Menstrual Health Education Using a Specialized Large Language Model in India: Development and Evaluation Study of MenstLLaMA by Prottay Kumar Adhikary, Isha Motiyani, Gayatri Oke, Maithili Joshi, Kanupriya Pathak, Salam Michael Singh, Tanmoy Chakraborty

“…The evaluation followed a multilayered framework: (1) automatic evaluation using standard natural language processing metrics (BLEU [Bilingual Evaluation Understudy], METEOR [Metric for Evaluation of Translation with Explicit Ordering], ROUGE-L [Recall-Oriented Understudy for Gisting Evaluation-Longest Common Subsequence], and BERTScore [Bidirectional Encoder Representations from Transformers Score]); (2) evaluation by clinical experts (N=18), who rated 200 expert-curated queries for accuracy and appropriateness; (3) medical practitioner interaction through the ISHA (Intelligent System for Menstrual Health Assistance) interactive chatbot, assessing qualitative dimensions (eg, relevance, understandability, preciseness, correctness,context sensitivity ResultsMenstLLaMA achieved the highest scores in BLEU (0.059) and BERTScore (0.911), outperforming GPT-4o (BLEU: 0.052, BERTScore: 0.896) and Claude-3 (BERTScore: 0.888). …”
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Path to Heritagization in Landscape Architecture: A Review of the Regeneration Design of Beijing Changchunyuan Park by Yufan ZHU

“…This research establishes a transferable framework for decoding cultural DNA in historic urban landscapes, while providing theoretical and practical references for stock space regeneration in areas retaining the style and features of the ancient capital.Methods/process1) Historical ground analysis: The effectiveness of historical resources is integrated hierarchically based on visible remains, measurable remains, and documentary historical grounds, anchoring the location of the Quanzhe Guild Hall in the park site and the spatial gene associated with Ji Garden, a literati garden. …”
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Exploring Blockchain–IoT Convergence for Logistics Traceability: A Systematic Review and Future Outlook by Yahaya Saidu, Shuhaida Mohamed Shuhidan, Izzatdin Abdul Aziz, MD Mahmudul Alam, Dahiru Adamu Aliyu, Muhammad Muntasir Yakubu, Shamsuddeen Adamu

“…Only studies explicitly addressing the convergence of BC and IoT within logistics traceability contexts were included. …”
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Learning Analytics Icons: Easy Comprehension of Data Treatment by Daniel Amo-Filva, Marc Alier, David Fonseca, Francisco-José García-Peñalvo, María José Casañ

“…This implies that the students must be well informed and give explicit consent before their information is gathered and processed. …”
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Entire aerial-aquatic trajectory modeling and optimization for trans-medium vehicles by Teng Long, Nianhui Ye, Baoshou Zhang, Jingliang Sun, Renhe Shi

“…Different from modeling a trajectory purely for the water entry process, the constructed entire trajectory model has integrated aerial, water entry, and underwater trajectories together, which can consider the influence of the connected trajectories. …”
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Spatial Prediction of Soil Continuous and Categorical Properties Using Deep Learning Approaches for Tamil Nadu, India by Thamizh Vendan Tarun Kshatriya, Ramalingam Kumaraperumal, Sellaperumal Pazhanivelan, Nivas Raj Moorthi, Dhanaraju Muthumanickam, Kaliaperumal Ragunath, Jagadeeswaran Ramasamy

“…Further, the overall accuracy (OA) of the order and suborder classification ranged from 39% to 67% and 35% to 64%, respectively. The explicit quantification of the covariate importance derived from the permutation feature importance implied that both the models tried to incorporate the covariate importance with respect to the genesis of the soil attribute under study. …”
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Transitioning to residency: a qualitative study exploring residents’ perspectives on strategies for adapting to residency by Gerbrich Galema, Jasperina Brouwer, Tineke Bouwkamp-Timmer, Debbie A. D. C. Jaarsma, Götz J. K. G. Wietasch, Robbert R. J. Duvivier

“…Formal-informal: whether the introduction period was formal, structured and explicit, or implicit and unstructured. Sequential-random: whether guidance was aligned with training levels or approached inconsistently. …”
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Afforestation as a mitigation strategy: countering climate-induced risk of forest carbon sink in China by Yuan Cao, Deyu Zhong, Rong Shang, Qihua Ke, Mingxi Zhang, Di Xie, Shutong Liu, Chensong Zhao, Randongfang Wei

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Tracing Missing Surgical Specimens: A Quality Improvement Strategy for Adverse Events Based on Root Cause Analysis by Huang LL, Yang JH, Hong WW, Wang BL, Chen HF

“…Three interventions were implemented: (1) Redesigning specimen handling workflows with explicit role responsibilities; (2) Developing standardized, color-coded specimen bottles and racks to improve visual identification; (3) Integrating an electronic tracking system for closed-loop management of specimens.Results: Post-intervention, the recognition rate of post-use specimen vials improved from 0% to 100% after implementing a dual-color sealing system (white cap with red ring), enabling visual confirmation of proper sealing. …”
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The Role of English Pre-Service Teachers’ Beliefs About Teaching in Teacher Education Programs by Castellanos Jaimes Judith

“…The studies reviewed in this paper demonstrate that when </span><span style="font-size: 10px;">teacher educators ascertain this principle, they clearly integrate it in their syllabi thus aiding preservice </span><span style="font-size: 10px;">teachers to acquire awareness of their entering beliefs about teaching and to experience changes </span><span style="font-size: 10px;">in them so that explicit beliefs guide and inform the act of teaching. …”
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Object-Specific Multiview Classification Through View-Compatible Feature Fusion by Javier Perez Soler, Jose-Luis Guardiola, Nicolás García Sastre, Pau Garrigues Carbó, Miguel Sanchis Hernández, Juan-Carlos Perez-Cortes

“…Unlike other approaches, VCFF explicitly integrates pose information during the fusion process. …”
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Workshop on professionalism and professional identity formation for newly recruited faculty at a healthcare university: lessons learnt by Himanshu Pandya, Jagdish Varma, Sarmistha Ghosh, Dinesh Kumar, Anusha Prabhakaran, R. Harihara Prakash

“…In terms of educational impact, participants intended to model professionalism, reinforce positive behaviors, and explicitly integrate PIF into their teaching. Proposed strategies included experiential learning, structured orientation, and active learning methods. …”
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Représenter l’activité pour investiguer ses dimensions incarnée, spatio‑temporelle et collective by Clémence Bénézet, Serge Leblanc, Mireille Navarrete, Laure Hossard

“…Farmers involved in agro-ecological transition are testing and adjusting new cropping practices. This process of the step-by-step design of a new agrosystem can be analysed through the description and understanding of farmers’ activity on different spatial and temporal scales and in interaction with multiple human and non-human actors. …”
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From genes to therapy: navigating the complex landscape of neurofibromatosis management in Canada through advanced diagnostic, targeted therapies, and holistic care by Victor Shu Cheng Zhao

“…The process is costly and inefficient, demanding changes. …”
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« Into the Spider-Verse » : la méta-sérialité comme moteur narratif by Anne Besson

“…Spider-Man: Into the Spider-Verse (Bob Persichetti, Peter Ramsey and Rodney Rothman, 2018), a huge critical and box-office success, stands apart from other superhero movies by integrating the serial processes of repetition and variation at the heart of its diegesis: we witness how a film and a character, Miles Morales as the new Spider-Man, establish their originality by exhibiting their own serialization. …”
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Population dynamics by E. G. Cooch, A. A. Dhondt

“…The Bayesian framework appears a natural framework for this effort, since it is able to not only provide a rigorous way to evaluate and integrate multiple sources of information, but provides an explicit mechanism to accommodate various sources of uncertainty about the system. …”
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Predicting CO₂ and H₂ Solubility in Pure Water and Various Aqueous Systems: Implication for CO₂–EOR, Carbon Capture and Sequestration, Natural Hydr... by Promise O. Longe, David Kwaku Danso, Gideon Gyamfi, Jyun Syung Tsau, Mubarak M. Alhajeri, Mojdeh Rasoulzadeh, Xiaoli Li, Reza Ghahfarokhi Barati

“…The simplified solubility models for CO₂ and H₂ presented in this study offer significant advantages over conventional approaches, including computational efficiency and accuracy across a wide range of geological conditions. The explicit, derivative–continuous nature of these models eliminates the need for iterative algorithms, making them suitable for integration into large–scale multiphase flow simulations. …”
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The Critique of International and National Barriers to Domestic Production and Its Legal Solutions by Jafar Nory Yoshanloey, Seyedeh Nazanin Akhavan Tabatabaei

“…But, the constraints of international sanctions on the one hand, and the WTO integration requirements on the other hand, and, finally, the deficiencies and ambiguities about current laws and regulations, along with the weakness of economic policies, have been a major barrier to domestic production, which has long been a challenge between protectionism and globalization of the economy and which has made the critique of the existing legal status a necessity to explain the desired supportive system, using the experiences of advanced countries in the process of industrialization of the country and the competitiveness of the domestic economy.…”
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RESOCIALIZATION OF ADOLESCENTS ON PROBATION: PSYCHOSOCIAL APPROACH WITH ELEMENTS OF COACHING by Inesa Harkusha, Serhii Dubinskyi

“…Modern models of probation are analysed, the peculiarities of working with adolescents who are registered are determined, and the expediency of integrating coaching elements into the resocialization process is substantiated. …”
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All is not loss: plant biodiversity in the anthropocene. by Erle C Ellis, Erica C Antill, Holger Kreft

“…Effective global stewardship of plant biodiversity in the Anthropocene will require integrated frameworks for observing, modeling and forecasting the different forms of anthropogenic biodiversity change processes at regional landscape scales, towards conserving biodiversity within the novel plant communities created and sustained by human systems.…”
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