Digital Commons Network^™

How The Billable Hour Can Survive Generative Ai, Jonah Perlin

Georgetown Law Faculty Publications and Other Works

The legal profession is rapidly adopting generative AI technology. With this shift has come an increasingly common assumption that generative AI will significantly reduce or even bring an end to hourly billing. The logic underlying this conclusion seems intuitive: if AI reduces the time lawyers spend on certain tasks while eliminating others altogether, then the total number of billable hours will fall. That decline, in turn, could threaten the financial viability of hourly billing, despite its place as the dominant law firm compensation model over the past half century.

This Article challenges this assumption. It argues instead that the billable …

Fairer Public Benefit In Copyright Law, Amanda Levendowski Tepski

Georgetown Law Faculty Publications and Other Works

In 1966, a court considered expressly whether a secondary use of copyrighted works served a public benefit. While public benefit has become a subfactor of the fair use doctrine, it remains undefined, uncodified, and undertheorized. Courts often invoked public benefit in pivotal cases involving novel technologies, from home video recorders to digital libraries to algorithms--but they did not need to. After the recent Supreme Court decision in Google v. Oracle, however, public benefit is unavoidable: The Court stated that “we must take into account the public benefits the copying will likely produce.” A qualitative analysis of key public benefit cases …

Repeated Withdrawal Of A Glpr Agonist Induces Hyperleptinemia And Deteriorates Metabolic Health In Obese Aging Um-Het3 Mice, Nisi Jiang, Jiyuan Yin, Noah Lawrence, Jieyi Meng, Laurence T Maeyens, Ziying Xu, Xin Li, Mbolle Ekane, Ariana Chaudhary, Pengju Cao, Guannan Li, Carolina Solis-Herrera, Yi Zhu, Shangang Zhao

Children’s Nutrition Research Center Staff Publications

GLP-1-based therapy is highly effective in combating aging-associated metabolic diseases. However, the metabolic effects of frequent withdrawal from this therapy in aged, obese mice have not been previously studied. In this study, aged obese UM-HET3 mice were assigned to three groups: Group 1 received no liraglutide treatment (Lira OFF); Group 2 underwent 3 cycles of treatment followed by withdrawal (Lira ON/OFF); and Group 3 remained on continuous treatment (Lira ON). As expected, mice in Group 3 showed reduced body weight and food intake, along with improved metabolic health. In contrast, mice in Group 2 developed hyperleptinemia and visceral fat expansion, …

Changes In Antiviral Prescribing For Children With Influenza In Us Emergency Departments., Tess Stopczynski, Olla Hamdan, Justin Z. Amarin, James W. Antoon, Laura S. Stewart, Haya Hayek, James Chappell, Andrew J. Spieker, Eileen J. Klein, Janet A. Englund, Geoffrey A. Weinberg, Peter G. Szilagyi, John V. Williams, Marian G. Michaels, Julie A. Boom, Leila C. Sahni, Mary Allen Staat, Elizabeth P. Schlaudecker, Jennifer E. Schuster, Rangaraj Selvarangan, Ayzsa Tannis, Heidi L. Moline, Samantha M. Olson, Natasha B. Halasa

Manuscripts, Articles, Book Chapters and Other Papers

IMPORTANCE: Despite national recommendations, antiviral prescribing in emergency departments (EDs) for children at higher risk of severe influenza, such as those younger than 5 years and those with specific underlying conditions, remains low.

OBJECTIVE: To assess whether there were changes in antiviral prescribing for children at higher risk of severe influenza in academic pediatric EDs before the COVID-19 pandemic (2016-2020) vs the late pandemic period (2021-2023).

DESIGN, SETTING, AND PARTICIPANTS: This multicenter, cross-sectional study included influenza-positive children younger than 18 years presenting to the ED at 1 of 7 US pediatric academic hospitals participating in the Centers for Disease Control …

Movement- And Posture-Based Measures Of Sedentary Patterns And Associations With Metabolic Syndrome In Hispanic/Latino And Non-Hispanic Adults., Marta M. Jankowska, Calvin P. Tribby, Paul R. Hibbing, Jordan A. Carlson, Mikael Anne Greenwood-Hickman, Dorothy D. Sears, Andrea Z. Lacroix, Loki Natarajan

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Sedentary behavior has been identified as a significant risk factor for Metabolic Syndrome (MetS). However, it is unclear if the sedentary pattern measurement approach (posture vs. movement) impacts observed associations or if associations differ for Hispanic/Latino communities, who have higher risk of MetS.

METHODS: Participants from the Community of Mine (CoM) study (N = 602) wore hip-based accelerometers for 14 days and completed MetS-associated biomarker assessment (triglycerides, blood pressure, fasting glucose, HDL cholesterol, waist circumference). Sedentary patterns were classified using both cutpoints (movement-based) and the Convolutional Neural Network Hip Accelerometer Posture (CHAP) algorithm (posture-based). We used logistic regression to …

Afit Librarian Newsletter : Check It Out (Fourth Quarter 2025), D'Azzo Research Library, Air Force Institute Of Technology

AFIT Library Knowledge Base

No abstract provided.

Screen Time, Physical Activity, And Vo₂Max In Indonesian Vocational School Adolescents (Aged 15–17): A Cross-Sectional Study, Cahyo Wibowo, Yahya Eko Nopiyanto, Angkit Kinasih, Asarya Reno Kombong, Dian Pujianto, Bayu Insanistyo

Indonesian Journal of Research in Physical Education, Sport, and Health

Physical activity and screen time influence many adolescent' fitness problems. This research aims to determine the relationship between screen time and physical activity on adolescent students' cardio-respiratory endurance (VO2max). This research used observational analysis with a cross-sectional study involving 70 teenage students at an Information and Network Technology Vocational School consisting of male and female teenage students. The Screen Time of Adolescents (QUEST) questionnaire was used to assess screen time, the physical activity instrument used the Global Physical Activity Questionnaire (GPAQ v2.0) to assess physical activity levels, and the VO2max instrument used the 20-meter Multistage Fitness Test (MFT). The data …

Association Between Suboptimal Health Status And Academic Performance: A Cross-Sectional Study Of 1,028 Medical Students In Punjab, Pakistan, Maleha Asim, Misbah Malik, Aneela Jamil, Raheela Yasmin, Ghazala Jawwad, Wajahat Ullah Khan

Indonesian Journal of Research in Physical Education, Sport, and Health

Background: Suboptimal health status (SHS) refers to the transitional period between health and illness, characterized by unexplained symptoms and premature changes in functional status without a known medical diagnosis. Objective: The aim is to examine how often SHS occurs and how lifestyle factors influence both SHS and the academic success of medical students. Methods: A Cross-sectional survey was conducted from February 2024 to September 2024 with first- to fifth-year medical students from four randomly chosen medical colleges in Punjab, Pakistan. The Suboptimal Health Measurement Scale (SHMS V1.0), Pittsburgh Sleep Quality Index (PSQI), and Health-Promoting Lifestyle Scale (HPLS) were used to …

Exploring Undergraduate Experiences In Physical Education And Health: A Photovoice Study Of Indonesian Students, Sunarno Basuki, Perdinanto Perdinanto, Akhmad Amirudin

Indonesian Journal of Research in Physical Education, Sport, and Health

Background: Research on undergraduate students in Physical Education (PE) and Health particularly in Indonesia and the Global South has predominantly relied on quantitative indicators, often neglecting students’ lived, embodied, and emotional experiences within demanding academic and physical environments. Objective: This study aimed to explore the lived experiences of Indonesian undergraduate students enrolled in PE and Health programs and to examine how these experiences can inform more responsive and inclusive educational practices. Methods: A qualitative participatory design was employed using photovoice. Eight undergraduate students documented their academic and personal experiences through photography over a two-week period, followed by reflective writing and …

Identification Of Characteristics And Incidence Of Injuries In Pencak Silat Athletes In The Adult Competition Category In East Java, Dinda Farida Putri Bahari, Kurniati Rahayuni

Indonesian Journal of Research in Physical Education, Sport, and Health

Background: Pencak silat, as a competitive sport, has a high risk of injury. However, data on its characteristics and causative factors during pre-match and matches in East Java are still limited. Objective: This study aims to identify the characteristics and incidence of injuries in adult sparring category pencak silat athletes in East Java during training and matches. Methods: Using a quantitative descriptive method with a cross-sectional survey approach. Data were collected through a survey distributed to 100 athletes (61 men and 31 women) aged 17-22 years from 11 cities/districts in East Java, including information on injury characteristics and causal factors. …

Neuromuscular Hamstring Profile Based On Strength Imbalance As A Basis For Injury Prevention In Youth Football Players, Yulingga Nanda Hanief, Sri Sumartiningsih, Setya Rahayu, Heny Setyawati, Hadi Hadi, Karol Karol Jaskulski

Indonesian Journal of Research in Physical Education, Sport, and Health

Background: Hamstring strength imbalance between the left and right sides has been identified as a factor contributing to increased injury risk in athletes. However, few studies have evaluated not only bilateral strength differences but also the magnitude of clinically significant imbalances in various hamstring strength parameters. Objective: This study aims to analyze bilateral hamstring muscle asymmetry in terms of maximum, average, and maximum impulse strength, and to evaluate whether the distribution of high imbalances reaches clinically relevant thresholds associated with potential injury risk. Methods: This study is a cross-sectional observational study. Twenty athletes (n = 20) underwent hamstring strength measurements …

Studying Topic Evolution Based On Bertopic Model And Semantic Function, Jiabin Qu, Mengyang Wang

Journal of Scientific Information Research

[Purpose/significance] Topic evolution analysis can help researchers quickly grasp the research hotspots and development trends of a discipline. However, existing topic models often overlook the semantic functions and structures of texts during topic extraction, making it difficult to reveal the deeper patterns of disciplinary development. This paper proposes an integrated framework for topic evolution analysis that combines the BERTopic model with semantic functions, aiming to enrich and improve the methodological system of topic evolution research.

[Method/process] Firstly, the BERTopic model is used to extract topics, obtaining the“Topic-Word”distribution. Next, a discourse parsing tool analyzes abstracts into five semantic function segments, resulting …

Identifying Key Influencing Factors Of Elderly Health Information Search Based On Meta-Ethnography, Zhumei Sun, Zhibing Wang

Journal of Scientific Information Research

[Purpose/significance] Health information search is an important way for elderly people to actively cope with aging. Identifying the key factors affecting of their health information searching and exploring the correlation among these factors are of positive significance for promoting the elderly proactive health ability.

[Method/process] This paper firstly integrated the original research through a meta-ethnographic approach to form a set of factors influencing the elderly health information search. The DEMATEL method was then used to analyze the interrelationships among the influencing factors and identify the key influencing factors.

[Result/conclusion] The study finds that, the influencing factors of elderly health information …

Research On The Construction Of Domain Knowledge Graph For Assisted Decision Making And Its Scenario-Oriented Application, Hao Xu, Linlin Ge, Yan Zhang, Sanhong Deng

Journal of Scientific Information Research

[Purpose/significance] This research constructed a domain knowledge graph and its scenario-oriented application framework for decision support at four levels: the data foundation layer, the key technology layer, the domain knowledge graph construction layer, and the scenario-oriented application layer. This framework aims to provide systematic support for knowledge discovery.

[Method/process] Based on the construction of a domain knowledge graph and its scenario-oriented application framework for decision support, this research focuses on the improvement of models and performance evaluation for fine-grained entity and relationship extraction at the discourse level within texts. The optimal model is selected to construct a domain knowledge graph. …

Application And Reflection Of Full-Text Bibliometric From The Perspective Of Knowledge Innovation:A Review Of The 2024 Academic Salon On Full-Text Bibliometric Analysis, Haichen Zhou, Chengzhi Zhang, Shuo Xu, Jin Mao

Journal of Scientific Information Research

[Purpose/significance] In December 2024, the 7th Chengdu Conference on Scientometrics & Evaluation was held in Chengdu. This article was conducted to summarize the salon on Full-text Bibliometric analysis of the forum, and reveal the research status and development trends of full-text bibliometric from the perspective of knowledge innovation, providing inspiration for future.

[Method/process] The article systematically summarizes and analyzes the presentations and discussions from the salon, exploring the theoretical foundation, application scenarios, and discussions of full-text bibliometric from the perspective of knowledge innovation.

[Results/conclusion] Full-text Bibliometric can reveal the micro-processes and underlying mechanisms of knowledge innovation, offering new insights and …

A Measurement And Empirical Research On The Scientific Knowledge Demand Of Netizens On Social Media Platform, Rui Zhang, Wanyi Zuo, Wei Huang

Journal of Scientific Information Research

[Purpose/significance] Exploring the scientific knowledge demand of netizens on social media platform will prompt the dissemination and utilization of scientific knowledge, and it plays an important role in enhancement of the scientific literacy level of our general publics.

[Method/process] This paper constructed a measurement index system of netizens' scientific knowledge demand consists of demand breadth, demand strength and demand hierarchy, and adopted a comprehensive evaluation method based upon factor analysis and entropy method. 30 popular science WeChat accounts in different fields are measured and evaluated, and the comprehensive ranking of demand was calculated to explore and compare the demand differences …

The Multidimensional Quantitative Evaluation Of Local Policies For Promoting The Development Of New Quality Productive Forces: Based On The "Theme-Tool-Effectiveness" Framework, Jing Pan, Hongjun Yi, Yu Lu

Journal of Scientific Information Research

[Purpose/significance] The development of new quality productive forces is a crucial strategic goal for national progress, with local policies serving as important conduits for conveying and implementing national strategies. Researching local policies that promote the development of new quality productive forces is significant for the implementation of the national strategy in different regions and for further policy evaluation.

[Method/process] By constructing a theme-tool-effectiveness analysis framework and employing LDA topic model, policy tools, and PMC index model, this study conducts a multidimensional quantitative evaluation of local policy texts related to the development of new quality productive forces.

[Result/conclusion] The study finds …

Topic Mining And Evolution Analysis Of American Think Tanks' Products On China Based On Structural Topic Model, Yi Shen, Zhichao Ba, Gang Li

Journal of Scientific Information Research

[Purpose/significance] Under the background of the overall strategic competition between the United States and China, measuring and analyzing the topics and trends of American think tanks' products on China is conducive to understanding the American perception and policy moves towards China. It holds important heuristic significance for coping with external risks, maintaining national security and strategizing for development.

[Method/process] Using the full data of research outputs on China from 11 American think tanks as the research sample, this paper explores the topics and evolutionary trends of American think tanks' products on China, as well as their correlation with China-US economic …

The Effects Of Carbon Disclosure And Carbon Performance On Agency Cost: International Evidence, Md Abubakar Siddique, Ahmed Abdel-Maksoud, Afzalur Rashid, Sitara Karim

All Works

This study examines the relationships among carbon disclosure (CD), carbon performance (CP), and agency cost (AC) using a global sample across major industries. Employing Partial Least Squares Structural Equation Modelling (PLS-SEM) via WarpPLS, we find that increased carbon disclosure reduces agency cost, while improved carbon performance may increase it, likely due to the capital-intensive nature of environmental investments. Carbon disclosure is shown to mediate the relationship between carbon performance and agency cost. Firms in countries with emissions trading schemes and higher environmental performance indices tend to perform better in carbon management. Unlike previous studies focused solely on firm performance, this …

The Effect Of Administrative Bullying On The Quality Of Education, Hanadi Alrashdan, Najwa Darawsheh, Abdulla Almheiri, Yaseen Aljanabi, Majid Al-Khataybeh, Nahla Al-Quran

All Works

Background/purpose. Administrative bullying has become associated with inappropriate behaviors at work. This raised some concerns about how to define and measure it precisely. Nonetheless, there is a theoretical and practical gap in educational literature. So, this study explores the impact of administrative bullying on the quality of education. Materials/methods. The sample consisted of (300) employees selected randomly from employees working at Jordanian universities. To achieve the objectives of the study, Administrative Bullying and Quality of Education questionnaires were developed Results. The results showed that the level of administrative bullying practiced at Jordanian universities was low (M=2.30, SD=0.13); that the level …

Rethinking Behavior - Fall 2025, Midwest Symposium For Leadership In Behavior Disorders

ReThinking Behavior Magazine

A magazine for professionals serving children and youth with behavioral needs.

Fall 2025, Volume 9, Issue 1

Introduction To Joint Issue, Thomas Seckler

Great Commission Research Journal

No abstract provided.

Life In The Kingdom: Reimagining Theological Education For A Post-Secular Global Age, Jose Philip

Great Commission Research Journal

Theological education faces a profound crisis, shaped by globalization, secularization, and an epistemological fracture that prioritizes intellectual mastery over spiritual formation. Many seminaries fail to cultivate graduates who are spiritually grounded and missionally engaged due to models rooted in Enlightenment rationalism and managerial pragmatism. This paper advocates for reimagining theological education as a Kingdom-centered vocation, emphasizing transformative participation in the life of God. The paper calls for a shift from content delivery to character formation, centering theological education on faithful, embodied witness to God's mission in a complex world.

Building A Pastor Profile For Spiritually Mature Leadership: A Practical Guide For Churches, William Ingram

Great Commission Research Journal

This article provides a practical guide for churches to develop a pastor profile that ensures the hiring of a spiritually mature leader. It emphasizes the importance of creating detailed, clear, and specific profiles to guide pastoral searches, addressing both professional qualifications and personal character traits. The article critiques vague examples of pastor profiles and outlines a framework for crafting effective profiles, which includes conducting a needs assessment, specifying professional qualifications (e.g., education, ordination, experience), and emphasizing scriptural character requirements like humility, self-control, and spiritual maturity. It highlights the significance of relational skills, theological alignment, and leadership style in ensuring a …

The Church As Witness: The Relationship Between Identity, Action, And Metrics Of Success, Jonathan Husted

Great Commission Research Journal

The Church (especially in the West) has focused on different “metrics” used to measure success. These metrics have focused on quantitative measurements, oftentimes neglecting the “means” for the sake of the “ends.” Not to mention, “success” has been distorted and defined outside of Jesus’ witness. What if the Bible presented different metrics of success? Metrics that focus both on the “means” and the “ends” are equally important. This research presents the argument that “witness” is foundational to success, especially when focusing on the life of Jesus. Therefore, witness, as both an identity and an action, must be reclaimed by the …

Book Review: Canoeing The Mountains: Christian Leadership In Uncharted Territory By Tod Bolsinger, Jason Ballard

Great Commission Research Journal

No abstract provided.

Book Review: Hybrid Church: Rethinking The Church For A Post-Christian Digital Age By James Emery White, Glenn L. Campbell

Great Commission Research Journal

No abstract provided.

Book Review: Reading James Missiologically: The Missionary Motive, Message, And Methods Of James Edited By Abeneazer G. Urga, Jessica A. Udall, And Edward L. Smither, Kenneth Nehrbass

Great Commission Research Journal

No abstract provided.

Book Review: A New And Ancient Evangelism: Rediscovering The Ways God Calls And Sends By Judith Paulsen, Christina D. Gonet

Great Commission Research Journal

No abstract provided.

Housing Options As We Age, Michele Dinman, Jeff Brandt, Logan Fox

Harvey A. Friedman Center for Aging

Almost 75% of adults ages 50 and older want to stay in their homes and communities as they age. This is referred to as “aging in place.” Our homes and communities can help us feel safe and give us a sense of belonging and connection. Furthermore, our living situations effect our health and quality of life as well as our ability to live independently. Changes in our physical, psychological, social, and financial well-being later in life can affect our abilities to age in place. Finding the best housing based on our resources, interests, and needs is important for living well …