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Mohd Fadli Ariansyah; Eka Pandu Cynthia

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Lifestyle changes, such as smoking habits, low physical activity, and suboptimal sleep patterns, have the potential to affect various health indicators. However, empirical evidence showing a direct link between lifestyle factors and objective health indicators still shows varying results. This study aims to analyze the relationship between lifestyle factors and health indicators in adult respondents, in an effort to provide an empirical picture of behavioral factors related to health conditions. This study used a quantitative approach with a cross-sectional observational analytic design. Data were obtained from 94 respondents who had complete lifestyle data and health examination results. Lifestyle factors analyzed included smoking habits, exercise frequency, and sleep duration, while health indicators included body mass index (BMI), systolic and diastolic blood pressure, blood sugar levels, cholesterol, uric acid, and pulse rate. Data analysis was performed using descriptive statistics, the Shapiro–Wilk normality test, and the Spearman correlation test according to the characteristics of the data distribution. The results showed that smoking habits were significantly associated with diastolic blood pressure (p < 0.05), exercise frequency was significantly associated with BMI and systolic blood pressure (p < 0.05), and sleep duration was significantly associated with uric acid levels (p < 0.05). Meanwhile, the relationship between lifestyle factors and other health indicators did not show statistical significance. These findings indicate that the influence of lifestyle on health is specific to certain indicators and is not evenly distributed across all health parameters. This study concludes that identifying lifestyle factors relevant to certain health indicators is important as a basis for formulating more targeted health promotion strategies.

Shahiban Muzaki

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Improper water management in rice cultivation can lead to water stress, which reduces productivity. Conventional monitoring has limitations on large-scale lands, necessitating more efficient remote sensing technologies. This study aims to develop a water stress identification system for rice plants in the late vegetative phase using multispectral drone imagery integrated with an Artificial neural network (ANN). The research method employs an experimental approach with six water availability levels in Karyamukti Village, Sumedang. Field reference data were obtained through soil moisture sensors converted into Available Water (AW) values. Image processing stages included orthomosaic reconstruction, leaf object segmentation, and transformation of vegetation indices (NDVI, NDRE, GNDVI, etc.) as model inputs. The results show that the ANN model with a four-hidden-layer architecture achieved training and validation accuracies of 94–95%. In the independent testing phase, the model produced an accuracy of 94.60% with an F1-Score of 93.33%. Spatial visualization of the prediction results indicates a consistent water condition distribution across rice plots. In conclusion, the integration of multispectral drones and ANN provides an accurate non-destructive solution for spatial monitoring of water availability in rice plants.

Moh Nur Iman Siyus Setyowati; Dihin Muriyatmoko; Eko Prasetio Widhi

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Career selection is an important process for students at Darussalam Gontor University (UNIDA) because it influences their academic development and future employment. However, many UNIDA students experience difficulties in determining suitable careers due to a lack of understanding of their psychological characteristics. This study aims to build a Decision Support System (DSS) for career recommendations for UNIDA students based on psychological test results using the Simple Additive Weighting (SAW) method. The psychological data used are non-clinical test results collected through a structured questionnaire from six respondents and converted into numerical scores. The research stages include determining criteria and weights, compiling a decision matrix, normalization process, calculating preference values, and ranking career alternatives using SAW. The career alternatives used consist of academics, corporate professionals, entrepreneurs, managers, and social/public services. The results show that the managerial career alternative obtained the highest preference value of 0.861, followed by entrepreneurs at 0.824, corporate professionals at 0.778, social/public services at 0.737, and academics at 0.703. These findings demonstrate that the SAW method is capable of providing objective and systematic career recommendations based on the psychological profiles of UNIDA students. This research is expected to assist UNIDA students and academics in making more informed career decisions tailored to individual characteristics

Usi Nofriana; Nurhadi Nurhadi; Joni Devitra

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Advances in information technology have changed the way humans obtain and manage information, including in the world of education. School websites have become an important medium for conveying academic, administrative, and school activity information quickly and efficiently. However, not all educational institutions are able to optimize the functions of their websites. This study was conducted to determine user satisfaction with the website of SMP Negeri 5 Kota Jambi using the Webqual 4.0 model and Importance Performance Analysis (IPA). The research method used was a descriptive quantitative approach with data collection through the distribution of questionnaires to 291 respondents from a total population of 1,065 students. The analysis was conducted by measuring the three main dimensions of Webqual 4.0, namely usability quality, information quality, and service interaction quality, then using IPA to map service improvement priorities. The results showed that most users were satisfied with the quality of the website, particularly in  terms of ease of use and service interaction. However, the timeliness of information updates and the responsiveness of the display on mobile devices still needed improvement. Recommendations for improvement focused on the dimensions in the "Concentrate Here" quadrant of the IPA analysis.

Irma Mahlisa; Nelli Roza

Jurnal Kesehatan dan Kedokteran 2026 Lembaga Pengembangan Kinerja Dosen

Hypertension is one of the most common chronic diseases among the elderly and is often accompanied by insomnia. This condition can increase anxiety and reduce quality of life. Progressive Muscle Relaxation (PMR) is an effective non-pharmacological therapy to lower blood pressure and improve sleep quality. This paper describes nursing care for elderly patients with hypertension and insomnia through PMR application at RSUD Embung Fatimah Batam City in 2025. A case study approach was used through the nursing process, including assessment, nursing diagnosis, intervention, implementation, and evaluation. The main nursing diagnosis was sleep pattern disturbance related to physical discomfort and anxiety. Interventions included education and PMR exercises for six consecutive days. Results showed blood pressure decreased from 180/100 mmHg to 130/80 mmHg, sleep quality improved from difficulty sleeping to 6–7 hours per night, and anxiety levels reduced. Progressive muscle relaxation therapy proved effective as an independent nursing intervention to reduce blood pressure and improve sleep quality in elderly patients with hypertension and insomnia. Nurses should use this therapy as a routine non-pharmacological intervention in gerontological nursing practice.

Muhammad Ikhsan; Gabriel Bato Malewa Pirade

Jurnal Riset dan Inovasi Manajemen 2026 International Forum of Researchers and Lecturers

In the era of globalization and intensifying market competition, strategic management has become a crucial instrument for organizations to maintain a competitive advantage. This study aims to comprehensively examine the role of strategic management in improving organizational performance based on previous research findings. The method used is a literature review with a qualitative-descriptive approach through the collection, evaluation, and synthesis of scientific articles from reputable national and international journals published between 2021 and 2026. The research findings indicate that the stages of strategic management, including strategy formulation, implementation, and evaluation, contribute significantly to improving organizational performance in both financial and non-financial aspects. Determinant factors such as strategic leadership, resource mobilization, and organizational culture alignment are proven to strengthen organizational effectiveness in facing environmental uncertainty. Furthermore, strategic management plays a vital role in building organizational resilience to adapt to dynamic external changes. The implications of this study emphasize the importance for managers and organizational leaders to implement strategic management practices consistently and integratedly to ensure long-term survival and success. The results of this literature synthesis provide a theoretical framework for practitioners in optimizing organizational strategic capabilities amidst complex global challenges.

Robby Awaluddin Jamil

Jurnal Hukum dan Sosial Politik 2026 International Forum of Researchers and Lecturers

The reform of family law in Indonesia represents an essential response to social developments and the growing demand for constitutional protection of citizens’ rights. Family law, primarily governed by Law Number 1 of 1974 on Marriage, has long been criticized for not fully reflecting substantive justice, particularly for vulnerable groups such as children born outside marriage, persons with mental disabilities, and couples facing complex marital relations. In this context, the Constitutional Court of Indonesia (Mahkamah Konstitusi) plays a crucial role as the guardian of the Constitution by promoting progressive reforms through its landmark decisions. This study examines the implications of five significant Constitutional Court rulings: Decision No. 46/PUU-VIII/2010 concerning the legal recognition of children born out of wedlock; Decision No. 93/PUU-XX/2022 addressing guardianship and the rights of persons with mental disabilities; Decision No. 69/PUU-XIII/2015 allowing post-nuptial agreements; and Decisions No. 68/PUU-XII/2014 and No. 24/PUU-XX/2022 regarding interfaith marriage. These rulings demonstrate a paradigm shift from a rigid legalistic approach toward a constitutional framework grounded in human rights, equality, and substantive justice. Furthermore, notaries hold a strategic position as public officials authorized to draft authentic deeds, serving as a bridge between constitutional values and legal practice. Notaries are not merely administrative actors but are responsible for ensuring that legal documents align with positive law and provide legal certainty and protection for individuals. Therefore, the reform of Indonesian family law should not remain solely at the normative level of Constitutional Court rulings but must be effectively implemented in daily legal practice.

Maryona Septiara; Maie Istighosah; Yudha Islami Sulistya; Imam Adiyana; Alfilia Hilda Rahmatika

Jurnal Pengabdian Sosial 2026 Lembaga Pengembangan Kinerja Dosen

Durian Bhineka Bawor is one of the leading local commodities of Alasmalang Village with high economic potential. However, product promotion and marketing activities are still dominated by conventional methods and limited local networks, resulting in restricted market access, low competitiveness, and the absence of structured product information documentation. This community service program aims to address these challenges through the implementation of an interactive website integrated with an AI Agent, serving as a centralized information platform as well as a digital product ordering service. The main objectives of this program are to strengthen local durian branding through the utilization of modern digital technology, expand market reach, and enhance community digital literacy. The implementation method was carried out in several stages, including program coordination and socialization, content needs assessment, website design and development, AI Agent and WhatsApp server integration, system testing, manager training, official deployment, and continuous assistance. The AI Agent provides interactive services in the form of product information delivery, personalized recommendations, and order facilitation directly connected to the admin dashboard and social media platforms, thereby accelerating transaction processes and improving consumer experience. The expected outcomes of this program include the establishment of a more professional, transparent, and efficient promotion and ordering system for Durian Bhineka Bawor products. The developed platform is expected to expand market access, increase product sales, and create new digital-based business opportunities. Furthermore, this program contributes to community empowerment by improving digital skills and technology management capabilities to support local economic independence and competitiveness.

Khaza Naturrachma; Nuzul Rahmayani

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

The Cash on Delivery (COD) system is one of the payment methods frequently used in online buying and selling transactions, where consumers pay for ordered products upon receipt of the goods. Although it provides convenience, this system often causes problems, especially related to transaction cancellations by consumers after the delivery process has been carried out by business actors. This research examines how the regulation and allocation of risk for goods return in the COD system according to the Civil Code and the forms of legal protection provided to business actors against the risk of goods return in the COD system according to Law Number 8 of 1999 concerning Consumer Protection. The method used in this research is normative, supplemented by literature study results such as legislation. The results show that the Civil Code recognizes the concept of risk as a legal consequence related to the possibility of losses on the object of the agreement, and legal protection for business actors is divided into preventive legal protection and repressive legal protection.

Nurul Ramadhini; Kartika Dewi Irianto

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

Copyright infringement in the music sector continues to be a significant issue in Indonesia, particularly when musical works are commercially used by business operators. Copyright law provides legal protection for creative works, including songs or music, by granting exclusive rights to control use and derive benefits from such creations. This research examines the legal analysis of copyright holders in compensation for royalty payments. The method used in this research is normative, supplemented by literature studies, including relevant regulations and previous research on song or music copyright. The research findings indicate that royalty payment is a legal obligation for every user of songs in commercial activities, and creators are entitled to such compensation. However, in the Mie Gacoan case in Bali, it is evident that the implementation of these provisions remains constrained due to weak legal understanding, supervision, and compliance, necessitating strengthened law enforcement and optimization of the role of collective management institutions.

Kuky Andean Shintong Siagian

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

This study aims to analyze the investigation process involving children as perpetrators of trafficking in persons at the Women and Children Protection Unit (PPA) of Bukittinggi Police Resort and to assess the forms of legal protection provided at each stage of the examination. This research applies an empirical juridical approach by combining literature review and field research through interviews with investigators and related parties. The findings indicate that the investigation process has been conducted in accordance with Law Number 11 of 2012 concerning the Juvenile Criminal Justice System, while upholding the principle of the best interests of the child. Legal protection is implemented through legal assistance, closed hearings, limited detention periods, and coordination with relevant institutions to support the child’s recovery and rehabilitation. However, several obstacles remain, including the limited number of investigators, restricted investigation timeframes, and difficulties in presenting witnesses. This study concludes that legal protection for children involved as perpetrators of trafficking in persons has been carried out in line with normative regulations, yet it requires strengthened institutional capacity and inter-agency coordination to ensure more effective implementation.

Muhammad Rizky Aditia Nugraha

Jurnal Kajian Ilmu Sosial, Politik dan Hukum 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

The position of children in marriage plays an important role in family law because it is related to the legal status and fulfillment of children's civil rights. Differences in regulations regarding legitimate children and children born out of wedlock in Indonesian positive law create legal uncertainty, particularly regarding civil relations with biological fathers. This study aims to analyze the legal status of legitimate children and illegitimate children and the changes in the legal paradigm following Constitutional Court Decision Number 46/PUU-VII/2010. This study uses normative legal methods with a statutory and conceptual approach. The results show that before the Constitutional Court decision, illegitimate children only had a civil relationship with their mother and their mother's family, whereas after the decision, illegitimate children can have a civil relationship with their biological father as long as the blood relationship can be legally proven. This decision confirms legal reform efforts to guarantee protection and legal certainty for children without discrimination based on birth status.

Ronika Witrianingsih

Jurnal Budi Pekerti Agama Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to analyze the strategies of tahfidz teachers in improving students’ Qur’anic memorization quality through a literature review approach. Memorization quality is not merely measured by the quantity of verses memorized, but also includes accuracy of recitation, fluency, consistency in muroja’ah (revision), and long-term memory retention. This research employed a literature review method by examining national and international journal articles as well as relevant academic books published between 2020 and 2025. Data were analyzed using content analysis techniques to identify themes, patterns, and research gaps related to teachers’ strategies in tahfidz learning. The findings reveal that effective tahfidz teaching strategies can be classified into four main aspects: (1) structured and consistent implementation of repetition (tikrar), (2) reinforcement of muroja’ah and periodic evaluation, (3) motivational strategies and character development, and (4) innovative learning approaches integrating collaboration and educational technology. The tikrar method is proven effective in strengthening memorization retention when supported by systematic program planning. Furthermore, intrinsic motivation, a conducive learning environment, and varied instructional methods significantly contribute to maintaining students’ memorization stability. In conclusion, improving the quality of Qur’anic memorization depends not only on repetition frequency but also on the integration of pedagogical strategies, affective-spiritual approaches, and instructional innovation. This study provides a conceptual contribution to the development of more comprehensive and sustainable tahfidz learning strategies.

Najamudin Najamudin; Dwi Muliati; Anisa Anisa; Andika Mulyansyah; Nur Indah Tiana

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

Mental health is an essential aspect of human life that is deeply connected to one’s spiritual and faith condition. In the Islamic creed (ʿaqīdah) perspective, mental well-being is not merely defined by emotional stability or positive thinking but by one’s ability to maintain faith, surrender to Allah, and face life’s trials with patience and gratitude. Islam teaches that the source of inner peace (ṭuma’ninah) lies in closeness to Allah through remembrance (dhikr), prayer, and belief in divine destiny (qadha and qadar). Hence, a strong foundation of faith is crucial in maintaining a balanced psychological state for Muslims. In addition to patience and gratitude, the concept of ikhtiar (effort) also plays a vital role in overcoming anxiety. A Muslim is taught to make sincere efforts while trusting in Allah’s will, thereby achieving harmony between physical endeavor and spiritual strength. By internalizing the values of patience, gratitude, and effort, individuals can develop strong mental resilience, manage stress wisely, and find meaningful purpose in life’s challenges. This study highlights the significant role of Islamic teachings in fostering holistic mental health rooted in spiritual tranquility.

Agustinus Abraham

International Perspectives in Christian Education and Philosophy 2026 Asosiasi Riset Ilmu Pendidkan Agama dan Filsafat Indonesia

This study examines the identity and role of the Catholic Church as civitas Dei through an analysis of Augustine of Hippo’s political philosophy and its relevance to the pastoral response of the Konferensi Waligereja Indonesia (KWI) toward Indonesia’s socio-political dynamics in 2025. The research departs from the problem of how the Church should position itself amid political polarization, violent demonstrations, and violations of human dignity that marked the national context. It aims to (1) explain Augustine’s concept of civitas Dei and civitas terrena, (2) formulate the Church’s identity as a moral-spiritual community oriented toward God, and (3) analyze the relevance of this framework for the Church’s prophetic and pastoral engagement in Indonesia. This study employs a qualitative method with a literature review approach, drawing from Augustine’s De Civitate Dei, Church documents, and the official pastoral statement of KWI, complemented by relevant theological and socio-political sources. The findings show that Augustine’s distinction between the two cities is not merely institutional but based on the orientation of love: love of God that generates justice and service, versus self-love that leads to domination and injustice. Within this framework, the Church in Indonesia actualizes civitas Dei through solidarity with victims, ethical criticism of power, and active participation in promoting peace and the common good. KWI’s pastoral statement embodies this prophetic stance by advocating nonviolence, human dignity, and social justice. In conclusion, Augustine’s political theology remains normatively relevant for guiding the Church’s mission as a transformative moral force in contemporary public life.

Kurniati Setyaningrum; Siti Hodijah; Nurhayani Nurhayani

Jurnal Ekonomi, Akuntansi, dan Perpajakan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study examines the dynamic progression of Regional Original Revenue (PAD), the realization of Domestic Investment (PMDN), the size of the labor force, infrastructure availability, and their implications for economic growth across 11 regencies and municipalities in Jambi Province over the period 2017–2023. The analysis employs a panel data regression model, utilizing a combination of time-series and cross-sectional data sourced from Statistics Indonesia and the Regional Investment and One-Stop Integrated Services Office. The empirical findings reveal that PAD experienced a growth rate of 5.39 percent. In contrast, PMDN and the labor force displayed fluctuating patterns, with percentage changes of 905.97 percent and 1.68 percent, respectively. Infrastructure development and economic growth recorded increases of 0.51 percent and 4.04 percent. Further analysis demonstrates that PAD, labor force participation, and infrastructure exert a positive and statistically significant influence on economic growth. Conversely, PMDN does not exhibit a statistically significant effect on regional economic growth within the observed period.

Andimulu Hayu Fatimah; Ria Ekanindya Widyaningsih

Pajak dan Manajemen Keuangan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the impact of digital innovation on financial management in Purbalingga Regency, focusing on two main systems: the Regional Government Information System (SIPD) and the Village Financial System (SISKEUDES). Digital innovation is considered important to enhance transparency, efficiency, and accountability in public financial management (Lips, 2020; Agostino, Bracci, & Steccolini, 2022). The method used is a qualitative approach with a case study supported by in-depth interviews with application users and previous research (Daffa, 2024; Nadaa & Priyanti, 2023). The findings show that the use of SIPD and SISKEUDES has successfully increased transparency and efficiency in financial reporting in Purbalingga through data integration and public access to information. However, technical issues, limited human resources, and lack of inter-agency cooperation remain obstacles. Efforts by the local government, such as routine training, system updates, and digital literacy improvement, have strengthened digital-based financial governance. Overall, this study shows that the success of digital innovation in public financial management is influenced not only by technology but also by institutional readiness, a culture of transparency, and community involvement in overseeing regional financial management.

Rufaidah Mar’atusholihah

Akuntansi dan Ekonomi Pajak: Perspektif Global 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the implementation of Statement of Financial Accounting Standards (PSAK) 109 concerning Accounting for Zakat, Infaq, and Sadaqah at BAZNAS Tegal Regency and to assess its level of compliance with the applicable standards. This research is motivated by the importance of transparency and accountability in the management of zakat funds as a form of responsibility to the public and stakeholders. The study employs a qualitative method with a descriptive approach through observation, interviews, and documentation studies of the institution’s financial statements. The results indicate that BAZNAS Tegal Regency has prepared its financial statements in accordance with the components required by PSAK 109, including the statement of financial position, statement of changes in funds, statement of changes in managed assets, statement of cash flows, and notes to the financial statements. In terms of distribution, presentation, and disclosure, the implementation of the standard has complied both formally and substantively. However, in the aspects of recognition and measurement, the implementation is not yet fully comprehensive, as there has been no realization of non-cash asset receipts and no impairment testing has been applied to non-cash assets. Overall, the implementation of PSAK 109 has been administratively well executed, but further strengthening is required in technical and procedural aspects to ensure more optimal, consistent, and comprehensive application in accordance with sharia accounting principles.

Citra Resonansi Humaniora; Nailah Fiorenza Fitriyah; Iryanti Amanda Puspita Sari; Putri Annisa Tyara Anggie; Raisiya Nadhira Abhitah +2 more

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Conflicts in transmigration areas are generally multidimensional and influenced by social, economic, land, and institutional factors. This study aims to identify the forms and distribution of conflicts in three districts of the transmigration area, namely Momi Waren District, Ransiki District, and Oransbari District, as well as to formulate a smart system-based conflict resolution approach through the use of spatial data, local institutions, and local wisdom-based settlement practices. Based on field mapping, four main categories of conflict were identified: 1) Land conflicts occur throughout the transmigration sites in the form of claims to transmigration land that has not been handed over to transmigrants because the compensation price is below normal. In addition, there is no ATR BPN office in South Manokwari Regency, one of whose functions is community empowerment and conflict resolution. 2) Economic conflicts occur because transmigrants are registered and recorded in the population registry, making it easy for them to access capital. Several economic activities in agriculture and transportation services are dominated by transmigrants, causing economic jealousy. 3) Social conflicts occur when the distribution of social assistance is uneven and the excessive use of illegally sold alcoholic beverages causes social unrest. 4) Institutional conflicts occur when civil servants, police, and military personnel are recruited, and not all indigenous Papuans who are nominated can be accommodated, requiring the involvement of tribal councils to formulate recommendations for recruitment that prioritize indigenous Papuans. The root causes of the conflict were analyzed using a root cause analysis approach that covered unclear land boundaries, unequal economic access, weak coordination between institutions, and low social trust due to differences in interests between groups. This study utilizes best practices from the Tribal Council, the South Manokwari Regency Transmigration and Manpower Office, the Religious Harmony Forum, and the Social Services Office as the basis for developing smart maps for an early warning system for conflicts. The results of the study formulate a Smart Conflict Resolution System framework consisting of three main components: (1) participatory spatial mapping of conflicts and key actors, (2) integration of institutional databases and social-customary mediation channels, and (3) design of smart maps as a mitigation and decision-making tool in transmigration areas. This system is expected to strengthen collaborative governance, prevent conflict escalation, and realize inclusive and sustainable management of transmigration areas

Sasa Kirana Wulandari; Fachruddin Fachruddin; Jasmir Jasmir

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Freshwater fish diseases significantly affect aquaculture productivity and economic sustainability, while accurate visual classification remains challenging due to interclass similarity and image variability. This study presents a comparative evaluation of three deep learning architectures—DenseNet201, ResNet50, and EfficientNetV2-S—using a stepwise optimization strategy combined with Gradient-weighted Class Activation Mapping (Grad-CAM) for freshwater fish disease classification. Models were trained through three phases: baseline, optimized, and fine-tuned. Performance was evaluated using accuracy, precision, recall, F1 score, Matthews correlation coefficient (MCC), Cohen’s kappa, and per-class ROC–AUC. Results show consistent performance improvement across all architectures, with EfficientNetV2-S achieving the highest accuracy (97.14%), followed by ResNet50 (96.11%) and DenseNet201 (94.40%). High ROC–AUC values (>0.98) indicate strong discriminative capability. Grad-CAM analysis confirms that all optimized models focus on biologically relevant lesion regions, enhancing model transparency and reliability.