Aid Of System Research Articles

Resilience in the midst of difficulties: the challenges of single mothers receiving zakat assistance in pahang

This study explores the multifaceted challenges and coping strategies of single mothers who are recipients of zakat aid in Pahang. Utilising a qualitative research design, semi-structured interviews were conducted with ten participants, predominantly elderly women, to gain insights into their lived experiences as single mothers and recipients of zakat aid. The analysis identified key themes: financial instability, role strain and conflicting demands, childcare and parenting challenges, social stigma and isolation, and difficulties accessing resources. Despite these challenges, single mothers exhibit remarkable resilience and resourcefulness, drawing upon personal resilience, social support networks, formal aid systems, prioritisation and time management, spiritual and religious coping, and adaptation and resourcefulness. This study underscores the need for targeted interventions to support single mothers, addressing both their economic and emotional needs to enhance their well-being and societal integration. The findings highlight the importance of comprehensive support systems and the role of community and religious organisations in empowering single mothers to navigate their complex lives.

CAM: a novel aid system to analyse the coloration quality of thick blood smears using image processing and machine learning techniques.

Battling malaria's morbidity and mortality rates demands innovative methods related to malaria diagnosis. Thick blood smears (TBS) are the gold standard for diagnosing malaria, but their coloration quality is dependent on supplies and adherence to standard protocols. Machine learning has been proposed to automate diagnosis, but the impact of smear coloration on parasite detection has not yet been fully explored. To develop Coloration Analysis in Malaria (CAM), an image database containing 600 images was created. The database was randomly divided into training (70%), validation (15%), and test (15%) sets. Nineteen feature vectors were studied based on variances, correlation coefficients, and histograms (specific variables from histograms, full histograms, and principal components from the histograms). The Machine Learning Matlab Toolbox was used to select the best candidate feature vectors and machine learning classifiers. The candidate classifiers were then tuned for validation and tested to ultimately select the best one. This work introduces CAM, a machine learning system designed for automatic TBS image quality analysis. The results demonstrated that the cubic SVM classifier outperformed others in classifying coloration quality in TBS, achieving a true negative rate of 95% and a true positive rate of 97%. An image-based approach was developed to automatically evaluate the coloration quality of TBS. This finding highlights the potential of image-based analysis to assess TBS coloration quality. CAM is intended to function as a supportive tool for analyzing the coloration quality of thick blood smears.

Children and adolescent with suboptimal control of type 1 diabetes improve during the first 2 years on automated insulin delivery system.

This study investigates the influence of the automated insulin delivery system (AID) on glycaemic control in children and adolescents with type 1 diabetes (T1D) who do not reach optimal glycaemic control with traditional treatment options. All the patients aged 7 to 16 years with T1D who initiated the AID system between 24 October 2020 and 5 January 2022 in the Helsinki University Hospital and had haemoglobin A1C (HbA1c) levels above 53 mmol/mol/7.0% (N = 79) were included. Time in tight range (TITR), time in range (TIR), HbA1c, mean sensor glucose (SG) value, time below range (TBR) and SG coefficient of variance (CV) were measured at 0, 3, 12 and 24 months. The changes in the outcome measures between the time points were included in the analyses, and statistically significant level was p-value <0.01. After the initiation of AID, glycaemic control improved, and the effect lasted throughout the study period. Between 0 and 3 months, TITR and TIR increased (mean 11.7% [10.6], mean 18.1% [standard deviation [SD] 13.7], p < 0.001), whereas HbA1c and mean SG values decreased significantly (-8.3 mmol/mol [8.7]/-2.9% [2.9], p < 0.001, -1.8 mmol/L [1.7], p < 0.001). These effects were sustainable and were still visible at 12 and 24 months. Glycaemic control in patients not reaching treatment goals improved significantly after the initiation of the AID system, and the favourable effect lasted throughout the follow-up. AID treatment could be an option for also those paediatric patients with T1D who do not have good skills in diabetes management.

Challenges Afflicting Indian Courts

The Indian legal system faces numerous challenges that impact nearly every court across the nation. Key issues include a heavy caseload coupled with inadequate court facilities, personnel, and equipment. The wealth disparity exacerbates inequalities, placing the poor in a position where they struggle more intensely to access justice. Additionally, slow judicial proceedings, a shortage of judges, and a failure to adopt technology are contributing factors to ongoing delays. Allegations of corruption within the judiciary, lawyers' strikes, a lack of specialist expertise among judges, ineffective legal aid systems, linguistic barriers among individuals, irregularities in case listings, opaque processes for the appointment and transfer of judges, and the executive's tendency to disregard the Supreme Court collegium's recommendations for judiciary appointments and promotions based on selective intelligence reports are significant challenges. Furthermore, some judges exhibit political biases that may seek future favors, and the temporary nature of public prosecutor positions alongside biased selection processes complicates matters. Addressing these issues requires comprehensive reforms, increased funding for the sector, and a firm commitment to proper legal practices.

An Exploration of the Legal Aid System in Colleges and Universities in the New Era from the Perspective of Realist Legal Education

The construction of university legal aid is an important part of China’s legal aid system, and also an important reform task in deepening the reform of the judicial system proposed by the 18th National Congress of the Communist Party of China. However, as China’s legal education mode is still dominated by traditional theoretical teaching and case teaching methods, teachers’ pure compulsory guidance, as the main body of legal aid organizations in colleges and universities, will inevitably increase their research pressure. Students’ voluntary participation takes up a lot of time and increases their academic pressure, and the development of legal aid organizations in colleges and universities also falls into a dilemma. From the perspective of realistic legal education, this paper deeply studies the development model of legal aid center, pursues the rationality of the legal aid system in colleges and universities, and proposes to formulate the grading standard of legal aid in colleges and universities from the construction and ontology dimension of legal aid system in colleges and universities. The legal aid system of colleges and universities should be improved from four aspects: party building, social union, student organization, and network operation. This puts forward the university legal aid “1+4” solution measures. Through exploring the common measures of legal aid construction in universities, the legal aid of universities has become an important force in the development of public legal service causes in the country.

Надання безоплатної правової допомоги населенню у процесі здійснювання навчальної діяльності: аспекти міжнародного та українського історичного досвіду

The article highlights the issues of international and Ukrainian historical experience of providing legal aid in general, and frees legal aid in the course of educational activities in particular. The author traces the peculiarities of this process from its origins to the present day. The author argues that the provision of free legal aid in the context of educational activities is a multifaceted process which, both in the world and in Ukraine, has been taking place for centuries in various forms and under the influence of various factors. It is emphasized that its undoubted prerequisite was the legalization of the legal profession and the establishment of an extensive system of legal education. The author emphasizes that these facts were the result of the growing importance of law in the process of regulation of social relations. The author analyzes the main stages and features of the European historical experience of legal aid in the period of Antiquity, theMiddle Ages and theModern era. The author also considers some historical experience of providing free legal aid in the context of educational activities which took place in Ukraine. The author proves that Ancient Rome was a pioneer in creating an extensive system of legal education and developing various forms of legal aid. The author establishes that the real establishment of the system of free legal aid, in particular, in the course of educational activities, took place only in the 1920s, and at first it was localized and limited mainly to the United States. It is argued that its implementation became possible as a result of a long scientific discussion in previous years, during which a new approach to legal training with a priority on practice was developed, and a form of such training – “legal clinic” – was found. The author shows that legal clinical education is considered to be one of the most effective today. The nature and peculiarities of the spread of legal clinical education, as well as the development of the relevant legal framework in Ukraine are traced.

Challenges in Sustaining Donor Initiated Monitoring and Evaluation System for HIV and AIDS at the Service Delivery Level; Examples from APHIA plus project in Kakamega County

HIV/AIDS remains a major global public health issue, with Sub-Saharan Africa being the hardest hit and housing over 1.7 million people living with HIV. Kenya's long-term success in combating AIDS requires decentralization, allowing counties and local networks to take an active role in developing, implementing, and monitoring evidence-based initiatives. Current frameworks for Monitoring and Evaluating (M&amp;E) HIV/AIDS programs are primarily focused on data collection to inform decisions at the county and national levels. As a result, there's a pressing need to boost M&amp;E capacity at the service delivery level to ensure effective HIV/AIDS programs. This paper interrogates the AIDS, Population, and Health Integrated Assistance (APHIA plus) Western Project's success in enhancing local M&amp;E capacity at the service delivery level in Kakamega County and the challenges of sustaining the gains beyond the project period. The study sampled 110 health facilities offering HIV/AIDS services in Kakamega County. and established It established that the APHIAplus Western Project made significant strides in strengthening the M&amp;E system by establishing M&amp;E departments, improving collection, quality and dissemination of M&amp;E data and hiring trained staff. The study identified the main challenges to the sustainability of the M&amp;E system which included heavy reliance on external funding and inadequate dedicated M&amp;E staff in county health facilities where 62% of staff carrying out M&amp;E functions/duties were hired by the project. It also identified a challenge in the likely compromise to the prerequisites for quality M&amp;E data after the exit of the project since there was no clear transition plan from project to county. The study results indicate that that 70% of the facilities were collecting monthly data using specified tools and storing the data in an automated system. ANOVA yields a statistically significant difference in the length of years the APHIAplus Western project has supported the health facilities and the frequency of M&amp;E data collection at the service delivery level. The study further identified a challenge in the likely discontinuation of fora/platforms organized monthly in 94% of the facilities for dissemination of M&amp;E findings and supported by APHIAplus Western Project. The study recommends increasing the number of dedicated M&amp;E staff in county health facilities by developing a phased transition plan for M&amp;E staff contracted by the project with a clear handover schedule to County Government of Kakamega, and advocating for increased budget allocation for M&amp;E activities at the service delivery level. Additionally, health facilities are encouraged to explore strategies for diversifying funding sources for M&amp;E activities.

Pobrecitos: Determinations of deservingness in the Costa Rican asylum process

AbstractThis article examines how Costa Rica's asylum process enacts bureaucratic bordering, shaping refugee deservingness through intertwined logics of security and humanitarianism. Based on fieldwork from 2016 to 2022, the analysis focuses on two areas: daily interactions between asylum officials and applicants, and the bureaucratic practices in humanitarian aid distribution. The first case analyzes a form of micro‐level bureaucratic bordering in the ways officials draw on racialized understandings of cultural, social, and economic differences to categorize asylum seekers as deserving or undeserving. The second explores how a restructured aid system, with NGOs as filters, erects bureaucratic barriers that complicate access to services for asylum seekers. Both cases demonstrate how deservingness is determined through the interplay of institutions, actors, and procedures, reflecting broader trends of the intersection of security and humanitarianism in migration management, ultimately marginalizing those least equipped to navigate the bureaucratic complexities of the asylum system.

SPECIFICS OF THE EU DEVELOPMENT POLICY

The article deals with the current stage of EU development policy. The evolution of the EU aid system is retrospectively analyzed. Attention is also paid to the key EU documents wherein the principles of current development policy are set forth. The background the EU is delivering its aid against is outlined. It involves political and economic crises, competition with the «rising» donors, including China, discussions on strategic autonomy, rise of the far-right parties. The pivotal changes in EU development policy are investigated, which are a new financial instrument, geographical redistribution of ODA flows, introduction of the Team Europe and Global Gateway initiatives, substantive change to the EU normative power concept. EU development policy is revealed to be increasingly acquiring a tactical character, with the focus having shifted onto the neighborhood and EU mainstream issues. Aspiration to make the aid system more flexible to rapidly respond to crises is noted as well.

Research on the Participation and Role Positioning of Lawyers in China's Legal Aid System

Research on the Participation and Role Positioning of Lawyers in China's Legal Aid System

Protecting ancient water harvesting technologies in India: strategies for climate adaptation and sustainable development with global lessons

IntroductionAncient water harvesting systems, such as those from the Indus Valley Civilization (~3500 BCE), have been vital for irrigation and climate resilience, especially in arid regions. One such prominent system in South Asia, called tank irrigation, initially thrived through community management but declined post-independence due to colonial policies and neglect in Sri Lanka and India. This study evaluates current policy frameworks and rehabilitation programs to enhance the resilience of these systems in India, develop strategies for their protection and adaptation to climate change, and integrate global lessons for sustainable development.MethodsA systematic meta-analysis of grey literature was conducted to aggregate data on policy constraints. Policy analysis involved detailed investigations of relevant documents, regulations, and comparative analyses of frameworks at regional and national levels. Pilot projects on tank rehabilitation were assessed through reported case studies and field surveys to gauge impact. Thematic analysis was used to explore the global potential of these systems in climate resilience and overall environmental sustainability.ResultsThe analysis showed that pilot projects for tank rehabilitation had limited success in achieving sustainability under current climate conditions. Tank irrigation systems are crucial for adapting to extreme weather, including floods, droughts, and heat waves, replenishing groundwater, reducing soil erosion, and ensuring reliable water supplies. Traditional water harvesting technologies support 17 Sustainable Development Goals (SDGs), including clean water access, hunger reduction, gender equality, and climate action. Integrating AI and machine learning in water management benefits disaster response, while eco-tourism aids system maintenance and cultural awareness.DiscussionThe study underscores the need for policy reforms to enhance tank rehabilitation and institutional arrangements. It calls for increased beneficiary participation and constitutional recognition of current practices. Strategic, national-scale assessments and resilience targets are recommended to improve the effectiveness of such water harvesting systems in mitigating natural hazards and enhancing environmental services.

Негосударственная система бесплатной юридической помощи в Российской Федерации: основные проблемы и перспективы

Purpose. Identification of problems that impede the progressive development of the legal education system in the Russian Federation, reflection of the role and importance of legal advice in the field of strengthening and developing practical skills. Identification of the degree of influence on the existing system of legal education in the Russian Federation of state policy in the field of regulation and formation of a system of free legal assistance. Methodology: dialectics, analysis and synthesis, formal legal, comparative legal, logical, method of interpreting legal norms, philosophical conceptology. Conclusions. Today, the development of the free legal aid system leads to the fact that in the absence of funding, many legal advice centers created at universities risk not being in demand. In modern conditions, many legal consultations created at universities may be abolished. In the future, the management of individual universities may relieve themselves of the obligation to provide legal consultations or relevant educational programs. The main reasons for abolition may also be the student’s lack of real opportunity to obtain practical skills in government bodies and the judicial system (impossibility of practical participation in judicial proceedings). Scientific and practical relevance. The article is aimed at identifying existing problems in the legal education system in the Russian Federation, which have a negative impact on the effectiveness of the education system in the field of development and strengthening the final level of practical qualifications of a graduate of a legal educational institution. In addition, the article substantiates the need to eliminate the identified problems.

A stacked autoencoder-based aid system for severity degree classification of knee ligament rupture

BackgroundKnee ligament rupture is one of the most common injuries, but the diagnosis of its severity tends to require the use of complex methods and analyses that are not always available to patients. AimThe objective of this research is the investigation and development of a diagnostic aid system to analyze and determine patterns that characterize the presence of the injury and its degree of severity. MethodsImplement a novel proposal of a framework based on stacked auto-encoder (SAE) for ground reaction force (GRF) signals analysis, coming from the GaitRec database. Analysis of the raw data is used to determine the main features that allow us to diagnose the presence of a knee ligament rupture and classify its severity as high, mid or mild. ResultsThe process is divided into two stages to determine the presence of the lesion and, if necessary, evaluate variations in features to classify the degree of severity as high, mid, and mild. The framework presents an accuracy of 87 % and a F1-Score of 90 % for detecting ligament rupture and an accuracy of 86.5 % and a F1-Score of 87 % for classifying severity. ConclusionThis new methodology aims to demonstrate the potential of SAE in physiotherapy applications as an evaluation and diagnostic tool, identifying irregularities associated with ligament rupture and its degree of severity, thus providing updated information to the specialist during the rehabilitation process.

Middle Ear Active Implant Indications, Comparative Audiometric Results from Different Approaches, and Coupling with the Vibrant Soundbridge®: A Single Center Experience over More Than 20 Years.

Middle ear active implants, such as the Vibrant Soundbridge (VSB), offer an alternative to reconstructive surgery and other implantable hearing aid systems for patients with conductive, mixed, or sensorineural hearing loss. The primary objective of this work is to describe the auditory results obtained with VSB in our patient cohort, measuring the auditory gain in terms of average tonal thresholds and spoken word discrimination at 65 dB. Secondly, auditory gain differences between different types of hearing loss, coupling to the ossicular chain compared to round and oval windows, and the impact of open versus more conservative surgical approaches, were analyzed. A cross-sectional observational study, with retrospective data collection, was conducted at a tertiary care center. Clinical and audiometric data pre- and post-implantation were included, from patients who underwent VSB device placement surgery between 2001 and 2024. 55 patients with an average age of 62.58 ± 17.83 years and a slight preference in terms of the female gender (52.72%) were included in the study. The average gain in the PTA for all types of hearing loss was 41.56 ± 22.63 dB, while for sensorineural hearing loss (SNHL) the gain was 31.04 ± 8.80 dB. For mixed-conductive hearing loss (C-MHL) a gain of 42.96 ± 17.70 was achieved, notably, in terms of absolute values, at frequencies of 4000 and 6000 Hz, with gains reaching 49.25 ± 20.26 dB at 4 K and 51.16 ± 17.48 dB at 6 K. In terms of spoken word discrimination, for all types of hearing loss, an improvement of 75.20 ± 10.11% was achieved. However, patients with C-MHL exhibited an approximately 13% higher gain compared to those with SNHL (69.32 ± 24.58% vs. 57.79 ± 15.28%). No significant differences in auditory gain were found between open and closed surgical techniques, nor in the proportion of adverse effects, when comparing one technique with the other. The VSB is effective in improving hearing in patients with mixed, conductive, and sensorineural hearing loss, with significant gains at high frequencies, especially through the round window membrane approach. The choice of surgical technique should consider the patient's anatomical characteristics and specific needs in order to optimize auditory outcomes and minimize postoperative complications.

EXPLORING THE SCHOOL LEARNING EXPERIENCES OF INDIGENOUS STUDENTS IN EDUCATION INSTITUTIONS: CHALLENGES AND BARRIERS TO EDUCATIONAL CONTINUITY

This study explores the school learning experiences of Indigenous (Orang Asli) students who have successfully pursued higher education in Malaysian institutions. Employing a qualitative approach with a phenomenological design, the research involved five Orang Asli students from various tribes currently enrolled in higher education institutions. The study aimed to explore their school learning experiences, factors influencing their success, and suggestions for improving educational continuity among Orang Asli students. Findings revealed four main themes affecting the educational experiences and success of Orang Asli students: (1) Distance and transportation, (2) Local language and culture, (3) Academic, parental, and community support, and (4) Family economic status. The study found that distance and transportation challenges were mitigated through the provision of dormitories, while language and cultural barriers were addressed through teaching approaches sensitive to individual student needs. Academic support from schools, parental motivation, and financial assistance from various parties emerged as crucial factors in Orang Asli students' success in pursuing university education. Based on these findings, the study proposes several measures to enhance educational continuity for Orang Asli students, including constructing schools near Orang Asli settlements, improving teaching and learning methods, implementing more structured support programs at the university level, and enhancing financial aid systems. This research contributes to a deeper understanding of the challenges faced by Orang Asli students and the factors influencing their success in higher education, providing insights for developing more effective strategies to increase educational continuity within the Orang Asli community.

Energy saving and speed control in autonomous electric vehicle using enhanced manta ray foraging algorithm optimized intelligent systems

The integration of autonomous vehicles (AVs) with hybrid electric vehicles (HEVs) aims to address the problem of optimizing energy economy while improving reliability and safety. By using intelligent driver support technologies and sophisticated control algorithms, this method aims to lower emissions and fuel consumption. Therefore, the HEVs develop an intelligent driver aid system that integrates an energy management system (EMS) with adaptive cruise control (ACC). To maximize energy use, the system integrates HEVs with autonomous vehicle technologies. In order to maintain safe distances from the lead vehicle, identify the desired acceleration, and switch between speed and distance control, the ACC uses a deep learning system in conjunction with a tilt integral derivative (TID) controller. This ensures stability. Based on ACC commands, the EMS controls energy usage. An enhanced manta ray foraging optimization (EMRFO) technique is used to significantly enhance speed control and energy economy. Simulink/MATLAB analysis of the suggested model shows notable gains in energy consumption control, particularly with the ACC with deep neural network (DNN) system, and considerable reductions in driving risks. In addition, the system precisely controls engine torque to maintain a 72.75 % State of Charge (SoC) and an average engine energy efficiency of 32.36 %. To validate the performance, the proposed approach is put into practice in real-time configuration. The configuration for the experiment produced an ideal efficiency of 31.99 % with minimal error using the proposed method.

Automated Insulin Delivery Technology in the Hospital: Update on Safety and Efficacy Data

ObjectiveAutomated insulin delivery (AID) systems are a rapidly growing component in the area of continuous subcutaneous insulin infusion (CSII) therapy. As more patients use these systems in the outpatient setting, it is important to assess safety if their use is allowed to continue in the inpatient setting. MethodsAnalysis was conducted of the records of patients using AID technology upon admission to our hospital between June 2020 and December 2022. Adverse events and glycemic control of AID users were compared with patients using non-AID systems and with patients who had CSII discontinued. ResultsThere were 185 patients analyzed: 64 on AID, 86 on non-AID, and 35 who had CSII discontinued. The number of patients on AID increased over the course of the observation period, whereas non-AID users decreased. Pairwise comparisons indicated that patient-stay mean glucose levels and percentage of hypoglycemic events were similar between all groups, but the percentage of patient hyperglycemic measurements was significantly lower in the AID cohort. No adverse events (diabetic ketoacidosis, pump site complications, equipment malfunction) were reported in any either CSII cohort. ConclusionThe type of CSII technology encountered in the hospital is shifting from non-AID toward AID technologies. This analysis supports earlier findings that outpatient AID systems can be successfully transitioned into the inpatient setting. Further study is needed to define if AID systems offer any advantage in glycemic control.

La centralidad de los abordajes educativos en los trabajos colaborativos de la arqueología con comunidades tradicionales en la Amazonía brasileña (2017-2022)

This article explores the significance of educational approaches in collaborative archaeology projects with traditional communities in the Brazilian Amazon. From 2017 to 2022, we worked with riverside populations in Sustainable Use Conservation Units along the mid-Solimões River in Amazonas. Through this collaboration, we identified a local system of mutual aid among families, which relates to the communities’ pursuit of autonomy since the 1980s. The research was conducted through a technical-scientific cooperation agreement between the Museum of Archaeology and Ethnology at the University of São Paulo (MAE-USP) and the Mamirauá Institute for Sustainable Development (IDSM), with financial support from the Gordon and Betty Moore Foundation from 2017 to 2019. All work was approved by the IDSM Ethics and Research Committee. Our goal was to engage schools, teachers, and students with archaeology by developing educational activities. We used heritage education methodologies and active listening techniques, informed by archaeological ethnography and oral history, to incorporate local knowledge into our research. The study involved collaboration with community leaders, artisans, teachers, and elders. This context calls for collaborative archaeological practices that seek mutual benefits and deepen the understanding of material culture and historical timelines. Educational initiatives play a crucial role in scientific work, fostering balanced exchanges between archaeological and community perspectives, additionally contributing to the production of more differences based on the notion of kinship.

An Overview of Information Systems in Auditing: Insights from Bibliometric Research

Academic research on information systems in auditing has witnessed significant growth in the past two decades. This expansive field necessitates clear reference points for effective analysis. To aid researchers in navigating this domain, this bibliometric study identifies prominent trends and influential keywords, offering a comprehensive overview of existing literature. Methodologically, 309 documents from Web of Science and Scopus databases (2004–2024) were selected and analyzed. The bibliometric analysis pinpointed five emerging topics related to distinct technologies: Big Data Analytics, Blockchain, Computer-Assisted Audit Tools, Decision Aid Systems, and Audit Clouds

Enhance carbon emission prediction using bidirectional long short-term memory model based on text-based and data-driven multimodal information fusion

Accurate projections of carbon emissions are essential for climate change responses and environmental policy development. However, the complexity of carbon emission projections has increased due to various factors like technology and policy, posing challenges for accuracy. Many studies rely on time-series data alone, overlooking the combined impact of multiple information sources on carbon emissions. To overcome these bottlenecks, a hybrid model is proposed, integrating multimodal data, convolutional neural network inceptionv2 (CNN-inceptionv2), text convolutional neural network (TextCNN) optimized by attention mechanism, and bi-directional long and short-term memory (BiLSTM). Firstly, the time series feature set and text feature set are extracted using the CNN-inceptionv2 and the TextCNN, respectively. Subsequently, the feature sets of the two modal information are fused and outputted into a multimodal feature set, which are ultimately predicted using BiLSTM. The validity of the study model was also verified by different methods such as ablation experiments, single model and combined model. The coefficient of determination (R2) values were 0.986 for the validation set and 0.933 for the prediction set. In comparison to other models, the present model showed an average improvement of 16.6% in R2 values, fully indicating its superior predictive performance. The high point and interval predictions of carbon emissions further verified the superior prediction accuracy of the present model. The present model can accurately predict carbon emissions, providing data references for carbon emission decision makers. Additionally, it further enriches the methodological system of carbon emission prediction and aids in strategic planning for future carbon emission and energy management.