Digital Commons Network^™

Organizing For Abolition In Ice Custody, Sarah R. Sherman-Stokes

Faculty Scholarship

The final Immigration and Customs Enforcement (“ICE”) detainees were released from the Irwin County Detention Center in early September 2021.² A court did not order the end of ICE detention at Irwin. A social movement, led by people detained at Irwin, had a pronounced impact on the epistemological landscape and changed both normative principles and public opinion.³ Those detained at Irwin organized and acted to create new understanding of law and protect their rights in ways that courts and legislatures could not. This Essay tells the story of that demosprudential project; a dialectic between legal elites and people …

A Settlement By “Any Other Name”: Evaluating The Sustainability Of Settlement Mechanisms, Dorcas Quek Anderson

Research Collection Yong Pung How School Of Law

Private settlements have been consistently encouraged by the Singapore civil justice system. Depending on the context, the settlement may take on many forms, including consent orders and settlement agreements. This begs the question of whether the exact form of settlement matters, or whether a settlement “by any other name” suffices. This article proposes the concept of “sustainable settlements” – comprising the measures of ease of enforcement, finality, and confidentiality – to holistically appraise the effectiveness of settlement mechanisms. The assessment of six settlement mechanisms using these measures clearly indicates that not every mechanism is equally sustainable. Exploring settlement amidst the …

Reimagining U.S. Tort Law For Deepfake Harms: Comparative Insights From China And Singapore, Huijuan Peng, Pey Woan Lee

Research Collection Yong Pung How School Of Law

This Article explores how U.S. tort law can respond more effectively to the distinct harms posed by deepfakes, including reputational injury, identity appropriation, and emotional distress. Traditional tort doctrines, such as defamation, the right of publicity, and intentional infliction of emotional distress (IIED), remain fragmented and ill-suited to the speed, scale, and anonymity of deepfake dissemination. Using a comparative functionalist approach, the Article analyzes how China and Singapore respond to deepfake harms through structurally divergent but functionally instructive frameworks. China’s model combines codified personality rights with intermediary obligations under a civil law regime, while Singapore adopts a hybrid approach that …

Death Penalty For Drug Offenders In Southeast Asia: Weakening Of Resistance To Change?, Wing Cheong Chan

Research Collection Yong Pung How School Of Law

Although the global movement towards abolition of the death penalty has been supported by an increasing number of countries in the world, the number of persons executed for drug offences actually increased in the last few years. Known executions for drug offences now account for more than 40 per cent of all global executions. Most such executions take place in Asia. Of the 34 countries in the world that still retain the death penalty for drug offenders, all nine of those identified as “high application states” (China, Indonesia, Iran, Kuwait, Malaysia, North Korea, Saudi Arabia, Singapore and Vietnam) are found …

Strengthening The International Competitiveness Of Capital Markets: Global Insights And Local Strategies, Aurelio Gurrea-Martinez

Research Collection Yong Pung How School Of Law

Global capital markets are undergoing a profound transformation. Over the past decade, there has been a marked decline in Initial Public Offerings (IPOs) in most advanced economies, including those with highly developed capital markets such as the United Kingdom and the United States. Interestingly, during the same period, countries like Indonesia, Malaysia, Thailand and particularly China, have witnessed a significant increase in the number of listed companies, contributing to making Asia home to approximately 55% of all listed companies worldwide. The decline in IPO activity has prompted many countries and regions around the world, including the United Kingdom, the United …

Sisi Lain Hostile Sexism: Hubungan Negatif Dengan Metaprasangka Pada Diskriminasi Terhadap Perempuan Feminis, Vidya Ayu Cahyaningtyas, Laras Sekarasih

Jurnal Psikologi Sosial

Feminism strives for gender equality, including in the workplace. However, feminism is sometimes received with hostility, as feminist women are perceived as angry and man-haters, known as misandrists. This study aims to examine the role of outgroup meta-prejudice and ingroup meta-prejudice in mediating the relationship between hostile sexism and discrimination against feminist women. A total of 708 Indonesian citizens aged at least 18 years old (Mage = 26.38, SDage = 5.65) participated in a cross-sectional online survey. The results showed that hostile sexism did not directly predict discrimination against feminist women. Instead, the association between hostile sexism and discrimination against …

Pengembangan Model Kedekatan Pertemanan Berdasarkan Resiprositas, Kesetaraan Dan Dukungan, Wina Aulia, Faturochman, Wenty Marina Minza

Jurnal Psikologi Sosial

Individuals need close friends. How is close friendship developed? Generally, closeness in friendship can be developed and maintained if the relationship is equal and mutually supportive. The purpose of this research is to develop a model of friendship closeness, with reciprocity as the antecedent and equality and support as mediators. The participants in this research were 234 first-year students at Universitas Gadjah Mada. Data were collected by survey method. Closeness, reciprocity, equality and support were measured by Likert-like scales which met the criteria for psychometric property tests. Structural Equation Modeling (SEM) with four latent variables was applied to test the …

Eugenics And Polygenic Embryo Screening: Public, Clinician, And Patient Perceptions Of Conditions Versus Traits, Dorit Barlevy, Rémy A Furrer, Asha Kalapatapu, Abigail Martinez, Todd Lencz, Shai Carmi, Gabriel Lázaro-Muñoz, Stacey Pereira

Center for Medical Ethics and Health Policy Staff Publications

Purpose: Polygenic embryo screening (PES) estimates an embryo's genetic chances of developing complex conditions (eg, cancer) and traits (eg, height). Stakeholders have raised concerns that PES promotes eugenic practices and ideology.

Methods: We surveyed a nationally representative sample of the US public on approval of screening embryos for 12 conditions and 12 traits and examined the association between disapproval and concern about eugenics. We also conducted semistructured interviews with US-based reproductive endocrinology and infertility specialists and patients undergoing in vitro fertilization on their perspectives toward PES.

Results: Among the US public (n = 1423), disapproval of screening embryos for traits …

Exploring The Use And Misuse Of Large Language Models, Hezekiah Paul D. Valdez, Faranak Abri, Jade Webb, Thomas H. Austin

Faculty Research, Scholarly, and Creative Activity

Language modeling has evolved from simple rule-based systems into complex assistants capable of tackling a multitude of tasks. State-of-the-art large language models (LLMs) are capable of scoring highly on proficiency benchmarks, and as a result have been deployed across industries to increase productivity and convenience. However, the prolific nature of such tools has provided threat actors with the ability to leverage them for attack development. Our paper describes the current state of LLMs, their availability, and their role in benevolent and malicious applications. In addition, we propose how an LLM can be combined with text-to-speech (TTS) voice cloning to create …

Proceedings Of The 33rd United States – Japan Bridge Engineering Workshop, David Y. Yang

Civil and Environmental Engineering Faculty Publications and Presentations

This report summarizes the 33rd United States–Japan Bridge Engineering Workshop, an event that convenes bridge engineers from both countries. The workshop serves as a platform to exchange innovative ideas and technologies, as well as to share crucial knowledge and lessons learned, all with the aim of advancing bridge engineering. The 33rd workshop specifically addressed transportation asset management and seismic retrofitting, two subjects of increasing importance to both the United States and Japan. The report details the workshop's discussions on topics relevant to bridge engineers.

Bacterial Vaginosis Toxins Impair Sperm Capacitation And Fertilization, Shweta Bhagwat, Leila Asadi, Ronald Mccarthy, Juan Ferreira, Ping Li, Ethan Li, Sariela Spivak, Ariana Gaydon, Vaka Reddy, Christy Armstrong, Sydney R Morrill, Hillary Zhou, Amanda L Lewis, Warren G Lewis, Celia M Santi

2020-Current year OA Pubs

STUDY QUESTION: What effect do toxins produced by bacterial vaginosis (BV) bacteria have on sperm function?

SUMMARY ANSWER: BV toxins dysregulate sperm capacitation and intracellular calcium homeostasis, and impair the ability of sperm to fertilize oocytes.

WHAT IS KNOWN ALREADY: In BV, which is linked to infertility, overgrowth of Prevotella and Gardnerella in the vagina is accompanied by elevated concentrations of the toxins lipopolysaccharide (LPS) and vaginolysin (VLY).

STUDY DESIGN, SIZE, DURATION: This was a laboratory study in which human semen samples were collected from consenting healthy donors with normal semen parameters. Mouse sperm samples were obtained from the caudal …

De Novo Pathogenic Csf1r Variant Implicates Microglial Dysfunction In Pathogenesis Of Febrile Infection-Related Epilepsy Syndrome, Kristen S Fisher, Jesse M Levine, Alexander Ankar, Ruizhi Duan, Yi Chen Lai, Eyal Muscal, Sarah R Risen, James J Riviello, Pei-Chien Tsai, Daniel G Calame

Faculty, Staff and Students Publications

Febrile infection-related epilepsy syndrome (FIRES) is a rare presentation of refractory status epilepticus following a febrile illness with resulting refractory epilepsy. Evidence supports the presence of immune dysregulation in patients with FIRES, but a monogenic basis for FIRES has not been identified in most cases. We present a case of a previously healthy 16-year-old male with FIRES who was found to have a de novo predicted damaging missense variant in CSF1R on clinical whole genome sequencing, a gene encoding a critical regulator of microglial homeostasis in which pathogenic variants cause adult onset leukoencephalopathy. Molecular modeling demonstrates that the CSF1R variant …

Patient-Centered Management Of Heavy Menstrual Bleeding While On Anticoagulation: A Survey Study, Benjamin Barnett, Rushad Patell, Dana Angelini, Leben Tefera, Jordan K Schaefer, Ang Li, Alejandra Gutierrez Bernal, Shruti Chaturvedi, Anjlee Mahajan, Leslie Lake, Jori May, Anna L Parks

Faculty, Staff and Students Publications

Background: Nearly three-quarters of women experience heavy menstrual bleeding (HMB) during anticoagulation treatment for venous thromboembolism (VTE). HMB can lead to medical interventions, impact school or work and diminish quality of life (QOL). While there are several management options for HMB in patients with VTE, we lack information on how patients approach HMB treatment decisions.

Objectives: We examined patients' experience with, perceptions of, and preferences for treatment of HMB while on anticoagulation.

Methods: Clinicians and patient advocates developed a web-based survey that was distributed via patient advocacy organizations and social media between May and June 2024, targeting participants 18 years …

A Fascination With Gastrointestinal Viruses, Mary Kolb Estes

Faculty, Staff and Students Publications

My arrival into this world came quickly, according to my mother, and it feels like my life has mirrored that rapid beginning. I have enjoyed a rich, varied, and stimulating life and career that have gone through several phases. I credit genetics, my family, technological advances, and many environmental factors for shaping my career. Being a virologist allowed me to be curious and creative and to make several unexpected discoveries. This has been a fun and rewarding journey, but it wasn't always easy. I am not accustomed to talking about myself, but I am happy to share some scientific achievements …

A Multi-Institutional Multi-Methods Analysis Of Jeopardy Systems In Academic Hospital Medicine, Kirsten N Kangelaris, Angela Keniston, Andrew D Auerbach, Gregory Bowling, Marisha Burden, Shradha A Kulkarni, Luci K Leykum, Anne S Linker, Matthew Sakumoto, Jeffrey Schnipper, Gopi Astik

Faculty, Staff and Students Publications

Background: Hospital medicine programs use backup ("jeopardy") systems to cover unexpected staffing gaps, but little is known about their structures or optimal practices.

Objectives: To describe jeopardy structures, assess clinician perceptions, and identify potential approaches across a broad sample of hospital medicine groups.

Methods: This multi-methods study, conducted within a national hospitalist consortium, used virtual focus groups and an email survey to (1) describe the presence and structure of jeopardy systems and (2) explore features perceived as fair, equitable, and tolerable. Rapid qualitative analysis identified major themes, while descriptive methods analyzed survey data.

Results: Twenty-five individuals participated in focus groups, …

Prenatal Obsessive Beliefs Predict Postpartum Obsessive-Compulsive Symptoms: A Prospective Study, Jonathan S Abramowitz, Samantha N Hellberg, Janice Krasnow, Joseph B Friedman, Nicholas S Myers, Paul S Nestadt, Heidi J Ojalehto, Emily K Juel, Jack Samuels, Mary E Kimmel, Lauren M Osborne, Eric A Storch, Gerald Nestadt, Rashelle J Musci

Faculty, Staff and Students Publications

This longitudinal study examined whether specific cognitive patterns during pregnancy predict postpartum obsessive-compulsive (OC) symptoms. A diverse sample of 256 women was assessed at 20 weeks of pregnancy (Time 1), 6 weeks postpartum (Time 2; n = 233), and 6 months postpartum (Time 3; n = 231). At each point, participants completed interview and/or self-report measures of OC symptoms, psychological distress, and obsessive beliefs (i.e., cognitive patterns related to OC symptoms). Postpartum OC symptoms were common, reported by 87.1 % at Time 2 and 74.5 % at Time 3. Stronger prenatal obsessive beliefs during pregnancy predicted greater postpartum OC symptom …

Experiences Of Emotional Support Among Parents Of Children And Adolescents With Type 1 Diabetes: A Qualitative Study, Sahar S Eshtehardi, Marissa N Baudino, Barbara J Anderson, Deborah I Thompson, David G Marrero, Marisa E Hilliard

Faculty, Staff and Students Publications

Objective: Parents of youth with type 1 diabetes (T1D) experience substantial disease-specific demands and distress, yet their perceptions about the emotional support they receive related to the challenges of caring for a child with diabetes have not been well described. This research aimed to characterize the types of emotional support parents of youth with T1D receive and how they experience emotional support.

Methods: As part of a larger qualitative study on diabetes health-related quality of life, 23 parents (96% mothers) of youth with T1D (M age = 10.9 ± 3.8 years; 35% female) completed semi-structured interviews about various aspects of …

Heightened Risk: Childhood Trauma And Anticipatory Grief Exacerbate The Impact Of Loneliness On Depressive Symptoms And Lps-Stimulated Cytokines In Dementia Caregivers, Kelly N Brice, Jensine Paoletti-Hatcher, E Lydia Wu-Chung, Vincent D Lai, Daniel L Argueta, Michelle A Chen, Itee Mahant, Bryan T Denny, Charles Green, Luis D Medina, Paul Schulz, Jennifer Stinson, Samantha K Henry, Cobi Heijnen, Christopher P Fagundes

Faculty, Staff and Student Publications

Dementia spousal caregivers are at a disproportionate risk for adverse mental and physical health outcomes. Loneliness is associated with depressive symptoms and proinflammatory cytokine production among caregivers. Additionally, childhood trauma, anticipatory grief, and poor sleep quality are all associated with enhanced stress reactivity. This study used a cross-sectional design to investigate whether loneliness is associated with proinflammatory cytokine production and depressive symptoms in caregivers, and whether these relationships are strongest among caregivers who report high levels of childhood trauma, high amounts of anticipatory grief, or poor sleep quality. A sample of 111 dementia spousal caregivers provided blood samples and completed …

Changes In Child Placement After Child Abuse Pediatrics Consultation For Suspected Physical Abuse, Kristine A Campbell, Antoinette L Laskey, Daniel M Lindberg, M Katherine Henry, Porcia Vaughn, James D Anderst, Megan M Letson, Angela N Bachim, Nancy S Harper, Carmen M Coombs, Lori D Frasier, Joanne N Wood

Faculty, Staff and Students Publications

Background: The association between child abuse pediatric (CAP) assessments and child welfare outcomes is unknown.

Objective: To determine the association between a CAP determination of the likelihood of physical abuse and change in child placement. We hypothesized that child race would be associated with CAP determination of abuse likelihood and child welfare outcomes.

Participants and setting: Children under age ten years with in-person CAP consultation and referral to child protective services for suspected physical abuse at a U.S. pediatric referral center participating in CAPNET, a CAP research network, from 02/2021 to 01/2023.

Methods: We created a series of generalized estimating …

Current Controversies In Prenatal Diagnosis 2: Conventional Postmortem Examination Remains The Gold Standard For The Anatomical Examination Of Fetal Loss, J Ciaran Hutchinson, Lorraine Potocki, Ignatia B Van Den Veyver

Duncan NRI Faculty and Staff Publications

A comprehensive postmortem examination is an essential component of a work-up after stillbirth. Its findings can support accurate counseling of parents about causes and risk of recurrence. It also supports providers' decisions about most appropriate testing and management plans for future pregnancy to prevent recurrence. Informing parents about fetal autopsy and obtaining their consent is challenging, and conducting a fetal autopsy requires expertise that is, not universally available. Newer non-invasive or minimally invasive methods such as postmortem MRI and targeted biopsies can replace or supplement autopsies, but one must recognize that expertise in these methods is likewise not broadly available. …

Optical Coherence Tomography Enables The Depth-Resolved Measurement Of Cilia Beat Frequency In Ex Vivo Human Fallopian Tubes, Dilara J Long, Tian Xia, Photini F Rice, Deirdre M Scully, Makayla Johnson, Ryan Mistifer, Andrea Aguirre, John M Heusinkveld, Irina V Larina, Jennifer K Barton

Faculty, Staff and Students Publications

Objectives: The movement of cilia in the fallopian tubes (FTs) facilitates important processes involved in fertility, and abnormalities in cilia function are linked with diseases including endometriosis and pelvic inflammatory disease. For the first time, we demonstrate the use of optical coherence tomography (OCT) to create depth-resolved mapping of motile cilia locations and quantify cilia beat frequency (CBF) in human FT samples ex vivo.

Methods: Segments of the FT ampulla were acquired from five patients following salpingectomy under an IRB approved protocol. The samples were longitudinally opened to expose the luminal surface for imaging. A sequence of at least 500 …

The Significance Of Blockchain Technology In Preserving Digital Evidence Integrity In Forensic Investigations, Marwa Popal, Ashfaq Ahmad, Muhammad Arshad

Research Outputs: 2025-Present

Digital forensics is the application of technology to the investigation and accounting of digital crime and the extraction and analysis of digital evidence from systems and networks. As the number of IoT [Internet of Things] devices has proliferated, the complexity inherent in forensic investigations has skyrocketed. While IoT forensics addresses the challenges of a lack of standardized security protocol and ensuring the integrity as well as security of evidence data, it brings to bear all the difficulties existing in classic forensics. Unfortunately, traditional digital forensic tools are generally inadequate in shielding that evidence from tampering or unauthorized access. Digital evidence …

Comprehensive Study Of Integrating Clustering And Adversarial Learning For Enhanced Recommender Systems: A Systematic Review Of Hybrid Methodologies And Applications, M. E. Alqaysi, Murtadha M. Hamad, Ahmed Subhi Abdalkafor

Mesopotamian Journal of CyberSecurity

Recommender systems (RSs) have become critical elements in modern instances of information and decision-support systems, resulting in a transformation of user experiences through highly personalized suggestions for an undeniably vast range of items. Although RSs have become commonplace, they continue to evolve, and their challenges, including sparsity, cold-start, scalability, and vulnerability to adversarial challenges remain. The use of clustering methods has proven highly effective in resolving these issues through the discovery and exploitation of latent user behaviour patterns, segmenting user groups that contribute more towards personalized and adaptable RSs. Additionally, adversarial learning has become a growing focus of study as …

Aberrant Expression Of Nuclear Prothymosin Α Contributes To Epithelial-Mesenchymal Transition In Lung Cancer, Liyun Chen, Chung-Teng Wang, Jia-Ming Chang, Ai-Li Shiau, Gia-Shing Shieh, Yau-Lin Tseng, Yi-Ting Yen, Tang-Hsiu Huang, Li-Hsin Cheng, Yu-Chih Wu, Chao-Liang Wu, Bing-Hua Su, Pensee Wu

2020-Current year OA Pubs

Elevated expression of prothymosin α (ProT) is frequently observed in cancers, but the underlying molecular mechanism remains poorly understood. Here, we report the clinical relevance of ProT expression and its correlation with lung cancer progression. We have shown that ProT was highly expressed in early-stage lung cancer, exhibiting nuclear localization; on the contrary, a loss of nuclear ProT expression was detected in late-stage tumor specimens. Furthermore, the expression of nuclear ProT impaired lung cancer cell migration, suppressed TGF-β-induced epithelial-to-mesenchymal transition (EMT)-associated transcription factor expression, and inhibited in vivo tumor metastasis. The suppressive effect of ProT was further found to trigger …

Associations Of Biomarkers Of Systemic Inflammation, Angiogenesis, And Cell-To-Cell Adhesion With Tumor Budding Among Early-Onset And Later-Onset Colorectal Cancer Patients, Oda Hausmann, Adetunji T Toriola, Et Al.

2020-Current year OA Pubs

BACKGROUND: High tumor budding and elevated systemic inflammation are adverse prognostic indicators in colorectal cancer. Its underlying mechanisms remain poorly understood. It is unclear whether systemic inflammation, angiogenesis, and cell-to-cell adhesion influence tumor budding.

METHODS: We investigated n = 132 stage I-III colorectal cancer patients recruited at Huntsman Cancer Institute enrolled in the ColoCare Study. Tumor budding was evaluated using an evidence-based scoring system, and patient sera were analyzed for nine circulating biomarkers using the Meso Scale Discovery platform. We examined associations between biomarkers and tumor budding using multivariable linear regression models adjusted for age, sex, neoadjuvant treatment, stage, and …

Minimally Invasive, Bioadaptive Multimodal Sensor Probe With Safe Deployment For Real-Time Acute Compartment Syndrome Diagnosis, Seung Gi Seo, Amanda M Westman, William Moritz, Joseph Ribaudo, Mitchell A Pet, Et Al.

2020-Current year OA Pubs

Acute Compartment Syndrome (ACS) is a serious medical condition that arises from increased pressure within osteofascial compartments, leading to impaired blood flow and potential tissue damage. Early and accurate diagnosis is critical for preventing permanent damage. Current methods rely largely on qualitative assessments with limited accuracy, and those that exploit invasive pressure measurements often prove inadequate. Herein, a soft materials-based multimodal sensor probe is introduced, as well as the mechanical and thermal influences to monitor intra-compartmental pressure, tissue oxygen saturation (StO

The Effects Of Covid-19 On Mice Tourism, Gülay Cakmak, Gurel Cetin, Cemil Kilic, Erol Sozen

Journal of Global Hospitality and Tourism

The sector of Meetings, Incentives, Conferences, and Exhibitions (MICE) tourism play an integral role in the tourism industry not only because of its volume but also per capita spending. MICE tourism is predominantly characterized by its international reach and the significant number of participants it attracts. However, Covid-19 pandemic precipitated a marked, leading to far-reaching ramifications and transformations. This study is focused on evaluating the impact of the Covid-19 pandemic on the MICE tourism sector. It aims to explore both the anticipated and the actual shifts within the industry amidst the pandemic. Adopting a qualitative research methodology, this investigation utilized …

Bridging The Digital Skills Gap: A Comparative Study Of Employability Readiness Among Tourism Students And Professionals In Malaysia, Asif Khurshid Mian, Fraz Arshed Butt, Omar Sajid

Journal of Global Hospitality and Tourism

The increasing digitalisation of the tourism industry has introduced new expectations for workforce competencies, particularly in developing economies like Malaysia. The present study investigates how three core digital competencies, i.e. digital literacy, platform/tool awareness, and technology readiness, influence employability readiness among two key groups including final-year tourism students and in-service professionals. Drawing on Human Capital Theory and the Technology Readiness Index, the research applies Partial Least Squares Structural Equation Modelling (PLS-SEM) to examine 350 responses collected through purposive sampling. Results confirm that all three competencies positively influence employability readiness, with platform/tool awareness exerting the strongest effect. Multi-group analysis reveals that …

Customer Food Intake: An Empirical Analysis Of Gender, Restaurant Use And Attitude Toward Fast Food Among Adolescents And Young Adults, In Nairobi, Kenya, Gerishom G. Madivoli, Rosemarie Ayuma Khayiya, Beatrice Kamau

Journal of Global Hospitality and Tourism

Fast food is the fastest- growing food category worldwide, providing young people and adolescents with a quick, cost- effective, and easily accessible alternative to home- cooked meals. There has been considerably less research into how gender, restaurant usage, and attitudes influence patterns of fast- food consumption. Moreover, the growth of the fast- food industry in every nation creates a significant environmental impetus for increasing fast food consumption and promoting unhealthy eating behaviours. If this issue is not addressed, the prevalence of lifestyle diseases such as obesity, along with the costs of managing these conditions, will escalate, particularly in Kenya. This …

Exploring Design-Based Research: Enhancing Methodologies For Educational Innovation, Awang Najib Awang Mohamad, Zaimuariffudin Nordin, Mohd Hafizan Hashim

Journal of Research Initiatives

Design-based research (DBR) has proven to be a robust methodology for transforming educational practice through a systematic cycle of analysis, design, development, and real-world implementation. Its distinctive strength lies in fostering close collaboration between researchers and educators within authentic learning contexts, producing design principles and theories that are deeply responsive to local needs. This paper presents a critical and comprehensive examination of the three core phases of the McKenney and Reeves (2012) generic DBR model, illustrating how it integrates rigorous inquiry with practical problem-solving. It also introduces Sandoval's (2014) concept of conjecture mapping as a strategic tool for aligning theoretical …