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Dec 23, 2025Open Access
With the rapid development of artificial intelligence technology, multimodality has been increasingly applied in the field of foreign language education. Considering the potential of AI-based text-to-image generation, this paper explores methods and pathways to optimize multimodal foreign language teaching, addressing the challenges in the application of multimodal discourse teaching in foreign language classrooms. For instance, some interpretive images are generated from text meanings in socioc...
Dec 23, 2025Open Access
Background: Healthcare workers are central to delivering quality care, yet many struggle to care for their own health due to heavy workloads, long hours, and a culture that normalizes self-treatment. This study explored how healthcare workers in tertiary hospitals in Ondo State, Nigeria, seek healthcare and what drives their utilisation of available services. Method: A comparative, mixed-methods cross-sectional design was used to assess 460 participants—230 clinical and 230 non-clinical workers—...
Dec 23, 2025Open Access
This article examines the constitutional control of defective notifications and their impact on the limits of amparo and habeas corpus in Peru. It analyzes how procedural defects may violate the right to due process when they cause real and tangible harm, as well as the criteria established by the Constitutional Court to assess their constitutional significance. It argues that judicial intervention in these constitutional remedies must remain within reasonable limits, establishing clear restrict...
Dec 23, 2025Open Access
This study explores the empowerment mechanisms and optimization paths of Generative Artificial Intelligence (AIGC) for academic writing competence. By constructing a human-machine collaboration framework covering the entire writing cycle, it proposes a four-dimensional interactive model of “Delay-Dialogue-Practice-Evaluation”: in the pre-writing phase, a three-stage cognitive intervention mechanism is adopted to avoid technology dependence; in the text generation phase, a hierarchical creation m...
Dec 23, 2025Open Access
Major Depressive Disorder (MDD) is a prevalent psychiatric condition requiring long-term pharmacological management, with escitalopram often prescribed as a first-line treatment. However, optimizing antidepressant dosing remains challenging due to heterogeneous patient responses, complex symptom trajectories, and variable tolerance to side effects. This study presents a Reinforcement Learning (RL) framework for dynamic dose adjustment, trained within a simulated patient environment designed to c...
Dec 23, 2025Open Access
Bipolar disorder (BD) is characterized by recurrent transitions between manic, depressive, and euthymic states, yet continuous symptom monitoring remains a major clinical challenge. We present a multimodal digital phenotyping framework for fine-grained BD mood-state classification and relapse-risk monitoring using naturalistic facial video, voice audio, and phone-usage metadata. The proposed architecture employs modality-specific encoders with late-fusion logits to learn disentangled representat...
Dec 22, 2025Open Access
This paper aims to explore how self-motivation plays a crucial role in intra-university entrepreneurial activities among college students at higher education institutions. It hypothesizes that dreams serve as a mediating mechanism between self-motivation and intra-university entrepreneurship, further analyzing the moderating effect of university entrepreneurship education within this context. Through analyzing data from 107 intra-university entrepreneurial activities conducted by students at Anh...
Dec 22, 2025Open Access
Background: Pediatric ENT emergencies are high-acuity presentations that require rapid intervention. In low-resource settings, they expose system fragilities, limited pediatric airway capacity, inequitable access, and high empirical antibiotic use, yet data from Burundi remain scarce. Objective: To analyze epidemiological patterns, etiologies, access inequities, management pathways, and antibiotic exposure among pediatric ENT emergencies at CHUK and derive feasi...
Dec 19, 2025Open Access
As the first female-led spinoff in the John Wick cinematic universe, Ballerina (2025) grounds its narrative structure in the mythological traditions of Slavic folklore. Approaching the film through the mystical dimensions of the Bildungsroman, this study examines how the film transforms the narrative structure of the classic Russian fairy tale “Vasilisa the Beautiful,” and analyzes in depth how the protagonist Eve Macarro achieves spiritual transformation through the triple arc...
Dec 19, 2025Open Access
This paper explores the detrimental impact of unethical leadership on the organizational well-being of health research institutions, particularly those in low- and middle-income countries (LMICs) central to the global health ecosystem. Drawing on a conceptual synthesis of multiple theoretical frameworks includes Social Role Theory, the Harmful Leader Behaviors (HLB) Framework, Social Learning Theory, and Contingency Theory. This study examines how unethical leadership practices compromise key or...
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