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Work-Life Balance Strategies For Nurse Faculty To Reduce Burnout, Jacqueline Williams, Joely Goodman, Sarah Ball, Trevor Woodward, Christine Young, Elizabeth Flott, Kara Morgan Aug 2025

Work-Life Balance Strategies For Nurse Faculty To Reduce Burnout, Jacqueline Williams, Joely Goodman, Sarah Ball, Trevor Woodward, Christine Young, Elizabeth Flott, Kara Morgan

Creating Healthy Work Environments (CHWE)

According to the American Association of Colleges of Nursing (AACN) (2022), nurse faculty vacancy rates continue to increase, threatening the ability to educate future healthcare professionals (Darnell et al., 2020; Gazza, 2022). Due to the shortage of qualified educators, faculty in academia are expected to fulfill multiple roles, thus increasing workload demands (Singh et al., 2019). With increased workload expectations, faculty require frequent adaptation to maintain a healthy work-life balance (Poole & Spies, 2021; Singh et al., 2019).

Previous research in academia has found correlations between work-life balance and emotional exhaustion, well-being, job retention, educator burnout, and job satisfaction using …


Finding The Right Fit: How Rotations And Mentorship Shape Successful Nursing Careers, Jessica Dunks, Lois Yearous, Judi Rhyner, Emily Calabro, Keith Jones, Earlene Reagan Aug 2025

Finding The Right Fit: How Rotations And Mentorship Shape Successful Nursing Careers, Jessica Dunks, Lois Yearous, Judi Rhyner, Emily Calabro, Keith Jones, Earlene Reagan

Creating Healthy Work Environments (CHWE)

Background: Nursing students often face challenges in gaining adequate exposure to diverse clinical settings. This can make choosing a first nursing job difficult, leading to potential dissatisfaction and turnover. In a 12-hospital system, a novel initiative was designed to address this issue by providing nursing students with immersive clinical experiences in various departments, facilitating a smoother transition into their professional nursing roles.

Methods: Nurse technicians (nurse techs) are nursing students hired into the system to gain hands-on experience. The pilot program was launched in May 2022 across 9 Collaborative Business Units (CBUs) within a hospital system in Washington state. The …


Social Capital In The Workplace For New Graduate Nurses: Maximizing Recruitment And Retention, Faye Ari Inumerables, Jennifer Emilie Mannino, Lisa A. Lumley, Kenya Williams, Pamela Watters, Fadjana Joseph, Kimberly Campbell-Taylor, Jennifer Hahl, Kathy Leistner, Mary Stevenson Aug 2025

Social Capital In The Workplace For New Graduate Nurses: Maximizing Recruitment And Retention, Faye Ari Inumerables, Jennifer Emilie Mannino, Lisa A. Lumley, Kenya Williams, Pamela Watters, Fadjana Joseph, Kimberly Campbell-Taylor, Jennifer Hahl, Kathy Leistner, Mary Stevenson

Creating Healthy Work Environments (CHWE)

Background: Given the widespread nursing shortages, prioritizing nurse recruitment and retention efforts is essential. Understanding the impact of new graduates' initial experiences on their decision to accept and remain in their roles is essential for educators, recruiters, and healthcare system administrators to gain valuable insights. Purpose: This study aimed to examine a national sample of new graduate nurses’ first job experiences through the lens of social capital. Theoretical Framework: Social capital (Bourdieu, 1986; Coleman, 1988; Putnam, 1994) asserts that social relationships create valuable networks that serve as resources to their members, extending reciprocal benefits for individuals and the organization, building …


Reshaping Workplace Well-Being: The Journey To Human Connection, Heike Doody, P. Ann Blaney Aug 2025

Reshaping Workplace Well-Being: The Journey To Human Connection, Heike Doody, P. Ann Blaney

Creating Healthy Work Environments (CHWE)

As healthcare continues to evolve in post-Covid environment, nurse leaders face increasing challenges with guiding teams, improving engagement, and promoting overall wellbeing. Increasing work engagement is an important indicator of workforce sustainability and wellbeing (Schaufeli, 2021). Leaders foster a culture of wellbeing, safety, and support for employees in healthcare organizations with a human connection. The purpose was to reengage direct care nurses to implement wellbeing standards and reestablish the human connection among staff by utilizing engaging leadership concepts.

Faced with lack of council engagement, leaders from the Healthy Work Environment Council (HWEC) shifted their leadership style from transitional to engaging …


Exploring Nursing Students' Strategies To Promote Self-Care And Well-Being, Kelley Mcguire, Sheri L. Compton-Mcbride Aug 2025

Exploring Nursing Students' Strategies To Promote Self-Care And Well-Being, Kelley Mcguire, Sheri L. Compton-Mcbride

Creating Healthy Work Environments (CHWE)

Burnout and nurses leaving bedside practice have become critical contributors to the nursing shortage (Weston, 2022). In alignment with Chapter 10 of The Future of Nursing 2020-2030 (2021), which addresses workforce well-being, healthcare leaders have begun to demonstrate an intentional focus on improving nurse well-being and resilience. Recent evidence suggests that waiting to begin well-being training until nurses are in practice is too late (NWAA, 2023). This is supported in Domain 10 of The Essentials: Core Competencies for Professional Nursing Education (2021), which ensures that students are competent in self-care and well-being. The purpose of this study is to understand …


Rear Leg-Derived Moment Contributes To Resistance Against Hip Extension In Bulgarian Split Squats, Hiroshi Arakawa, Hikaru Nakashima, Xuanrui Li, Michiya Tanimoto Aug 2025

Rear Leg-Derived Moment Contributes To Resistance Against Hip Extension In Bulgarian Split Squats, Hiroshi Arakawa, Hikaru Nakashima, Xuanrui Li, Michiya Tanimoto

International Journal of Exercise Science

International Journal of Exercise Science 18(7): 881-894, 2025. The Bulgarian split squat (BSS) is a unilateral exercise that emphasizes hip extension more than knee extension, compared to other squat variations. This study aimed to (1) empirically verify the existence of the rear leg-derived moment (MRL)—a theoretically plausible but previously untested external resistive hip moment acting against the net hip extension moment (MHE) of the front leg—and (2) examine how stance width and forward trunk-leaning angles affect MRL during the BSS. Nine trained male participants performed bodyweight BSS under two stance conditions (wide and narrow) and …


Catalyst Compositions For Hydroformylation And Methods Of Use Thereof, George Stanley, Drew Hood Aug 2025

Catalyst Compositions For Hydroformylation And Methods Of Use Thereof, George Stanley, Drew Hood

College of Science Patents

No abstract provided.


16-Week Physical Transition From Professional Mma To Tactical Firefighting: A Case Study, Cole D. Smeester, Gabriel J. Sanders, Corey Peacock, Jose Antonio Aug 2025

16-Week Physical Transition From Professional Mma To Tactical Firefighting: A Case Study, Cole D. Smeester, Gabriel J. Sanders, Corey Peacock, Jose Antonio

Journal for Sports Neuroscience

Firefighters, whose occupation involves intense physical, mental, and environmental demands, must be physically and mentally prepared to perform job-specific tasks effectively and safely. Nearly half of all injuries sustained on and off the fireground are musculoskeletal, highlighting issues in the preparation and maintenance strategies for work preparedness among firefighters. This case study examines the effectiveness of a 16-week conventional, conjugate strength and conditioning model on a fire recruit transitioning from a career as a professional MMA fighter. Specific data metrics were used to assess increases in firefighter-specific performance (i.e., EPAT time and body composition). After the 16-week program, the participant …


Methods And Devices For Sample Capture Using Gas-Pulse Nanoparticle Displacement, Kermit King Murray, Fabrizio Donnarumma, Jamira Stephenson Aug 2025

Methods And Devices For Sample Capture Using Gas-Pulse Nanoparticle Displacement, Kermit King Murray, Fabrizio Donnarumma, Jamira Stephenson

College of Science Patents

The present disclosure provides for sampling instruments and methods of collecting sample particles. The sampling instrument can include a high-pressure pulsed valve coupled to a gas flow system to displace a sample from a surface. Also included can be a voltage supply coupled to a voltage switch, a suction device, a sample collector, and a collection filter. To collect a sample, extractive particles can be deposited onto a sample present on a substrate. At least a portion of the sample becomes coupled to a portion of the extractive particles to form sample particles. High-pressure gas can be discharged at the …


Feral Hog Toxicant, Glen Gentry, John Pojman, Baylen Thompson Aug 2025

Feral Hog Toxicant, Glen Gentry, John Pojman, Baylen Thompson

LSU AgCenter Patents

A composition and method for killing feral hogs: a bait that is attractive to hogs is mixed with a lethal amount of sodium nitrite, along with sufficient base to inhibit decomposition of the sodium nitrite. At sufficiently high pH, encapsulation of the sodium nitrite is not required to inhibit decomposition. In the absence of substantial decomposition, the sodium nitrite itself is not aversive to the pigs, and may even enhance acceptance of the baits by the pigs. Optionally, an anti-emetic compound is added to the mixture to reduce the likelihood the bait will be vomited. Optionally, an additional toxicant such …


An Introduction To History Of Medicine, Mary E. Horton, Adan Rios Aug 2025

An Introduction To History Of Medicine, Mary E. Horton, Adan Rios

History of Medicine Seminar

Monthly Monday Seminars at Noon for the Academic Year:

  • Attendance at seven sessions required for credit
  • Includes Special Speakers as part of the TMC History of Medicine Society sponsored by Houston Methodist Hospital
  • Spring merge with Baylor Medical College medical student elective
  • Additional activities available:
    • Scavenger Hunt at the TMC Library Archives
    • Houston Methodist Hospital Lectures (Sponsored by the TMC History of Medicine Society)
    • Rice University Lectures
    • Baylor Medical College seminars


Exploring Effective Weight Loss Interventions Among Three Fqhc-Based Clinical Programs In Central And Southern Illinois, Patrick Bruch, Oluwaseun Adeleke, Mia Lambert, Taylor Sutton, Georgia Luckey, Rebecca M. Hoffman Md,Msph Aug 2025

Exploring Effective Weight Loss Interventions Among Three Fqhc-Based Clinical Programs In Central And Southern Illinois, Patrick Bruch, Oluwaseun Adeleke, Mia Lambert, Taylor Sutton, Georgia Luckey, Rebecca M. Hoffman Md,Msph

SIU Journal of Medical Science Scholarly Works

Background: Obesity affects 1 in 3 United States adults is associated with several chronic diseases. Disparities in obesity are seen in many vulnerable populations such as low-income groups, racial and ethnic minorities, and rural residents. Although primary care is often presented as a solution to the obesity crisis, management of obesity is complex and numerous challenges in helping patients achieve weight loss are still present. The U.S. Preventive Services Task Force recommended in 2018 that primary care providers screen for obesity and offer obese patients to intensive, multicomponent behavioral obesity treatment. However, there is little research involving primary care physicians …


Idmatch Bike Fitting Enhances Power Output In Recreational Cyclists: A Pilot Study, Evan T. Hoyt, Gregory N. Ruegsegger Aug 2025

Idmatch Bike Fitting Enhances Power Output In Recreational Cyclists: A Pilot Study, Evan T. Hoyt, Gregory N. Ruegsegger

International Journal of Exercise Science

International Journal of Exercise Science 18(2): 864-880, 2025. Optimizing bike position is essential for enhancing cycling performance, improving comfort, and reducing injury risk. This study examined the acute effects of a bike fit using the idmatch® system on power output, rate of perceived exertion (RPE), and discomfort in recreational cyclists. Twelve participants (10 males, 2 females; 37.0 ± 9.4 years) underwent an idmatch system bike fit, which employs three-dimensional motion capture to optimize rider position. Cyclists completed a six-second peak power test (PPT6) and a 20-minute functional threshold power (FTP) test before and after the fit. Performance metrics (power, …


Examining The Self-Care Practices And Needs Of Baccalaureate Nursing Students, Vicki Renee Voskuil, Ellie Marion, Hannah Peirce, Erika Frost Aug 2025

Examining The Self-Care Practices And Needs Of Baccalaureate Nursing Students, Vicki Renee Voskuil, Ellie Marion, Hannah Peirce, Erika Frost

Creating Healthy Work Environments (CHWE)

Nursing students are taught to promote self-care for patients, but they often neglect their own self-care.1 Stress, combined with lack of effective coping strategies, can lead to burnout and health problems among nursing students.2 Interventions designed to improve self-care practices of nursing students are needed to reduce stress and improve well-being.3 The purpose of this study was to examine the self-care practices and needs of baccalaureate nursing students to inform a curricular intervention. This study used a cross-sectional descriptive survey design involving baccalaureate nursing students (N=112) at a liberal arts college in the Midwestern United States. Self-care practices were examined …


Empowering Nurses To Drive Healthy Work Environments: Addressing Burnout And Well-Being, Maggie Mccright Aug 2025

Empowering Nurses To Drive Healthy Work Environments: Addressing Burnout And Well-Being, Maggie Mccright

Creating Healthy Work Environments (CHWE)

Nurses face challenges of burnout, staffing shortages, and high turnover, impacting mental health and job satisfaction. This session offers evidence-based strategies to foster positive practice environments. Attendees will explore assessing mental wellness, integrating well-being into strategic plans, and addressing compassion fatigue. Additionally, a new program aimed to close existing gaps in organizations’ well-being programs will be introduced.


From Intra To Interdisciplinary: Growing An Inclusive Nicu Wellness Team, Christina Rose San Filipo Aug 2025

From Intra To Interdisciplinary: Growing An Inclusive Nicu Wellness Team, Christina Rose San Filipo

Creating Healthy Work Environments (CHWE)

Neonatal intensive care unit (NICU) teams care for some of the hospital’s most fragile and sick patients. Larger NICUs frequently care for more acute patients, increasing the risk of burnout among team members.1,2 These NICUs often see a larger volume of patients, presenting challenges to teaming and collaborating effectively as team sizes increase to meet patient care demands.1,2 The AACN Healthy Work Environment (HWE) assessment tool was deployed to nurses in an upstate NY level IV NICU. The lowest-scoring areas were true collaboration, skilled communication, and meaningful recognition. Based on HWE data, the ACE-15 Teamwork and Collaboration survey was distributed …


Factors Influencing Voluntary Nurse Turnover, Tracy A. Riley, Jennifer A. Sledge, Marilyn Shallom, Heidi K. Holtz Aug 2025

Factors Influencing Voluntary Nurse Turnover, Tracy A. Riley, Jennifer A. Sledge, Marilyn Shallom, Heidi K. Holtz

Creating Healthy Work Environments (CHWE)

Background: Nurse staffing in the acute care setting remains turbulent and unstable, and there is increased evidence that the context within work environments may contribute to turnover. Contributing factors of this instability lead to burnout, including emotional exhaustion, depersonalization, and a decreased sense of personal accomplishment. RNs who experience burnout are twice as likely to leave their bedside nursing job in comparison with RNs who are not experiencing burnout. Significant post-COVID turnover within the acute care setting has been identified, however, current evaluation of voluntary nurse turnover is needed. This study examines exit survey data from nurses voluntarily terminating their …


Overcoming Toxic Positivity: Leadership Strategies For Promoting Healthy Nursing Work Environments, Hannah Grace Shipp, Katherine Christine Hall Aug 2025

Overcoming Toxic Positivity: Leadership Strategies For Promoting Healthy Nursing Work Environments, Hannah Grace Shipp, Katherine Christine Hall

Creating Healthy Work Environments (CHWE)

In the post-COVID-19 landscape, many nurses report feeling abandoned (5), undervalued (6), and inadequately supported (2,3). As such, it is incumbent for organizational leaders to take action to support nursing staff and implement strategies that foster healthy work environments and promote nurses’ well-being. A potentially overlooked contributing factor is toxic positivity. While this phenomenon appears to be present in nursing, it remains underexplored. The purpose of this presentation is: (a) to provide an overview of the concept of toxic positivity, (b) to explore its potential impacts on patient care outcomes, and (c) to discuss strategies nurse leaders can employ to …


Reigniting The Passion: Alluring Our Future Leaders, Catherine J. Mohammed Aug 2025

Reigniting The Passion: Alluring Our Future Leaders, Catherine J. Mohammed

Creating Healthy Work Environments (CHWE)

Background/Significance: Although the influence of leadership style on empowerment and job satisfaction of the workforce has been documented, there are few researchers who examined the influence of the leader’s experience in developing not only their own leadership skills in the creation and sustainment of healthy work environments but to engage and “train up” the development of our future nurse leaders. The current nursing workforce is struggling with engagement and retention and the lack of interest in leadership in the emerging generations.

The empirical evidence supports of the creation of the healthy work environment whether it is a Magnet designated facility …


Impact Of Accounting Information Systems And Islamic Organizational Culture On Information Quality, Oelma Arfannur Azizi, Busra Busra, Marjulin Marjulin Aug 2025

Impact Of Accounting Information Systems And Islamic Organizational Culture On Information Quality, Oelma Arfannur Azizi, Busra Busra, Marjulin Marjulin

Arab Economic and Business Journal

Amid growing demands for transparency and accuracy in financial management, an effective Accounting Information System plays a crucial role in ensuring that financial data is accurately. However, the implementation of such technology must be supported by a strong organizational culture,. The method employed in this research is a quantitative approach, utilizing inferential statistics to explain the impact of various research variables. The statistical tool used is Structural Equation Modeling -. The results of this study indicate that both the Accounting Information System and Islamic Organizational Culture have a positive and significant impact on the quality of accounting information


Building Resiliency In Senior Nursing And Health Profession Students, Diane K. Brown Aug 2025

Building Resiliency In Senior Nursing And Health Profession Students, Diane K. Brown

Creating Healthy Work Environments (CHWE)

Nurses and students report high stress and burnout associated with front line care. Nursing curriculum and other health professions dedicate little instruction regarding resiliency or handling professional stress. This lack of training may account for the high rate of job and professional turnover in the first year of practice. Stress in the health professions begins as students who arguably work harder than many other students in other majors to meet the high demands of challenging curriculum and clinical practice hours.

The purpose of this presentation is to describe a resiliency training workshop and the effect on student participants regarding feelings …


Fostering Wellness In Nursing: Insights From Mental Health Bulletin Boards, Christina Marie Lightner, Kelly A. Wolgast, Khalid Almasloukh, Amy Criscitello Aug 2025

Fostering Wellness In Nursing: Insights From Mental Health Bulletin Boards, Christina Marie Lightner, Kelly A. Wolgast, Khalid Almasloukh, Amy Criscitello

Creating Healthy Work Environments (CHWE)

The College of Nursing promotes a wellness culture to address growing mental health challenges among nursing students and professionals (Lipson et al., 2022). Grounded in the 12 dimensions of wellness (Gawlik et al., 2024), these initiatives foster resilience, support healthy lifestyle behaviors, and create a nurturing environment for the nursing community. Mental health and wellness interventions play a crucial role in improving the well-being of college students, including nursing students (Melnyk et al., 2020).
This presentation outlines the development and thematic analysis of Mental Health Bulletin Boards (MHBBs), designed to engage nursing students and professionals in self-care and resilience-building practices. …


Creating Healthy Work Environments Through Holistic Innovation, Bree Joseph Aug 2025

Creating Healthy Work Environments Through Holistic Innovation, Bree Joseph

Creating Healthy Work Environments (CHWE)

Purpose: Holistic Certified Nurse Specialists (HCNS) with nurse leadership responded to clinical nurse feedback to support their ability to use available wellness and stress reduction resources. Together, they developed a scheduling system to maximize clinical nurse use of holistic support.

Significance: An organizational well-being survey indicated that clinical nurses experienced higher stress and burnout than other clinical staff. Covid 19 and its aftermath significantly impacted the overall health of nurses who reported symptoms of stress, anxiety, and emotional exhaustion. Through transformational leadership, the HCNS leveraged the hospital’s person-centered care philosophy to create an environment for nurse wellbeing.

Methods: Previously, the …


Addressing Nurse Mental Health And Suicide Prevention: The Role Of The H.O.P.E. Certification, Christopher Wojnar, Sally Spencer-Thomas Aug 2025

Addressing Nurse Mental Health And Suicide Prevention: The Role Of The H.O.P.E. Certification, Christopher Wojnar, Sally Spencer-Thomas

Creating Healthy Work Environments (CHWE)

Nurses' mental health, essential for quality patient care, is severely compromised by systemic issues, resulting in heightened suicide risks. Recent data reveals that nurses face a higher suicide risk than other professions. This was tragically exemplified by the 2023 suicide of Tristin Kate Smith, whose "Letter to My Abuser" exposed the profound emotional and psychological toll of her work environment and inadequate support, highlighting critical systemic failures.

Statistical Context:
Between 2017 and 2018, 729 nurses in the U.S. died by suicide, totaling 2,374 nurse suicides from 2007 to 2018 (Davis et al., 2021).
40% of nurses report severe psychological distress, …


Multidisciplinary Workplace Wellness Committee To Improve Employee Engagement, Fatima Arastu, Helen Chen, Hillary Duncan, Rich Elles Aug 2025

Multidisciplinary Workplace Wellness Committee To Improve Employee Engagement, Fatima Arastu, Helen Chen, Hillary Duncan, Rich Elles

Creating Healthy Work Environments (CHWE)

Background: A healthy work environment is an active process that involves employees and the leadership team to meet the complexities of the health care settings. Post Pandemic, there’s been intentional efforts to redesign the worker well-being to reduce workplace stress and increase staff engagement (Grant et al., 2020, Lovejoy et.al., 2021). A healthy work environment is foundational to safety culture, as it promotes effective communication, collaboration, shared decisions-making, authentic leadership, and meaningful recognition (Grant et al., 2020, Vaughan, 2023). Employers have increasingly invested in workplace wellness programs to enhance employee health at the organizational level (Song & Baicker, 2019). However, …


Supporting A Healthy Work Environment By Attending To Nurse Mattering, Katherine Hall, Beth Epstein Aug 2025

Supporting A Healthy Work Environment By Attending To Nurse Mattering, Katherine Hall, Beth Epstein

Creating Healthy Work Environments (CHWE)

Background: Mattering, the feeling that you make a difference and are significant to others,1 is endorsed by the U.S. Surgeon General as an essential part of a healthy work environment.2 Mattering is negatively associated with nursing burnout and turnover, and targeted interventions to enhance nurses’ perceptions of mattering may be useful for making systemic changes to the nursing work environment. 3,4 To-date there are no studies that explore how nurses perceive they matter at work.

Purpose: To explore aspects of the health care work environment that influence nurses’ perceptions of mattering and identify workplace changes that can be made to …


Nurse Advocacy: Elevating The Voice Of Nurses From The Bedside To The Capitol, Judy Ong Ho Aug 2025

Nurse Advocacy: Elevating The Voice Of Nurses From The Bedside To The Capitol, Judy Ong Ho

Creating Healthy Work Environments (CHWE)

Background: Workplace violence and nursing shortages are challenges for nurses. Studies have listed insufficient staffing and workplace violence as contributory factors to nurses leaving their jobs. This presentation aims to demonstrate how a healthcare system empowers, enables, and engages their nurses to collaborate with their Government Affairs team to advocate for resources and solutions through legislative efforts. Nurses use their professional expertise, knowledge, and experience to effectively communicate the challenges to the legislators.

Method: To prepare the nurses, training sessions, supplemented by FAQs were provided. Our healthcare system sponsored 80+ nurses to attend the 2023 Nurses Day at the Capitol …


System For Generating Immersive Experiences Via An Ai Pipeline And Sensory Protocol, Gaurav Umeshkumar Gupta Aug 2025

System For Generating Immersive Experiences Via An Ai Pipeline And Sensory Protocol, Gaurav Umeshkumar Gupta

Defensive Publications Series

Current virtual reality (VR) content creation is complex, and the resulting sensory feedback from haptic devices relies on proprietary, pre-programmed effects. This limits the availability of personalized, deeply immersive experiences and creates a fragmented hardware ecosystem. The disclosed technology describes a method for generating multi-sensory VR experiences from user prompts. It uses an artificial intelligence pipeline to generate a narrative, visual assets, and a corresponding synchronized sensory track. A key component is an open communication protocol that enables standardized communication between any VR content and various haptic hardware devices. This approach facilitates the on-demand creation of cohesive and immersive experiences, …


Foldable Device Support Plate Configured To Reduce Inner Display Failure From Impact, Pj Wang Aug 2025

Foldable Device Support Plate Configured To Reduce Inner Display Failure From Impact, Pj Wang

Defensive Publications Series

This publication describes a novel support plate bending structure for foldable devices that addresses the problem of inner display damage due to Z-axis movement during impacts. The inner display may be damaged from hitting internal structures upon being dropped. This invention introduces a bending structure engineered into the support plate which automatically inserts into the gap between the arm and bracket when the device is in the closed configuration. Acting as a critical stopper, this feature mitigates system Z-axis movement, thereby reducing the chances of inner display failures caused by relative motion during Z-direction impacts. This technique requires no extra …


Identifying Conversation Segments Of An Audiovisual Stream, Tongzhou Chen, Kartik Audhkhasi Aug 2025

Identifying Conversation Segments Of An Audiovisual Stream, Tongzhou Chen, Kartik Audhkhasi

Defensive Publications Series

This disclosure describes lightweight techniques to determine segments of an audio or audiovisual stream that include conversations. Per the techniques, a voice activity detector (VAD) isolates super-segments, e.g., segments of relatively long duration. Super-segments are split into smaller segments and mapped into an embeddings space. The embeddings obtained from the smaller segments are clustered. A chunk of video is determined to include a conversation if its length exceeds a certain threshold T and the number of segments it includes exceeds a certain threshold S; it has at least a certain number N of major clusters; and at least a certain …