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Elyna Rafiza Zaliana; Naura Lutfia Fajriani; Angela Merici Tamara Wibowo; Farah Maulida Ayu Zahara; Salma Ayu Aini Zulfa +2 more

This study aims to examine the use of deixis in the film Habibie and Ainun (2012) through a pragmatic approach and to explore its implications for character education. The research employs a descriptive qualitative method by analyzing utterances containing personal, spatial, temporal, discourse, and social deixis in the main characters’ dialogues. The data were obtained through transcription and contextual interpretation to uncover the pragmatic meanings embedded in the linguistic expressions. The findings reveal that deixis functions not only as a linguistic reference marker but also as a medium for expressing and reinforcing character values such as loyalty, responsibility, perseverance, and love. The contextual use of language in the film reflects the process of moral formation and emotional depth, demonstrating how language contributes to shaping character development. This study contributes to the development of Indonesian language learning by emphasizing the integration of pragmatic analysis and character education through film media. Therefore, it is recommended that language educators utilize educational films containing pragmatic elements as effective learning resources to enhance both linguistic competence and moral awareness among students.

Shifa Nurria; Sarah Widya Astuti; Mukhlisin Nata Hudin; Syarifuddin Syarifuddin; Rani Oktapiani

Jurnal Ilmu Sosial, Bahasa dan Pendidikan 2026 Pusat Riset dan Inovasi Nasional

21st-century skills are a crucial aspect that students must master, equipping them to face the challenges of modern development. In history learning, the use of Problem-Based Learning (PBL) is considered a powerful tool for transforming learning from rote memorization to active, problem-solving-based learning. This study aims to analyze the role of PBL in enhancing 21st-century skills in history learning through the Problem-Based Learning (SLR) approach. The research method used in this study is the SLR with a prism procedure. The data were obtained from a search of scientific articles through Google Scholar using the keywords Problem-Based Learning, 21st-Century Skills, and history learning. From the initial 2,540 articles obtained, after screening based on relevance, quality, and year range, six key articles were obtained. The study results indicate that PBL is effective in enhancing 21st-century skills through discussions, historical source analysis, and contextual problem-solving. This approach is considered appropriate for the curriculum because it encourages student-centered learning, rather than teacher-centered learning. Although PBL still faces several challenges in its implementation, it remains a relevant and effective learning strategy for developing 21st-century skills.

Asma Hidayatul Hasanah; Fatimatuz Zahro; Izzatul Firdaus; Rr. Kusuma Dwi Nur Ma’rifati

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

Religious learning in secondary schools is not only implemented through intracurricular activities but is also strengthened by applicative extracurricular programs. One form of actualizing religious learning is kultum khitobiyah activities within the Islamic Spiritual Organization (Rohani Islam/Rohis). This study aims to describe the actualization of religious learning through Rohis kultum khitobiyah activities in developing students’ public speaking skills and spirituality at SMA Negeri 2 Tuban. This research employed a qualitative approach using field research methods. Data were collected through observation, interviews, and documentation, while data analysis was conducted through data reduction, data display, and conclusion drawing. The results indicate that kultum khitobiyah activities effectively actualize religious learning through students’ active involvement in religious preaching practices. These activities contribute positively to the development of public speaking skills, particularly in terms of courage, self-confidence, and the ability to deliver ideas systematically. Furthermore, kultum khitobiyah activities also play a significant role in strengthening students’ spirituality, as reflected in increased religious awareness, internalization of Islamic values, and the manifestation of religious attitudes in daily life. Therefore, kultum khitobiyah activities within the Rohis extracurricular program have a strategic role in reinforcing religious learning by integrating communication skill development with students’ spiritual formation.

Euis Kusumarini; Eka Selvi Handayani; Ana Fajar Wati

FUNDAMENTUM : Jurnal Pengabdian Multidisiplin 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This community service program aims to develop a local wisdom-based literacy model as an effort to improve students’ reading interest at SD Negeri 025 Samarinda Utara. The low level of reading interest among elementary school students remains a challenge in the implementation of the School Literacy Movement initiated by the Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi. One of the contributing factors is the lack of contextual reading materials that are relevant to students’ socio-cultural environment. Therefore, integrating local wisdom into literacy activities is considered an innovative strategy to enhance students’ engagement in reading activities.The implementation method included needs analysis, the design of a literacy model, program implementation through storytelling of East Kalimantan folktales, the development of a culturally themed reading corner, and teacher mentoring in integrating literacy into classroom learning. Evaluation was conducted through observation of student participation, reading interest questionnaires, and reflective discussions with teachers.The results indicate an increase in students’ enthusiasm for reading activities, a higher frequency of classroom reading corner utilization, and improved understanding of local cultural values. The local wisdom-based literacy model proved effective in creating a contextual, engaging, and meaningful learning atmosphere. This program is expected to serve as a sustainable model for strengthening literacy culture in elementary schools.

Amiruddin Amiruddin; Wahyu Widiyansih; Evi Triutami; Yunis Maila; Wahyu Hidayat +4 more

2026 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The Pious Children Festival is a collaborative work program implemented by students (KKN) of Batang Hari Islamic University in Jelutih Village, Batin XXIV District. This activity aims to instill religious values ​​and strengthen children's self-confidence from an early age. A pious child is defined as an individual who consistently behaves well, possesses strong faith, and is devout in practicing Islamic teachings. The objectives of the Pious Children Festival include: (1) increasing children's enthusiasm for studying Islamic teachings, (2) developing children's interests and talents in religious matters, and (3) fostering children's self-confidence in showcasing their abilities. This activity is packaged in the form of religious competitions that include the call to prayer (adhan), memorization of short surahs (chapters), daily prayers, Qur'an recitation, and an Islamic fashion show. Participants from the PAUD (Early Childhood Education), Kindergarten (TK), and RA (Islamic Elementary School) levels take part. The implementation method involves several stages: analyzing the needs of early childhood children, planning activities, implementing programs, and evaluating and following up on the results. The results of the Pious Children Festival demonstrated an increased enthusiasm among the children of Jelutih Village for learning about Islam. Furthermore, this activity also had a positive impact on increasing the children's courage and confidence in showcasing their religious talents. This was evident in the changes in the attitudes of several boys who previously lacked confidence in performing the call to prayer, but after participating in this activity, became more courageous and confident.

Turki, Muhamad; Dinar Ristanti, Clara Bonita

Proceeding. of The International Conference on Business and Economics 2026 Universitas 17 Agustus 1945 Semarang

Higher education management at the master's level currently faces urgent challenges, namely learning fatigue and low engagement among professional students, especially in Prior Learning Recognition (RPL) classes. Currently, lecturers still tend to apply conventional learning methods based on static presentations that fail to accommodate andragogical characteristics due to a lack of dynamic interaction. Therefore, this study aims to evaluate the effectiveness of the “Humanistic Digital Andragogy” approach through the integration of gamification (Kahoot) and visual thinking (Whimsical) in the Strategic Human Resource Management course. The researchers used a descriptive qualitative design with thematic analysis and collected data through feedback from students in the Master of Management Program (Semarang and Sorong classes). The results revealed that technology served as a double catalyst: Whimsical visualization effectively reduced the cognitive load of complex strategy material, while competition in Kahoot triggered positive adrenaline (eustress) that increased attention. These findings confirm that the success of technology is highly dependent on the role of lecturers as humanistic facilitators (high-touch). This synergy has been proven to change students' perceptions of HRM from merely administrative to strategic partners, as well as creating learning satisfaction that is relevant to the world of work.

Amiruddin Amiruddin; Wahyu Widiyansih; Evi Triutami; Yunis Maila; Wahyu Hidayat +4 more

Karakter : Jurnal Riset Ilmu Pendidikan Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The Pious Children Festival is a collaborative work program implemented by students (KKN) of Batang Hari Islamic University in Jelutih Village, Batin XXIV District. This activity aims to instill religious values ​​and strengthen children's self-confidence from an early age. A pious child is defined as an individual who consistently behaves well, possesses strong faith, and is devout in practicing Islamic teachings. The objectives of the Pious Children Festival include: (1) increasing children's enthusiasm for studying Islamic teachings, (2) developing children's interests and talents in religious matters, and (3) fostering children's self-confidence in showcasing their abilities. This activity is packaged in the form of religious competitions that include the call to prayer (adhan), memorization of short surahs (chapters), daily prayers, Qur'an recitation, and an Islamic fashion show. Participants from the PAUD (Early Childhood Education), Kindergarten (TK), and RA (Islamic Elementary School) levels take part. The implementation method involves several stages: analyzing the needs of early childhood children, planning activities, implementing programs, and evaluating and following up on the results. The results of the Pious Children Festival demonstrated an increased enthusiasm among the children of Jelutih Village for learning about Islam. Furthermore, this activity also had a positive impact on increasing the children's courage and confidence in showcasing their religious talents. This was evident in the changes in the attitudes of several boys who previously lacked confidence in performing the call to prayer, but after participating in this activity, became more courageous and confident.

Siti Lailiyah; Salis Wahyu Hidayati; Pamungkas Stiya Mulyani; Maryono Maryono; Robingun Suyud El Syam

FUNDAMENTUM : Jurnal Pengabdian Multidisiplin 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Drug abuse (NAPZA) has become a serious threat among students and poses significant risks to their physical health, psychological well-being, and future development. Therefore, preventive efforts through structured education and mentoring programs are essential. This community service activity aims to describe the process and outcomes of a drug abuse prevention mentoring program conducted at SMP Negeri 2 Bulu, Temanggung. The program applied a participatory approach consisting of four stages: coordination with the school, educational socialization on the dangers of drugs, follow-up activities through discussions and student reflections, and evaluation to measure students’ understanding. The educational sessions were delivered using interactive lectures, question-and-answer methods, and visual learning media to enhance students’ engagement and comprehension. The results indicate an increase in students’ knowledge and awareness regarding the types, impacts, and prevention strategies of drug abuse. Moreover, students demonstrated more positive attitudes and a stronger commitment to avoiding drugs as a form of self-protection for their health and future. This program is expected to serve as a school-based preventive education model to reduce drug abuse among students through collaboration between teachers, schools, and the wider community.

Nabila Septiana; Suhendro Suhendro; Pahmi Kurniawan; Syarifuddin Syarifuddin; Rani Oktapiani

WISSEN : Jurnal Ilmu Sosial dan Humaniora 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study is based on the fact that history learning in secondary schools is still dominated by a memorization-based approach, which does not fully encourage deep understanding or interest in learning among students, while the characteristics of the digital generation demand more interactive, visual, and participatory strategies. This study aims to examine the urgency of utilizing interactive media in history learning, identify relevant forms of media, and explain their implications for the quality of the learning process and outcomes. The method used is a literature study examining various recent studies on the use of interactive multimedia, digital e-books, historical videos and simulations, and educational games in history learning. The results of the study show that the use of interactive media contributes to increasing interest and motivation in learning, strengthening understanding of concepts and the chronology of events, and developing students' critical and historical thinking skills, while encouraging a shift in the role of teachers to become facilitators and innovators of learning. Therefore, its integration needs to be designed in a targeted and contextual manner to be in line with the characteristics of students and the demands of 21st-century learning.

Nurul Laela; Kharisma Maya M; Ali Fauzi

Reflection : Islamic Education Journal 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The ability to read the Qur’an is a fundamental competence that must be possessed by every Muslim student. However, in educational practice at schools, various problems are still found, particularly the low level of Qur’an reading ability among some students, accompanied by learning boredom. One of the contributing factors to this condition is the use of a single, monotonous, and less varied teaching method. This article aims to examine the problems related to students’ ability to read the Qur’an and the learning boredom that arises due to the implementation of a single method in instruction, as well as to offer practical solutions that can be implemented by educators. The writing method of this article uses a literature review approach and reflection on teaching practice. The results of the study show that a single teaching method tends to reduce students’ learning motivation, hinder active engagement, and slow down the improvement of Qur’an reading skills. Therefore, it is necessary to implement more varied, interactive, and contextual teaching methods, such as game-based learning, group work, and the use of innovative instructional media. Thus, it is expected that students’ ability to read the Qur’an can improve and learning boredom can be effectively minimized.

Anisa Putri Melinda Djo; Yakobus Adi Saingo

Jurnal Pendidikan Agama dan Teologi 2026 International Forum of Researchers and Lecturers

This study aims to analyze the influence of teachers' teaching styles on the formation of student character in the school environment. The study focuses on comparing democratic-humanist and authoritarian teaching styles, and their implications for student character development. The research method used is a qualitative method with a literature review approach, through a systematic analysis of books, scientific articles, and previous research results relevant to the topic of teaching styles and character education. The results and discussion indicate that education is not only oriented towards academic achievement, but also on the formation of moral values, attitudes, and personality of students. Teachers have a strategic role as educators, mentors, and role models whose behavior and teaching styles greatly influence student character. Democratic and humanist teaching styles have been shown to encourage the growth of self-confidence, courage to express opinions, independence, empathy, and moral integrity in students. Conversely, authoritarian teaching styles tend to instill fear, reduce creativity, weaken self-confidence, and shape students' character under pressure. This study confirms that student character formation is strongly influenced by the quality of teacher-student interactions, the emotional atmosphere in the classroom, role models, and moral communication established by teachers. Therefore, a balance is needed in implementing a firm but humanistic teaching style in order to create a learning environment that is conducive to optimal character formation of students.

Jefrianto Gailya; Jonathan Leobisa; Yakobus Adi Saingo

Jurnal Pendidikan Agama dan Teologi 2026 International Forum of Researchers and Lecturers

The digital era presents various opportunities as well as challenges in the world of education, particularly in the formation of student character. The development of technology, social media, and the unlimited flow of information influence the way students think, act, and behave. This condition demands the role and responsibilities of Christian Religious Education (PAK) Teachers that are increasingly complex and strategic. This study aims to describe the responsibilities of PAK Teachers in the formation of student character in the digital era. The research method used is a qualitative method with a literature study approach. Data were collected through a review of scientific journals, academic books, and theoretical sources relevant to the research topic. The results of the study indicate that PAK Teachers are not only responsible for conveying Christian faith material, but also guiding students in internalizing and practicing Christian values such as love, honesty, responsibility, self-control, and empathy, both in real life and digitally. PAK Teachers act as educators, role models, guides, and spiritual counselors who integrate character education into the learning process. In addition, PAK Teachers are required to have adequate pedagogical, professional, personality, and social competencies, as well as the ability to utilize technology wisely. Collaboration with parents and schools is a crucial aspect in sustainably shaping students' character. Thus, Christian Religious Education teachers act as agents of transformation in shaping a generation with Christian character ready to face the challenges of the digital era.

Nurul Laela; Kharisma Maya M; Ali Fauzi

2026 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The ability to read the Qur’an is a fundamental competence that must be possessed by every Muslim student. However, in educational practice at schools, various problems are still found, particularly the low level of Qur’an reading ability among some students, accompanied by learning boredom. One of the contributing factors to this condition is the use of a single, monotonous, and less varied teaching method. This article aims to examine the problems related to students’ ability to read the Qur’an and the learning boredom that arises due to the implementation of a single method in instruction, as well as to offer practical solutions that can be implemented by educators. The writing method of this article uses a literature review approach and reflection on teaching practice. The results of the study show that a single teaching method tends to reduce students’ learning motivation, hinder active engagement, and slow down the improvement of Qur’an reading skills. Therefore, it is necessary to implement more varied, interactive, and contextual teaching methods, such as game-based learning, group work, and the use of innovative instructional media. Thus, it is expected that students’ ability to read the Qur’an can improve and learning boredom can be effectively minimized.

Deki Marizaldi; M. Herdi Pratama; Lindrianasari Lindrianasari; Tagor Hutapea

International Journal of Social Sciences and Communication 2026 International Forum of Researchers and Lecturers

This study aims to provide a comprehensive analysis of Predictive Policing and its implications for law enforcement transformation in Indonesia, based on an extensive review of its global applications, benefits, and challenges. The study uses qualitative literature and international case study review methods to assess the impact and complexity of implementing digital technologies such as artificial intelligence (AI), machine learning, and big data analytics within a Predictive Policing framework. The results of this review highlight that while Predictive Policing offers significant potential for proactive crime prevention and increased operational efficiency, its implementation is consistently fraught with critical legal, ethical, and technical challenges, including regulatory gaps, risks of algorithmic bias, and data privacy concerns, which are particularly relevant to Indonesia. The findings underscore that public trust and police legitimacy in the context of adopting such technologies are strongly influenced by transparency, strong accountability mechanisms, and community involvement in shaping their use. This study contributes to the growing discourse on digital policing in developing countries and culminates in practical policy recommendations designed to guide the Indonesian police towards the development and implementation of Predictive Policing models that are effective, efficient, and fundamentally respectful of legal and human rights principles.

Alifia Pasa Afryliyani; Joko Joko

Globe: Publikasi Ilmu Teknik, Teknologi Kebumian, Ilmu Perkapalan 2026 Asosiasi Riset Ilmu Teknik Indonesia

Education plays a crucial and essential role in improving the quality of human resource globally, thus a research was conducted with the aim of producing a product, namely a learning module. This module is one of the learning resources that can be used by students independently. Therefore, the module was developed to function as a learniing guide for students. The lerning model used in this research is Creative Problem Solving. In this learning model, the teacher presents problems so that students can find answers innovatively and sharpen  their critical thinking skills. The suitability of this learning module will be evaluated based on three aspect, namely validity, practicality, and effectiveness. Based on the research sample data, this consists of students from class XI Electrical Power Installation Techniques (TITL) 1 at SMKN 1 Driyorejo. This method uses the Research & Development (R&D) approach. The analysis of differences in learning outcomes was carried out using the One Group Pretest-Posttest Method, the treatment in the form of a learning module based on the Creative Problem Solving model was given to student. The research result show that (1) the modules suitability is stated as very valid wth a score of 89,60, (2) aspect, it is stataed as very practical with a total average reaching 90,60, (3) effectiveness is proven from the improvement in learning outcomes in terms of knowledge and domains with an average pretest score of 51,3, while the average posttest score is 85 with a significance of 0.000.

Ulinnuha Ulinnuha; Nadofah Nadofah; Aditya Rachman; Rini Sulastri; Diofani Diofani

Jurnal Riset Rumpun Ilmu Bahasa 2026 Pusat riset dan Inovasi Nasional

The moral crisis continues to be a concern for Indonesian society today. Therefore, reading literacy in elementary schools is an appropriate strategy that is not only oriented towards the ability to understand texts but also plays an important role in the formation of students' morals and character. The selection of literacy reading materials needs to be adjusted to the stage of moral development of students so that the values contained in the reading can be understood and internalized optimally. This article aims to examine the criteria for literacy reading materials based on the moral development of elementary school students based on Banten Province folklore. The method used is a literature study by analyzing the theory of children's moral development, criteria for selecting literacy reading materials, and moral values contained in Banten folklore. The results of the study indicate that Banten Province folklore has great potential as literacy reading materials that are appropriate to the moral development of  elementary school students because they contain values of honesty, responsibility, hard work, courage, leadership, empathy, social concern, and religiosity. Thus, Banten folklore is relevant to be used as literacy reading materials that support character learning in elementary schools.

Binitie, Amaka Patience; Onyemenem, Sunny Innocent; Anujeonye, Nneamaka Christiana; Ojugo, Arnold Adimabua; Egbokhare, Francesca Avwuru +1 more

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

This study presents a Graph-Augmented Isolation Forest (GAIF), an unsupervised anomaly-detection framework for analyzing mobile user behavior. The proposed framework represents users and behavioral attributes as a user–feature bipartite graph, enabling the capture of relational dependencies that are not explicitly modeled in conventional vector-based approaches. Low-dimensional user representations are learned through Node2Vec and Graph Sample and Aggregate (GraphSAGE), and the resulting embeddings are subsequently processed by an Isolation Forest to produce anomaly scores. Experiments are conducted on a Mobile Device Usage and User Behavior dataset comprising 700 user profiles derived from application-level behavioral indicators. The dataset is treated as a behavioral abstraction rather than as a malware classification benchmark. A consistent 80:20 stratified train–test split is employed, with all learning-capable operations restricted to the training data to mitigate information leakage. Detection performance is evaluated post hoc using precision, recall, F1-score, and area under the curve (AUC) metrics. Under the evaluated setting, GAIF achieves an F1-score of 0.94 and an AUC of 0.97, demonstrating improved anomaly detection effectiveness relative to representative unsupervised baseline methods. These results are obtained on a static, proxy dataset and should not be interpreted as evidence of real-time deployment capability. Model interpretability is supported through post-hoc Uniform Manifold Approximation and Projection (UMAP) visualizations of the learned embeddings, providing structural insights into anomalous user behavior. Overall, the findings indicate that integrating graph-based representation learning with isolation-based anomaly scoring constitutes a computationally efficient approach for unsupervised mobile user behavior anomaly detection within the scope of this study.

Erlianda Cibro; Miftah Khairiyah SM; Ghasani Fathonia; Siti Maysarah

Jurnal Pengabdian Masyarakat Terapan 2026 Lembaga Pengembangan Kinerja Dosen

The issue of plastic waste is increasingly becoming an environmental concern, including in elementary schools, due to its non-biodegradable nature and its potential to cause environmental pollution if not properly managed. This activity aims to implement the Ecobrick method as an innovative solution for managing and utilizing plastic waste at SDN 054945 Desa Dogang, Gebang District, Langkat Regency. The method used is a descriptive qualitative approach involving 65 students from grades IV and V through a community service activity. The activity was carried out on July 17, 2024, through preparation, implementation, and evaluation stages, with data collection techniques including observation, documentation, and reflective discussion. The results show that the application of the Ecobrick method successfully increased students' understanding and awareness of the dangers of plastic waste and fostered an early environmental concern. Moreover, previously worthless plastic waste was processed into functional Ecobrick benches that can be utilized within the school environment. This activity also encouraged a sense of mutual cooperation, responsibility, and creativity among the students. Thus, the Ecobrick method has proven to be an effective alternative for plastic waste management and a contextual learning medium in creating an environmentally friendly school culture.

Siti Maskanah; Fauzi Setiadi; Kukuh Jatmiko; Raymond Harris; Sastyaviani Antania Syifa Raharja

Jurnal Pengabdian Sosial 2026 Lembaga Pengembangan Kinerja Dosen

Students with deaf disabilities often have difficulty understanding verbal instruction, but have significant advantages in visual and motor aspects. This service activity aims to apply multisensory methods through Suminagashi craft art training (cloth marbling) to improve students' fine motor skills and creativity at SLB B Yakut Purwokerto. The implementation method uses a descriptive qualitative approach with a "see-learn-do" strategy involving 20 high school students. The learning process integrates visual stimulation through structured demonstrations and tactile stimulation through the exploration of material textures. The results of the activity showed that the multisensory approach was effective in bridging the barriers of deaf students with disabilities in communicating due to hearing limitations. Students demonstrate a high level of visual focus and are able to replicate marble motif making techniques with precision without relying on complex verbal explanations. The combination of cue instructions and direct touch experiences has been proven to minimize miscommunication and improve understanding of abstract concepts of the material. This activity recommends the use of visual-tactile strategies as an adaptive inclusive learning method to support the vocational independence of deaf people.          

Egbunu, Achile Solomon; Okedoye, Akindele Michael

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

Artificial Intelligence (AI) is increasingly recognized as a transformative enabler of early disease detection, with the potential to improve diagnostic accuracy, support predictive risk stratification, and advance preventive healthcare. Despite rapid methodological progress, many existing reviews remain performance-centric, offering limited insight into generalizability, ethical governance, and real-world implementation constraints. This paper presents a narrative and integrative review with an adoption-focused, translational perspective, synthesizing recent developments in AI-driven early disease detection across oncology, cardiology, neurology, and infectious disease surveillance. Drawing on peer-reviewed literature published primarily between 2016 and 2025, the review examines reported performance gains alongside persistent limitations related to data heterogeneity, population bias, explainability, and regulatory fragmentation. Through cross-sectional synthesis, we identify three recurring gaps in prior reviews: (i) overgeneralization of AI’s diagnostic superiority, (ii) insufficient consideration of ethical and legal accountability, and (iii) a lack of actionable guidance for scalable clinical implementation. Integrating technical, ethical, and policy dimensions into a unified conceptual framework, this review demonstrates that while AI systems can consistently enhance diagnostic accuracy and early risk stratification in well-defined tasks, sustained clinical adoption depends on aligning technical performance with governance readiness, interpretability, and workflow integration. The analysis further highlights how implementation mechanisms—such as explainable AI, continuous post-deployment monitoring, and clinician-centered deployment strategies—mediate the translation of algorithmic innovation into real-world healthcare impact. Overall, this review provides a critical reference for researchers, clinicians, and policymakers seeking to translate AI innovation into safe, equitable, and trustworthy clinical practice.