The externalization of internal experiences in psychotherapy through generative artificial intelligence: a theoretical, clinical, and ethical analysis by Yuval Haber, Dorit Hadar Shoval, Inbar Levkovich, Dror Yinon, Karny Gigi, Oori Pen, Tal Angert, Zohar Elyoseph, Zohar Elyoseph

“…This study aimed to examine the clinical, ethical, and theoretical implications of integrating GenAI into the therapeutic space through a proof-of-concept (POC) of AI-driven externalization techniques, while emphasizing the essential role of the human therapist.MethodsTo this end, we developed two customized GPTs agents: VIVI (visual externalization), which uses DALL-E 3 to create images reflecting patients' internal experiences (e.g., depression or hope), and DIVI (dialogic role-play-based externalization), which simulates conversations with aspects of patients' internal content. …”
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Frequency of Lower Lung Field Tuberculosis in Diabetes Mellitus Patients Attending Tertiary Care Hospital in Bangladesh: A Cross‐Sectional Study by Raihan Kamal Galib, Susanta Kumar Paul, Khujjista Akter, Manzurul Ibrahim Musa, Dip Jyoti Sarker, Shah Ashiqur Rahman Ashiq Choudhury, Shipan Chandra Paul, Rajashish Chakrabortty

“…Several published comparative investigations have reported that chest x‐ray images from PTB with DM are considered atypical due to their frequent involvement of the lower lung field (LLF). …”
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Using group model building to frame the commercial determinants of dietary behaviour in adolescence – findings from online system mapping workshops with adolescents, policymakers a... by Yanaina Chavez-Ugalde, Frank De Vocht, Russell Jago, Martin White, Zoi Toumpakari

“…They recognised that the coexisting influence of food marketing and social media on mental health and body image is not well reflected in current policy and research efforts. …”
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Intelligent physiological signal infosecurity: Case study in photoplethysmography (PPG) signal by Chia‐Hung Lin, Jian‐Xing Wu, Neng‐Sheng Pai, Pi‐Yun Chen, Chien‐Ming Li, Ching Chou Pai

“…In addition, the performance of RBFN‐based method is superior in adaptive learning capability than that of the traditional learning method in real‐time applications. The cover image is based on the Original Research Paper Intelligent physiological signal infosecurity: Case study in photoplethysmography (PPG) signal by Chia Hung‐Lin et al., https://doi.org/10.1049/sil2.12089.…”
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Explainable AI for Healthcare 5.0: Opportunities and Challenges by Deepti Saraswat, Pronaya Bhattacharya, Ashwin Verma, Vivek Kumar Prasad, Sudeep Tanwar, Gulshan Sharma, Pitshou N. Bokoro, Ravi Sharma

“…Based on the review method and presented research questions, systematically, the article unfolds a proposed architecture that presents an EXAI ensemble on the computerized tomography (CT) image classification and segmentation process. A solution taxonomy of EXAI in Healthcare 5.0 is proposed, and operational challenges are presented. …”
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Rapid diagnosis of bacterial vaginosis using machine-learning-assisted surface-enhanced Raman spectroscopy of human vaginal fluids by Xin-Ru Wen, Jia-Wei Tang, Jie Chen, Hui-Min Chen, Muhammad Usman, Quan Yuan, Yu-Rong Tang, Yu-Dong Zhang, Hui-Jin Chen, Liang Wang

“…Gradient-weighted class activation mapping (Grad-CAM) was used to highlight important regions in the images for prediction. Moreover, the CNN model was blindly tested on SERS spectra of vaginal fluid samples collected from 40 participants with unknown BV infection status, achieving a prediction accuracy of 90.75% compared with the results of the BVBlue Test combined with clinical microscopy. …”
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A scalable multi-modal learning fruit detection algorithm for dynamic environments by Liang Mao, Liang Mao, Zihao Guo, Mingzhe Liu, Yue Li, Linlin Wang, Jie Li

“…A sliding slice method is then employed to predict image targets, thereby reducing the miss rate of small targets.ResultsExperimental results demonstrate that the proposed model improves accuracy, recall, and mean average precision (mAP) by 9.5, 0.9, and 12.3 percentage points, respectively, compared to the original YOLOv5s model. …”
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Multi‐Source Perturbations in the Evolution of a Low‐Latitudinal Equatorial Plasma Bubble Event Occurred Over China by Longchang Sun, Jiyao Xu, Yajun Zhu, Wei Yuan, Hong Gao, Chunxiao Yan

“…Abstract In this paper, multi‐source perturbations during the evolution of an equatorial plasma bubble (EPB) event at low latitudes in China are studied by means of multi‐ground‐based instruments, including an all‐sky airglow imager, a very high frequency (VHF) radar and eight digisondes. …”
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A novel approach to skin disease segmentation using a visual selective state spatial model with integrated spatial constraints by Yu Bai, Hai Zhou, Hongjie Zhu, Shimin Wen, Binbin Hu, Haotian Li, Huazhang Wang, Daji Ergu, Fangyao Liu

“…This efficient model, termed ‘SSR-UNet,’ leverages bidirectional scanning to capture both global and local features in image data, achieving strong performance with low computational complexity. …”
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Method and Spatiotemporal Analysis for Impervious Surface Extraction Based on an Improved DeepLabV3+ Model by Xueyi Wang, Bowen Fan, Yanguo Fan, Ran Xu, Guangyue Feng, Qingchun Guan

“…However, existing methods face significant challenges handling high-resolution remote sensing images, especially in distinguishing impervious surfaces from regions with complex building structures and similar texture features. …”
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Glucose Metabolic Brain Network Differences between Chinese Patients with Lewy Body Dementia and Healthy Control by Danyan Chen, Jiaying Lu, Hucheng Zhou, Jiehui Jiang, Ping Wu, Qihao Guo, Jingjie Ge, Huiwei Zhang, Kuangyu Shi, Chuantao Zuo

“…In this study, 18F FDG-PET images and graph-theoretical methods were used to investigate alterations in whole-brain intrinsic functional connectivity in a Chinese DLB group and healthy control (HC) group. …”
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Shaping Ability of XP Endo Shaper File in Curved Root Canal Models by Abdulmohsen Alfadley, Abdalrhman Alrajhi, Hamad Alissa, Faisal Alzeghaibi, Lubna Hamadah, Khalid Alfouzan, Ahmed Jamleh

“…The canals were shaped at 35 ± 1°C using the X-Smart Plus motor. Images of the canals were obtained before and after instrumentation using a stereomicroscope to measure the amount of removed resin from both the inner and outer curvature sides at apex (0 mm) and 3 mm and 6 mm from the apex. …”
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Synovial sarcoma. Evaluation of Prognosis with Emphasis on the Study of DNA Ploidy and Proliferation (PCNA and Ki-67) Markers by José M. Lopes, Einar Hannisdal, Bodil Bjerkehagen, Øyvind S. Bruland, Håvard E. Danielsen, Erik O. Pettersend, Manuel Sobrinho-Simões, Jahn M. Nesland

“…We investigated the relationship between (flow and image) DNA cytometry, proliferation activity, clinicopathologic parameters, and relapse-free and overall survival of the patients. …”
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The clinical value of computed tomography Hounsfield unit for diagnosing palpable inguinal lymph node metastasis in patients with penile cancer by Yu Li, Yu Chen, Gansheng Xie, Gang Li, Huming Yin

“…The palpable ILNs were matched with CT image. By using radiologic software PACS, the layer with a maximum cross-sectional area of target lymph node was selected, and the short axis was defined as diameter. …”
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OVERCOMING THE ANTINOMIES OF HUMAN EXISTENCE: ONTOLOGY OF TRICKSTER by T. V. Danylova

“…The breaking of cyclical time of the myth and deploying it into linear time gave rise to characters-doubles: the only one mythological image disintegrated and turned into different actors. …”
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Follow-Up Study on Acoustic De-Licing of Atlantic Salmon (<i>Salmo salar</i>): <i>Lepeophtheirus salmonis</i> and <i>Caligus elongatus</i> Dynamics over Four Consecutive Production... by Albert Kjartan Dagbjartarson Imsland, Pablo Balseiro, Sigurd Handeland, Olav Rune Godø

“…Acoustic lice treatment (AcuLice) is a newly developed system which uses a composite acoustic sound image with low-frequency sound to remove salmon lice (<i>Lepeophtheirus salmonis</i>) from Atlantic salmon (<i>Salmo salar</i>). …”
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Anthropological Dimension of the Philosophical "Literature-Centric" Model of Ukrainian Romanticism by Z. O. Yankovska, L. V. Sorochuk

“…Accordingly, the main tasks of the work are as follows: to determine the main features, the nature of Ukrainian Romanticism; to trace the main vectors of comprehension and image of man in the literature of this time. Theoretical basis. …”
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Temporal and Spatial Assessment of Glacier Elevation Change in the Kangri Karpo Region Using ASTER Data from 2000 to 2024 by Qihua Wang, Yuande Yang, Jiayu Hu, Jianglong Zhang, Zuqiang Li, Yuechen Wang

“…In this study, we used ASTER L1A stereo images to construct a high-resolution elevation time series and provide a comprehensive spatial–temporal assessment of glacier elevation change from 2000 to 2024. …”
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Attention-enhanced optimized deep ensemble network for effective facial emotion recognition by Taimoor Khan, Muhammad Yasir, Chang Choi

“…In recent studies, various algorithms have encountered several challenges such as data scarcity, low-resolution images, and suboptimal performance, particularly in real-time applications. …”
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