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Dec 23, 2025Open    Access

Multimodal Digital Phenotyping for Bipolar Disorder: Robust Mood-State Classification and Early Relapse Risk Monitoring

Rocco de Filippis,Abdullah Al Foysal
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...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114600


Dec 22, 2025Open    Access

The Power of Dreams: The Impact of Self-Motivation on Intra-University Entrepreneurial Activities among College Students

Jianqiang Zhang,Yu Hou
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...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114685


Dec 22, 2025Open    Access

From Caseload to Health System Change: Patterns and Outcomes of Pediatric ENT Emergencies in Burundi

Lionel Horugavye,Gordien Ngendakuriyo,Sixte Nderagakura,Octave Murisho,Josué Ndayishemeze,Pierre Nkunzimana
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...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114678


Dec 19, 2025Open    Access

Vasilisa, Kikimora, and Baba Yaga: The Mystical Bildungsroman of Ballerina

Wei Wei
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...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114687


Dec 19, 2025Open    Access

The Impact of Unethical Leadership on Organizational Wellbeing in Health Research: A Conceptual Analysis and Mitigation Framework

Godfrey Kumunyai Kuboi,Susan Khasenye Wasike
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...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114652


Dec 19, 2025Open    Access

Exploration of Urban People’s Perception of Social Development in Zanzibar’s Urban Area

Nassir Massoud Nassor,Yussuf Ramadhan Zubeir,Asha Hayeshi
This paper aims to explore urban residents’ perceptions of social development in Zanzibar, focusing on religious leaders, political leaders, traders, youths, and public servants. The study employed an exploratory research design, using interviews and focus group discussions with 203 key informants from these groups. Among these informants, 42 were religious leaders, 22 were political leaders, 53 were urban traders, 48 were urban youths, and 38 were public servants. Data were analysed thematicall...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114576


Dec 19, 2025Open    Access

Socio-Demographic and Obstetric Profile of Late Pregnancies in Douala (Cameroon)

Astrid Ruth Ndolo Kondo,Michèle Florence Mendoua,Michel Ekono,Gertrude Moukouri Same,Charlotte Tchente Nguefack,Emile Mboudou
Introduction: Geriatric pregnancy, defined as pregnancy occurring at age 35 or older, is becoming increasingly common worldwide. In sub-Saharan Africa, where late pregnancies are common in a context of limited resources, it is associated with an increased risk of maternal and perinatal complications. However, local data in Cameroon remain scarce, hence this review. Objective: To describe the socio-demographic and obstetric profile of geriatric pregnancies in Dou...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114551


Dec 19, 2025Open    Access

Uptake of Intermittent Preventive Treatment for Malaria and Treatment of Malaria in Pregnancy at a Tertiary Hospital

Assumpta N. Nweke,Okechukwu E. Ndukwe,Ifeoma C. Uche Omovoh,Moses Ikegbu,Chuka N. Obi,Okechukwu C. Mbanefo,Victor U. J. Onuchukwu
Background: Malaria is a disease of global health concern; however, it has even a greater impact on people in Sub-Saharan Africa, of which Nigeria is a part. Pregnant women and those who are immunocompromised are more susceptible to malaria and these groups may show life-threatening symptoms, which have led to the recommendation of intermittent preventive treatment for malaria in pregnancy. In spite of this, the prevalence of malaria in pregnant women has remained high, thus the...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114517


Dec 18, 2025Open    Access

Family Therapy Program for Children from Single-Parent Families

Yuhan Xue,Luhao Wang
This study focuses on the behavioral and emotional problems of children from single-parent families, taking an 8-year-old girl named Miao (pseudonym) as the research object. Based on Cognitive Behavioral Therapy (CBT) and systemic family therapy theories, a targeted family therapy program was designed and implemented. The client exhibited emotional dysregulation, aggressive behaviors, and excessive mobile phone dependence due to family structure characteristics and inappropriate parenting styles...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114673


Dec 18, 2025Open    Access

The Significance and Pathways for International Students in Promoting the Ideals of Chinese-Style Modernization

Xingnuo Wu,Yucheng Feng
This study aims to explore the strategic significance and implementation pathways for international students in the international communication of the ideals of Chinese-style Modernization. The research finds that international students, by virtue of their unique status as “the Other within,” possess an irreplaceable advantage in dispelling external stereotypes and presenting the concepts of China’s development through personalized micro-narratives and cross-cultural interpretation. However, the...
Open Access Library J.   Vol.12, 2025
Doi:10.4236/oalib.1114661


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