Technological Assistance Research Articles

Technology-Assisted EFL Academic Writing and Its Relation to Academic Writing Anxiety

Research practice is given top priority in universities worldwide. Scholars are pushed to write and publish articles in high-ranking journals with high citation indexes, mostly English-medium journals. English as a foreign language (EFL) scholars are anxious to publish articles in Anglophone journals and one of these obstacles is academic writing skills. Studies on academic writing paid more attention to the process and obstacles of EFL students of different ages. A few studies focus on strategies EFL scholars adopt, especially those related to technology. Hence, this paper bridged the gap by investigating the relationship between EFL scholars’ academic writing strategies with the assistance of technology and their second language academic writing anxiety (SLAWA) in China. This study is a quantitative study with 140 Chinese scholars participating. Participants used technology to gain online databases most frequently. It also showed that technological strategies in the planning stage positively relate to SLAWA. In contrast, technological strategies in the problem-solving stage have no relation with SLAWA. In addition, participants' characteristics such as age and gender have no significance with SLAWA. The findings of this study suggest that more academic writing training related to technology is needed especially in the before-writing stage where scholars complain about SLAWA mostly.

A yeast surface display platform for screening of non-enzymatic protein secretion in Kluyveromyces lactis.

Enhancing the secretion of recombinant proteins, particularly non-enzymatic proteins that predominate in food and pharmaceutic protein products, remains a significant challenge due to limitations in high-throughput screening methods. This study addresses this bottleneck by establishing a yeast surface display system in the food-grade microorganism Kluyveromyces lactis, enabling efficient display of model target proteins on the yeast cell surface. To assess its potential as a universal high-throughput screening tool for enhanced non-enzymatic protein secretion, we evaluated the consistency between protein display levels and secretion efficiency under the influence of various genetic factors. Our results revealed a strong correlation between these two properties. Furthermore, screening in a random mutagenesis library successfully identified a mutant with improved secretion. These findings demonstrate the potential of the K. lactis surface display system as a powerful and universal tool for high-throughput screening of strains with superior non-enzymatic protein secretion capacity. We believe this study could pave the way for efficient large-scale production of heterologous food and therapeutic proteins in industries. KEY POINTS: • A YSD (yeast surface display) system was established in Kluyveromyces lactis • This system enables high-throughput screening of non-enzymatic protein secretion • This technology assists industrial production of food and therapeutic proteins.

Hospital satisfaction among older adults by European Union health system clusters

Abstract Background Health systems are influenced by political, historical, cultural and socio-economic factors and differ across countries. Classification of EU health systems into 5 clusters has allowed for international comparison and policy recommendations. This study is based on the Andersen’s Behavior Model, that predicts that a sequence of predisposing, enabling and need factors influence satisfaction and utilization of healthcare services. Aim Examine the nature and relationship of predisposing, enabling and need factors associated with hospital satisfaction of older adults across EU nations by health system classification clusters. Methods Data from Wave 9, of the Survey of Health, Ageing and Retirement in Europe (SHARE) were examined using a sample of older adults from 10 EU countries. Analysis: Non-parametric one-way ANOVA (Kruskal- Wallis test) and Multinominal Logistics regression were performed to test the null hypothesis that (1) hospital satisfaction is equal across all clusters, and (2) predisposing, enabling, and need factors, are not predictors of hospital satisfaction. Findings There was a statistically significant difference in hospital satisfaction by cluster [Chi Square= 231.44, df = 21; p< .001]. Age, mental health, technology and chronic disease are predictors of healthcare facilities satisfaction. [Chi Square 50.94, df = 3, p< .001], Among those that reported to be highly unsatisfied with healthcare facilities, [chronic disease (Beta = -2.64) and mental health (Beta = -4.41) df = 1 p< .001] significantly predicted hospital satisfaction. Implications for Policy and Practice: Initiatives for the care of older adults should not only aim to increase access to care but also provide targeted services for sub populations such as older adults with mental health and chronic diseases. Further, significant investment is required in technology infrastructure within hospitals and technological assistance or training should be provided to older adults. Key messages • Older adults satisfaction with hospitals varies by health system clusters and is predicted by age, mental health, use of technology and chronic disease. • Chronic disease and mental health are strong predictors of hospital dissatisfaction among older adults.

Redefining Middle Power Diplomacy: South Korea’s Strategic Shift towards Global Leadership

This paper explores South Korea’s evolving foreign policy under the Yoon Suk-yeol administration, highlighting its shift from a traditional middle power to a “Global Pivotal State” (GPS). The study examines the key drivers behind this transformation, particularly the enhanced U.S.-South Korea alliance, which has allowed South Korea to increase its regional and global influence. Through an analysis of the "Global Pivotal State" policy, the paper delves into how South Korea seeks to expand its leadership role in multilateral diplomacy, focusing on areas such as security, democracy, and climate change. Additionally, the study emphasizes South Korea’s efforts to strengthen bilateral relations, especially with the U.S., Japan, and Europe, while expanding its diplomatic reach to new regions such as the Indo-Pacific. By leveraging its strengths in green growth, technology, and official development assistance (ODA), South Korea aims to secure leadership in key global issues. Ultimately, the Yoon administration’s vision reflects South Korea's ambition to redefine its role in the international order, positioning itself as an influential actor in global governance.

A Trend Analysis of Growth and Development of Micro, Small and Medium Enterprises (MSMEs) in India

The Micro, Small and Medium Enterprises (MSMEs) review the policies and programmes and make suitable recommendations regarding the promotion and development of products and services to meet the demands of the domestic as well as global marketing. The ministry of MSMEs sector organizes and implements various schemes focusing on financial assistance, technological assistance as well as upgradation, infrastructure development, skill development and training, enhancing market assistance of MSMEs. An overview of the MSMEs Sector, the organizational structure of the Ministry of MSMEs., role of the office of Development commissioner, setting up of National Board for MSMEs as well as recent developments in MSMEs – are depicted in this article.

Research progress on femoral attachment positioning during medial patellofemoral ligament reconstruction

To review research progress on femoral attachment positioning during medial patellofemoral ligament (MPFL) reconstruction, so as to provide a reference for accurate positioning in clinic. The literature at home and abroad on femoral attachment positioning during MPFL reconstruction was extensively reviewed and summarized. MPFL is the main ligament that restricts patellar outward migration, so MPFL reconstruction is the main treatment for patellar dislocation, but the accuracy of intraoperative femoral attachment positioning will significantly affect the effectiveness. At present, there are three main methods for femoral attachment positioning in MPFL reconstruction, including imaging positioning, bony landmark positioning, and new technology. Among them, the main imaging positioning method is the "Schöttle point" method, but it has high requirements for fluoroscopic positioning, and can only be accurately positioned under standard lateral fluoroscopy of the femur. The bony landmark positioning method mainly locates the femoral attachment by touching or dissecting the bony landmarks such as adductor tubercles and medial epicondyle of femur, but its disadvantages are that the positioning is not accurate enough, the intraoperative visual field exposure requirements are high, and a large incision is required. In order to avoid the problem that the simple bony landmark positioning method, in recent years, the combination of bony landmarks combined with arthroscopy, three-dimensional (3D) printing technology, and robot-assisted positioning methods have begun to be used in clinical practice. New technology localization methods have shown good results by preparing guides before operation, planning positioning paths in advance, or directly using robots to assist positioning during operation. The accurate positioning of the femoral attachment in MPFL reconstruction is crucial, and the method of accurate and rapid intraoperative determination needs to be further improved and optimized. In the future, it is expected that the combination of computer image recognition correction technology and intraoperative position assistance will solve this problem.

Elucidating structure and metabolism of insect biomaterials by solid-state NMR

Among the many natural biomaterials for which information on atomic-level structure and reorientational motion can offer essential clues to function, insoluble multi-component composites with limited degrees of order are among the most challenging to study. Despite its limited sensitivity, solid-state NMR (ssNMR) is often the technique of choice to ferret out these details in carbon- and nitrogen-rich materials: this spectroscopic approach can probe many biomaterials in their native or near-native states, either with or without the introduction of stable NMR-active isotopes, or with the assistance of dynamic nuclear polarization technology. During a span of close to four decades, such research targets and ssNMR approaches have been exemplified by insects, a diverse and evolutionarily agile group of organisms with global impacts that include ecology, agriculture, and human disease. In this short review, we present case studies on insect cuticles that range from protective exoskeletons and egg capsules to the wing structures that enable flight and showcase nature's awe-inspiring beauty, highlighting the use of ssNMR spectroscopy to profile chemical composition, elucidate macromolecular architecture, and monitor metabolic development in these fascinating biological assemblies.

Clinical Trends and Outcomes in Technology-Assisted Total Hip Arthroplasty.

Background/Objectives: In recent years, there has been a widespread focus on implementing technology in total hip arthroplasty (THA) to further improve precision and outcomes. This study aimed to identify recent trends in the utilization, clinical variables, and rate of adverse events for technology-assisted THA (TA-THA) and compare the outcomes to those of conventional THA. Methods: This retrospective cohort analysis of the ACS-NSQIP database queried data on THA patients (CPT 27130) from 2015 to 2020. Technology assistance was identified with CPT 20985, 0054T, and 0055T. Matched cohorts were created to compare clinical comorbidities and adverse events. Results: This analysis included 219,216 conventional THAs and 2258 cases utilizing TA-THA. The number and percentage of surgeries utilizing technology, as well as the average operative time, consistently rose from 2015 to 2019, with all declining in 2020. Length of stay decreased yearly from 2015 to 2019, with an increase in 2020. There were no significant differences in the incidence of adverse events by year. Matched cohort analysis demonstrated that TA-THA led to longer operative times (102.6 ± 35.6 vs. 91.6 ± 37.4 min, p < 0.001) and a shorter average length of stay (1.6 ± 1.4 vs. 2.0 ± 1.9 days, p < 0.001). Transfusion rates were higher in the TA-THA cohort (6.0% vs. 4.4%, p = 0.013). Conclusions: The usage of TA-THA increased from 2015 to 2019, with declines during 2020. TA-THA led to longer operative times, increased transfusion rates, and no difference in the incidence of adverse events compared to conventional arthroplasty. These findings demonstrate that TA-THA is growing in popularity without a significant improvement in short-term complication rates.

Antibacterial bio pores as a river flow filter for the development of "Ndeso Park" water tourism

The realization of the full potential of natural resources in each village for the benefit of the local community has been observed as a significant challenge. The national village-owned enterprises program encourages villages to optimize the utilization of their existing natural and human resources with the objective of fostering their economic independence. The program entails the optimization of the national village-owned enterprises program in the tourism sector, specifically in the context of Taman Ndeso. The objective of this community service activity is to provide technological assistance and address the issue of river water filtration as a pool water source. The impetus for this activity is the declining tourism activities at Taman Ndeso due to the presence of turbid water in the pool, which was deemed unsuitable for use. The activity is realized through the construction of a water purification filtration system to produce clean and healthy water. The antibacterial biopores are applied as filtration technology. This technology is designed to capture bacteria from river water that flow into the pond. This research adopted the direct exploration method, which was divided into a number of stages, including planning and preparation, implementation, evaluation, and reporting. The research outcome manifests into the restoration of the Taman Ndeso water tourism pool, which will be capable of attracting tourists and reviving village income to the maximum extent possible, with the management of the village-owned business entity.

Dispositional learning analytics and formative assessment: an inseparable twinship

Educational innovations, particularly those in online education and technology-enhanced learning, some accelerated by the recent pandemic, take centre stage in this journal. Examples include the resurgence of the flipped classroom methodology, supported by instructional technology, the utilization of formative assessment with technological assistance to provide effective learning feedback, and the integration of learning analytics within technology-enhanced learning. Despite empirical studies addressing these advancements individually, they tend to focus predominantly on the initial phase of learning feedback: where the learner currently stands. This paper contends that isolated depictions of formative assessment overlook the broader progress in technology-enhanced learning. Our contribution highlights the significance of dispositional learning analytics, which combines learning and learner data to offer insights into learners' current status, future trajectory, and methods to facilitate their advancement. We advocate for strengthening the integration of formative assessment data within learning analytics to fully harness their combined potential. An empirical study is presented to illustrate the predictive value of formative practice behaviour on module performance and explore the link between students' learning dispositions and their engagement with e-tutorials. By delineating student profiles based on practice behaviour and examining variations in learning dispositions, our aim is to enhance our comprehension of effectively supporting learners in technology-enhanced educational environments.

Nigeria-Türkiye Relations: A Multifaceted Partnership in the 21st Century

This analysis examines the partnership between Nigeria and Türkiye, two nations with substantial diplomatic relations since 1960, though their historical ties go back much further. Their relationship appearscrucial in the transformation of both nations.This analysisconsiders the main aspects of their cooperation and the implications of this partnership for the future. Considering the economic cooperation, their joint strategic partnerships have promoted bilateral trade. Türkiye’s increasing economic presence in Nigeria seems linked to its strategic aim to become a key development partner in Africa. Another critical dimension is the defense cooperation, with Türkiye as an important security partner. Military and technological assistance along with training in response to the security challenges Nigeria faces highlights Türkiye’s strategic significance. The humanitarian and socio-cultural aspects facilitate their relationship development further. Turkish education initiatives and humanitarian endeavors strengthen ties and support Türkiye’s foreign policy aimed at ensuring stability and growth in Africa. With some trade imbalances and possible overreliance on Turkish military technologies, the countries have to develop an effective strategy to address the challenges and ensure a viable presence in the current multipolar world.

Improving the Performance of Islamic Banking through Technological Innovation and Human Resource Management

This study base on few islamic banks those aplicate syariah law in runing their business. And the question is what the reason the principal of syaria would be executed? Which human resources those will be prepared to for running syariah bank activities? How the application of technology in assistance of bank syariah performance? The results of study are those; many syaria bank run its system not much different from commercial banks. Just change many terms in arabic language. This happen cause the commercial bank system easier and safer than syariah system. To run the syaria system, so be required better quality resources in running of businesss more than comercial banks. So, it need some analysis experts and business supervisors those more professional, to reduce the level of loses. Beside that, with the assistance of technology can help in coordination and communication with other people, especiallly between shohibul mal. Mudharib and partnership

Application of three-dimensional visualization technology in early surgical repair of bile duct injury during laparoscopic cholecystectomy

ObjectiveThis study aimed to explore the application value of three-dimensional (3D) visualization technology in the early surgical repair of bile duct injury during laparoscopic cholecystectomy (LC).MethodsA retrospective analysis was conducted on the clinical data of 15 patients who underwent early surgical repair of bile duct injury during LC with the assistance of 3D visualization technology at the Hepatobiliary Surgery Department of Ningxia Hui Autonomous Region People’s Hospital from January 2019 to December 2022. Postoperative efficacy and long-term follow-up outcomes were summarized.ResultsBefore the repair surgery, 15 cases of bile duct injury during LC were evaluated using 3D visualization technology according to the Strasberg-Bismuth classification: 2 cases of type C, 4 of type E1, 3 of type E2, 3 of type E3, and 3 of type E4. Intraoperative findings were consistent with the 3D visualization reconstruction results, and all patients successfully underwent hepaticojejunostomy using Roux-en-Y anastomosis guided by the 3D visualization navigation. The time interval between LC and bile duct repair surgery ranged from 5 to 28 (14.2 ± 9.7) days. The surgical time was between 120 and 190 (156.40 ± 23.92) min, and estimated blood loss ranged from 80 to 250 (119.66 ± 47.60) mL. The length of hospital stay ranged from 12 to 25 days (median: 16 days). One patient experienced mild bile leakage after the operation, which healed with conservative treatment. All patients were followed up for 12–56 months (median: 34 months) without any loss to follow-up. During the follow-up period, no complications, such as anastomotic stricture or stone formation, were observed.ConclusionThe application of 3D visualization technology for preoperative evaluation and intraoperative navigation can accurately and effectively facilitate early surgical repair of bile duct injury during LC and has clinical value for promotion and application.

Determinants of carbon emissions in Kenya and policy implications

Carbon dioxide emissions are the primary greenhouse gasses behind global climate change and its associated effects. Climate change adversely impacts the environment, biodiversity, and human health. The ability to tame carbon dioxide emissions will help in the fight against climate change. However, the recent pace of rising carbon dioxide emissions raises concerns about winning the war against climate change. World leaders are determined to take actions that will lower emissions. Thus, there is a worldwide effort to achieve net-zero emissions. Consequently, it is crucial to comprehend the specific factors that contribute to carbon emissions of specific economies so that countries can develop and enforce effective strategies for reducing carbon output, mitigating the effects of climate change, and improving recovery programs. Despite many empirical studies conducted in Africa on the determinants of carbon emissions, the results remain inconclusive and inadequate, leaving a void for further research. This study seeks to fill this knowledge gap by modeling the relationship between Kenya's carbon emissions (which have been increasing since the early 2000s), and mobile technology adoption, renewable energy mix, tourism development, development assistance, income, and global financial crises, utilizing the most current data from 1995 to 2021 from the World Bank's database. The ARDL, FMOLS, CCR, and DOLS analysis results reveal that mobile technology, tourism, development aid, and global financial crises increase Kenya's carbon emissions in the long run. At the same time, income and renewable energy reduce short- and long-term impacts. The significant insight from these results is that enhancing renewable energy development, mobile technology, and development assistance can promote a sustainable environment. From these findings, the study proposes many policy recommendations to help decision-makers, communities, companies, and the government in Kenya allocate resources and implement resilience and mitigation policies and programs in the areas most susceptible to the effects of climate change.

Nanofluid minimum quantity lubrication assisted grinding force model considering anisotropy of SiCf/SiC ceramic matrix composites

SiCf/SiC ceramic matrix composites with excellent thermal stability, light weight and oxidation resistance have become key components in advanced aircraft engines. Nanofluid minimal quantity lubrication (NMQL) exhibits significant potential in enhancing heat transfer and lubrication efficiency during the grinding process. The technological challenge lies in thoroughly investigating the theoretical variation rule of grinding force, assisted by nanofluid minimal quantity lubrication, and subsequently achieving low-damage machining of SiCf/SiC composites. In this study, a prediction model for the grinding force during NMQL-assisted grinding was established, integrating diverse lubrication methods, grinding wheel geometric parameters, wear degree, process parameters, the anisotropy and damage degree of SiCf/SiC composites. The model was subsequently experimentally validated through grinding tests conducted on SiCf/SiC composites under various conditions, including dry grinding (DG), flood grinding (FG), minimum quantity lubrication (MQL), and carbon nanotube nanofluids (NMQL-CNTs), across multiple grinding depths. The present investigation’s grinding force forecasting model is evidenced to possess high accuracy of precision, showcasing mean deviations of 6.64 % and 11.97 % in the perpendicular (Fn) and tangential (Ft) grinding force components, respectively. Additionally, employing NMQL-CNTs facilitates the achievement of minimal grinding force and surface finish quality. At depths of 0.4 mm and 0.6 mm during grinding, the mean Fn magnitudes under the NMQL-CNTs lubrication approach underwent a decrease of 66.7 % and 74.5 %, respectively, in contrast, the mean Ft magnitudes experienced a reduction of 55 % and 67.2 %, correspondingly, in comparison to the DG lubrication technique. Notwithstanding the consistency in the material’s brittle removal mechanism across varying lubrication strategies, the NMQL-CNTs approach effectively alleviates fiber abrasion. Concisely, the research presented herein provides foundational theoretical insights and practical technological assistance for the achievement of low damage SiCf/SiC composite processing.

Augmentation of Receptive Skills and Integration of Technology: An Analytical Perspective of Faculty’s Perceptions and Observations in EFL Context

Focusing on the utilization and integration of technology in EFL classrooms to train learners and enrich language inputs. Augmenting receptive skills in the EFL contexts, this paper has repopulated faculty’s perceptions and observations respecting the integration of technology. The study discloses patricians’ thoughts regarding the significance of integrating technology in language classrooms in Saudi for the augmentation of professional strength and academic performance. Language has become more error-free during the practices through technological devices and applications of apps in sessions by language instructors. The study reveals that teachers have presented the effectiveness of the integration of technology for the elevation of de-codification and standardization of language receptions. To inculcate language materials enhances learners’ comprehension during discussions and participations. Instructors have concluded that the integration of technology assists students’ knowledge of language helping in the deconstruction of codification purportedly. Correspondingly, faculty have communicated their discernments of technology integration in EFL classrooms to capitalize on its substantial application for enhancing receptive domains. This research has clarified that integration of technology has become lucrative to instigate effectively learners to receive messages—minimizing misinterpretation of text. Obtaining the overall insights and observations of teachers have identified the optimistic implication of integrating technology for instructional applications and enhancement of receptive skills. They discussed and reflected on the constructive impacts of technology integration on EFL learners. Moreover, the researcher used two questionnaires to conduct the present study from faculty, whose perceptions and attitudes about technology integration inspiring and instigating factors influencing students in the EFL context. Data have been analyzed through SSP to know the differences between all participants’ selected options. Hence, it can be recapitulated that the augmentation of receptive skills has effectual acceleration after the integration of technology.

The Impact and Process of Transition from Face-to-Face to Online Teaching During a Pandemic: A Grounded Theory Approach

Abstract The COVID-19 pandemic required a “rethinking and retooling” of many educational interactions, especially in schools that offer primarily face-to-face educational models. The sudden necessity for altering teaching formats and styles created challenges and opportunities for faculty and their students. There is little understanding of the impact the abrupt switch had on faculty and students, or the process by which the transition took place. The purpose of this study was to develop a theory about the impact on and the processes used by faculty for implementing online education in response to the pandemic. A total of 24 faculty members from a private southeastern university that primarily uses a face-to-face educational model were interviewed. The grounded theory methods of Corbin and Strauss (2015) and Charmaz (2014) were used to inform the inquiry. The unexpected transition to online teaching impacted faculty and students personally, professionally, and academically. Faculty readiness to teach online was highly dependent on perceptions of self-efficacy, which in turn affected their perceptions of the transition. Study findings reinforce the need for university administrators to provide faculty with structured pedagogical support specifically technological and instructional design assistance, dedicated time to learn and incorporate instructional changes, and mental health services to care for themselves and their students during times of crisis. Determining the process by which the transition took place provides insight regarding both transition facilitators and barriers, which can inform future educational delivery and evaluation.

Insight into the dynamic tensile behavior of deep anisotropic shale reservoir after water-based working fluid cooling

During deep shale gas production, flowing water-based working fluid inevitably cools shale reservoirs around boreholes and some fractures, and possible extraction methods induce dynamic stresses. To understand the dynamic tensile behavior of deep anisotropic shale reservoir after water-based working fluid cooling, a split Hopkinson pressure bar was used for performing the dynamic Brazilian tests on shale samples with bedding angles of 0°, 30°, 45°, 60° and 90° after reservoir temperature realization (25–200 °C) and water cooling. The results illustrate that dynamic tensile strength of shale samples decreases gradually as reservoir temperature increases under the loading rates 100–1000 GPa/s. From room temperature to 200 °C the most strength deterioration appears on samples with the bedding angle of 90°. A dynamic tensile strength deterioration model for deep shale reservoirs after water-based working fluid cooling is proposed considering the influence of loading rate and bedding angle. Geometrical trajectories of the main failure cracks are separated into three types, i.e., fully central tensile failure, tensile-shear failure and fully shear failure (sliding of bedding planes). For samples with bedding angles of 30°, 45° and 60°, increasing reservoir temperature encourages tensile failure to change into shear failure. The roles that bedding planes play in interacting with failure crack growth are summarized as IP mode (intersecting propagation), TP mode (turning propagation) and PP mode (promoting propagation). Anisotropic dynamic tensile strength responses are systematically discussed by using thermal stress simulation in ABAQUS, microstructure analyses, crack interaction conditions and the one-dimensional stress wave propagation theory. Based on experimental observations, field implications in borehole stability and fracturing of deep shale reservoirs are proposed under medium and high loading rates. This work is instrumental in providing valuable information and technology assistance for real deep shale gas production projects.

Tindak Tutur Ekspresif dalam Novel Ranah 3 Warna karya Ahmad Fuadi

Research on expressive speech acts in novels is an important study to learn and understand. This research intends to discuss the types and functions of expressive speech in the novel Ranah 3 Warna by Ahmad Fuadi. The study of this novel is a descriptive method of qualitative research. The data of this research is in the form of characters' speech in the novel which relies on expressive speech acts. Data was collected using documentation techniques with the assistance of corpus linguistik technology, namely the korpus nusantara. The data was analyzed using computational linguistics technique through the stages of identification, classification, interpretation, and conclusion. This research found: (1) types of expressive speech acts: congratulating and thanking, expressing pleasure and anger, apologizing, praising, criticizing, insinuating, complaining, and insulting, (2) functions of expressive speech acts: convivial, collaborative, conflictive, and competitive functions.

A Hybrid Model for Classification of Tuberculosis Chest X-Rays Images

Tuberculosis (TB), a grave infectious disease affecting millions globally, is often diagnosed using chest X-rays. For accurate diagnosis, especially for detecting early stage, medical practitioners require the assistance of advanced technologies. In contrast to existing models, which focus largely on TB detection in the images, the proposed work aims to classify the images affecting TB such that an appropriate method can be chosen for accurate chest TB detection in chest X-ray images. Thus, we aim to combine the powerful features of the VGG16 architecture with a convolutional neural network (CNN) for classification purposes. Drawing inspiration from VGG16, known for its effective method of capturing essential image information, we aim to modify VGG16 for feature extraction to identify signs of tuberculosis (TB) in images. For the classification task, we employ a CNN to categorize images impacted by TB. Our proposed technique is evaluated on a standard dataset, demonstrating its superiority over current leading methods in accuracy, recall, and precision.