance can assist with rapid outbreak identification and response, handling duties such as diagnosis, testing, contact tracing, and risk communication.

Development and validation of the Chinese patient-centered integrated care scale.

Background: The healthcare system is currently facing challenges in transitioning to a more integrated, patient-centered care. China has implemented various practical exploration and pilot programs in developing an integrated healthcare service system. However, there remains an absence of appropriate instrument to assess integrated care from the patient's perspective, particularly one that aligns with China's national conditions.

Effectiveness of an online food shopping intervention to reduce salt purchases among individuals with hypertension - findings of the SaltSwitch Online Grocery Shopping (OGS) randomised trial.

Background: Online grocery shopping is a growing source of food purchases in many countries. We investigated the effect of nudging consumers towards purchases of lower sodium products using a web browser extension.

Methods: This trial was conducted among individuals with hypertension who shopped for their groceries online in Australia.