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“Slowly, Slowly, Slowly It Becomes This Is What Accepted Practice Is”: Factors Affecting Functional Grammar Teacher Training In Australian Schools, Anne-Coleman Webre Jan 2026

“Slowly, Slowly, Slowly It Becomes This Is What Accepted Practice Is”: Factors Affecting Functional Grammar Teacher Training In Australian Schools, Anne-Coleman Webre

Australian Journal of Teacher Education

Australia has a long history of scholars bringing a functional approach to teaching grammar into pedagogy to support student literacy. This study explores how the ideas and practices from the approach make their way into teaching by investigating the implementation of a teacher training program, Lexis Education, through the perspective of the teacher trainers. Using nine interviews with twelve trainers, the study asks what factors have supported and challenged the implementation of the program in the Australian context. Utilising the substantialising framework as an analytic tool to categorize factors affecting teacher education into domains of influence reveals aspects of the …


Validating Uas Lidar With Airborne Lidar For Precision Streamline Generation In Del Rio Springs, Arizona, Brad Rudy, Colton Weeks, Hank Vincent, Ronny Schroeder Jan 2026

Validating Uas Lidar With Airborne Lidar For Precision Streamline Generation In Del Rio Springs, Arizona, Brad Rudy, Colton Weeks, Hank Vincent, Ronny Schroeder

Student Works

Accurate streamline delineation and high-resolution topographic products are essential across numerous disciplines, including hydrological analysis, environmental monitoring, construction, and erosion modeling. Products derived from high-accuracy elevation data provide greater reliability and improved decision-making outcomes for all fields that depend on them. A 2018 USGS airborne LiDAR dataset covering the Del Rio Springs riparian area north of Chino Valley, Arizona, offers a valuable opportunity to evaluate the relative accuracy of the DJI L1 LiDAR sensor when mounted on a Matrice 300 RTK UAV platform. Compared to traditional manned airborne systems, the UAV-mounted L1 provides high-accuracy, high-density point cloud data over small …


Geospatial Analysis Of Wildfire Ignitions And Proximity To Electric Transmission Lines In Arizona’S National Forests, Shane Ishmael, Ronny Schroeder Jan 2026

Geospatial Analysis Of Wildfire Ignitions And Proximity To Electric Transmission Lines In Arizona’S National Forests, Shane Ishmael, Ronny Schroeder

Student Works

The number of wildfires in Arizona rose by 18% from 2023 to 2024. Wildfires hit the Western United States hard, especially in states like Arizona and California, where vast national forests often fall victim to the biggest blazes. According to the Western Fire Chiefs Association, 19% of wildfires from 2016 to 2020 were sparked by electrical transmission lines.

This study explores whether wildfire start-location hotspots line up with power transmission routes running through Arizona’s Coconino and Tonto National Forests. The main hypothesis is that areas near power lines are more likely to become wildfire hotspots than other regions.

We used …


Curating The Other: Colonial Genealogies, Institutional Logics, And Market Classification In The Construction Of 'Latin American Art', Mariana Duque Mordecai Jan 2026

Curating The Other: Colonial Genealogies, Institutional Logics, And Market Classification In The Construction Of 'Latin American Art', Mariana Duque Mordecai

MA in Art Business Dissertations

This dissertation investigates how “Latin American art” emerged as a category within the intertwined fields of museums and the art market, revealing how institutional, linguistic, and economic practices shaped its visibility and limits. It argues that the label was never neutral, but a performative construct born from colonial histories and sustained by market logics that translated cultural difference into economic value. Drawing on decolonial theory, the study examines the creation of MoMA’s Latin American Collection (1943) and Sotheby’s establishment of its Latin American Art Department (1979) to trace how regional identity became a curatorial and commercial framework. Through discourse analysis, …


A Matter Of Lighting: An Exploration Of Erotic, Fashion & Glamour Photography In The Auction Market Through Icons Of Glamour And Style: The Constantiner Collection, Basha Yonit Shapiro Jan 2026

A Matter Of Lighting: An Exploration Of Erotic, Fashion & Glamour Photography In The Auction Market Through Icons Of Glamour And Style: The Constantiner Collection, Basha Yonit Shapiro

MA in Art Business Dissertations

This dissertation explores the evolving position of fashion, glamour and erotic-fashion photography within the contemporary auction market. This aim is met through a case study of the landmark Icons of Glamour and Style: The Constantiner Collection sales, which took place at Christie's New York and Christie's Paris in 2008, 2009 and 2019. Photography entered the auction market as a dedicated genre in the early 1970s, by the early 2000s prints of editorial photography from the pages of Vogue, Vanity Fair and Harper’s Bazaar began to circulate regularly on the market. In 2008, at the precipice of the financial crisis and …


Finding Aid To Bill Monning Papers, David A. Reichard Jan 2026

Finding Aid To Bill Monning Papers, David A. Reichard

Finding Aids

This collection primarily documents the legislative career of Bill Monning, who served in the California State Assembly (2008-2012) representing District 27 and the California State Senate (2012-2020) representing District 17. It focuses on Monning’s political campaigns and legislative work while in office. It includes campaign materials, research files, drafts of legislation, correspondence, news clippings, photographs, and personal art and artifacts.


Developer Perspectives On Licensing And Copyright Issues Arising From Generative Ai For Software Development, Trevor Stalnaker, Nathan Wintersgill, Oscar Chaparro, Laura A. Heymann, Massimiliano Di Penta, Daniel M. German, Denys Poshyvanyk Jan 2026

Developer Perspectives On Licensing And Copyright Issues Arising From Generative Ai For Software Development, Trevor Stalnaker, Nathan Wintersgill, Oscar Chaparro, Laura A. Heymann, Massimiliano Di Penta, Daniel M. German, Denys Poshyvanyk

Faculty Publications

Despite the utility that Generative AI (GenAI) tools provide for tasks such as writing code, the use of these tools raises important legal questions and potential risks, particularly those associated with copyright law. As lawmakers and regulators respond to these questions, the views of users can offer relevant perspectives. In this article, we provide: (1) a survey of 574 developers on the licensing and copyright aspects of GenAI for coding, as well as follow-up interviews; (2) a snapshot of developers’ views at a time when GenAI and perceptions of it were rapidly evolving; and (3) an analysis of developers’ perspectives, …


Auseinandersetzung: Heidegger's Black Notebooks And Intercultural Engagement, Steven Burik Jan 2026

Auseinandersetzung: Heidegger's Black Notebooks And Intercultural Engagement, Steven Burik

Research Collection School of Social Sciences

Heidegger’s relation to Asian philosophy should be guided by the notion of Auseinandersetzung. Often translated as con-frontation, this term plays a pivotal role in understanding Heidegger’s engagements with Asian philosophy. Auseinandersetzung (and related terms) can help us realise the changed perspectives on our own thinking that we derive from engagements with culturally and/or historically other types of thinking. Heidegger warns us against facile endeavours of comparing and contrasting, which, as a form of comparative philosophy, he sees as a kind of dialectics unworthy of true thinking. Thinking through the term Auseinandersetzung allows us to reflect more meaningfully on comparative philosophy.


Epiphanic Empires: Commentary On Sophie Grace Chappell's Epiphanies, Brandon Yip Jan 2026

Epiphanic Empires: Commentary On Sophie Grace Chappell's Epiphanies, Brandon Yip

Research Collection School of Social Sciences

Chappell provides a comprehensive ethical vision by reflecting on the nature of epiphanies. I suggest that two aspects of that vision, (1) the anti-theoretic impulse and (2) the republic of conversation, are in tension with the fact that our epiphanies are often imperious: they purport to authoritatively dictate normative reality to us.


Spectrum Of Neurodevelopmental Disorders In Children Attending A Developmental Clinic In Dar Es Salaam, Tanzania, Aleya Zulfikar Remtulla, Sumayyah Nasiruddin Saudin, Orujul Hassan, Mariam Noorani Jan 2026

Spectrum Of Neurodevelopmental Disorders In Children Attending A Developmental Clinic In Dar Es Salaam, Tanzania, Aleya Zulfikar Remtulla, Sumayyah Nasiruddin Saudin, Orujul Hassan, Mariam Noorani

Paediatrics and Child Health, East Africa

Background: Neurodevelopmental disorders (NDDs) in children present significant challenges for healthcare systems globally. In Tanzania, children with NDDs and their families face significant challenges due to late diagnosis, lack of standardized screening tools, widespread stigma and cultural beliefs that deter health-seeking behaviours. Awareness about NDDs is low, and financial constraints further complicate access to necessary medical interventions. The country suffers from a severe shortage of specialized healthcare providers, and general healthcare providers often lack adequate training. Additionally, limited specialized facilities, high treatment costs and insufficient healthcare policies dedicated to NDDs make it difficult to manage these conditions effectively. Understanding the …


Wherefore Art Thou Competitors? How Situational Affordances Help Differentiate Among Prosocials, Individualists, And Competitors, Y. Liu, A.W. Stivers, R.O. Murphy, N.J. Van Doesum, J. Joireman, M. Gallucci, E. Aharonov-Majar, U. Athenstaedt, L. Bai, R. Böhm, N.R. Buchan, X.-P. Chen, K.B. Dumont, J.B. Engelmann, Li, Norman P., H. Euh, S. Fiedler, J. Friesen, S. Gächter, C. Garcia Jan 2026

Wherefore Art Thou Competitors? How Situational Affordances Help Differentiate Among Prosocials, Individualists, And Competitors, Y. Liu, A.W. Stivers, R.O. Murphy, N.J. Van Doesum, J. Joireman, M. Gallucci, E. Aharonov-Majar, U. Athenstaedt, L. Bai, R. Böhm, N.R. Buchan, X.-P. Chen, K.B. Dumont, J.B. Engelmann, Li, Norman P., H. Euh, S. Fiedler, J. Friesen, S. Gächter, C. Garcia

Research Collection School of Social Sciences

The Triple Dominance Measure (choosing between prosocial, individualistic, and competitive options) and the Slider Measure (“sliding” between various orientations, for example, from individualistic to prosocial) are two widely used techniques to measure social value orientation, that is, the weight individuals assign to own and others’ outcomes in interdependent situations. Surprisingly, there is only moderate correspondence between these measures, but it is unclear why and what the implications are for identifying individual differences in social value orientation. Using a dataset of 8021 participants from 31 countries and regions, this study revealed that the Slider Measure identified fewer competitors than the Triple …


Artificial Intelligence, Fundamental Motives, And Evolutionary Mismatch, Amy J. Lim, Jose. C. Yong, Edison Sora Tan Jan 2026

Artificial Intelligence, Fundamental Motives, And Evolutionary Mismatch, Amy J. Lim, Jose. C. Yong, Edison Sora Tan

Research Collection School of Social Sciences

In recent years, the intersection of artificial intelligence (AI) and psychology has garnered unprecedented attention, particularly following the advent of generative AI tools in 2022. These tools, capable of producing human-like text, images, and even deepening our understanding of cognitive processes, have not only captured the public imagination but also sparked new concerns and debates within the psychological community. While AI has been a subject of research for decades, the emergence of its generative capabilities has truly thrust AI into the spotlight. This article explores how these advancements are reshaping our understanding of human cognition and behavior, as well as …


What Must Change? Towards Gender-Equitable And Inclusive Academic Communities, Lily Kong Jan 2026

What Must Change? Towards Gender-Equitable And Inclusive Academic Communities, Lily Kong

Research Collection School of Social Sciences

University leadership has a responsibility to support gender equity that goes beyond simply holding senior roles, writes Lily Kong. Here, she calls for changes in career pathways, workload allocation and service expectations to open space for more women.


Paradox Mindset In Working Parenthood: Linking Dual-Role Enrichment To Pursuit, Success, And Satisfaction, Tengjiao Huang, Xiaoyu Dai, Chi-Ying Cheng, Angela Leung Jan 2026

Paradox Mindset In Working Parenthood: Linking Dual-Role Enrichment To Pursuit, Success, And Satisfaction, Tengjiao Huang, Xiaoyu Dai, Chi-Ying Cheng, Angela Leung

Research Collection School of Social Sciences

Managing the simultaneous demands of career and parenthood often generates tensions—particularly for women, who have historically been expected to take primary responsibility for caregiving. These gendered expectations persist, even as men increasingly express a desire to engage more actively in caregiving while maintaining their professional roles. Drawing on paradox mindset theory and work-family enrichment literature, this research investigated whether a paradox mindset—a cognitive tendency to embrace and value tensions—is positively associated with an aspiration for enrichment between work and parenting roles. In turn, this aspiration is hypothesized to predict intentions and outcomes related to dual-role pursuit. Three cross-sectional survey studies …


Internationalization Struggles And Student Mobility: Ethnic Exclusion And Racism In Philippine Higher Education, Yasmin Y. Ortiga Jan 2026

Internationalization Struggles And Student Mobility: Ethnic Exclusion And Racism In Philippine Higher Education, Yasmin Y. Ortiga

Research Collection School of Social Sciences

There is an extensive literature on student mobility that seeks to understand the nature of, rationales for and consequences of internationalisation in higher education. This scholarship primarily focusses on students studying in the ‘west’. This paper shows how ‘atypical’ student destinations also illuminate the contradictions of internationalisation, revealing the challenges faced by higher education settings beyond academic centres in the west. Drawing on the case of the Philippines, I discuss how private universities actively recruited international students to maximise profits from student tuition. Yet, these efforts led to a backlash among Filipino educators and students, prompting administrators to institute policies …


Editorial Foreword, Laura Zoboli, Maciej Bernatt Jan 2026

Editorial Foreword, Laura Zoboli, Maciej Bernatt

Yearbook of Antitrust and Regulatory Studies

Editorial Foreword


(Reverse) Piercing The Trust Veil, Eric Kades Jan 2026

(Reverse) Piercing The Trust Veil, Eric Kades

Faculty Publications

Emergent doctrine deems trusts legal entities distinct from their trustees and beneficiaries. Venerable doctrine empowers creditors to "pierce the veil" separating entities' and their owners' property to avoid inequitable treatment. This article weaves together the new and old to craft a legal roadmap for reversing the ongoing race to the bottom among the states authorizing indefensible self-settled asset protection trusts (SSAPTs) designed solely for the purpose of swindling creditors. As a matter of both policy and doctrine, piercing (more precisely, reverse piercing) an entity's veil is ideally suited to empower the creditor of a SSAPT beneficiary to get paid from …


Firearms And Fora: Constructing Public Carry Doctrine, Timothy Zick Jan 2026

Firearms And Fora: Constructing Public Carry Doctrine, Timothy Zick

Faculty Publications

Where can a person lawfully carry firearms in public? Under what conditions can they do so? Now that the Supreme Court has formally recognized a Second Amendment right to public carry, these are among the most important unresolved questions regarding the right to bear arms. The Second Amendment’s public carry doctrine is in its infancy. How the doctrine develops will have a profound impact on the exercise of Second Amendment rights in public places and on the public square. Integrating a new constitutional right into the public square is not a novel problem. After the Supreme Court recognized First Amendment …


The Library Of Congress At A Crossroads: Executive Overreach And The Future Of Public Knowledge, Leslie A. Street, Amanda M. Runyon Jan 2026

The Library Of Congress At A Crossroads: Executive Overreach And The Future Of Public Knowledge, Leslie A. Street, Amanda M. Runyon

Library Staff Publications

This Article argues that the removal of the Librarian of Congress and the Register of Copyrights exposed a dual vulnerability: a constitutional breach of the separation of powers and a cultural threat to the nation’s knowledge infrastructure. The Library’s structural ambiguity—its simultaneous identity as a legislative library, national library, and copyright agency—has left it vulnerable to executive overreach. By asserting control over an institution designed to serve Congress and safeguard America’s intellectual heritage, the President destabilized a statutory framework that has endured for over two centuries. To protect both constitutional integrity and the Library’s role as custodian of national memory, …


The Specter Of Jury Nullification, Anna Offit Jan 2026

The Specter Of Jury Nullification, Anna Offit

Faculty Publications

Attention to the trial of Luigi Mangione has renewed debate about nullification—the jury’s inviolate power to acquit a defendant contrary to the evidence presented. Jury nullification proponents hold that it is a mechanism of last resort for refusing to apply laws that conflict with the public conscience. Opponents, by contrast, argue that nullification undermines the law by diminishing its legitimacy. To prosecutors and defense attorneys, however, these arguments are immaterial: Jury nullification is part of the institutional landscape of the contemporary jury trial and thus must be treated as a potentiality—a feature of the agnostic, strategic, and ethical terrain of …


The Executive's Takeover Of Independent Agencies: How Institutional Design Gave Way To Political Will, Neal Devins Jan 2026

The Executive's Takeover Of Independent Agencies: How Institutional Design Gave Way To Political Will, Neal Devins

Faculty Publications

The anticipated demise of the independent agency is a saga that implicates Congress as much as it does the President or the Supreme Court. By capitulating to presidential initiatives and failing to defend their institutional prerogatives, Congress has facilitated presidential control of the administrative state. Indeed, irrespective of whether the Court formally repudiates Humphrey’s Executor, Congress has largely acquiesced to a regime whereby presidents essentially control independent agencies. By highlighting the competing incentives of Congress and the White House, this Essay explains the rise of presidential unilateralism vis-à-vis independent agencies. This Essay also casts light on a critically important but …


Visual Cues Of Human-Likeness, Not Salience, Impact Trust-Related Human-Computer Interaction, Jordan Schotz Jan 2026

Visual Cues Of Human-Likeness, Not Salience, Impact Trust-Related Human-Computer Interaction, Jordan Schotz

Graduate Studies Theses and Dissertations 2026

As interactions with digital agents become increasingly integrated into daily life, understanding how visual representations influence social decision-making is critical. Previous research in human-computer interaction has frequently confounded the psychological effects of an agent's perceived human-likeness with the underlying visual salience of the stimuli. To address these persistent gaps, the present study systematically isolated the effects of human-likeness and visual cue trustworthiness on trust behavior while controlling for objective image properties. The present study expanded on and normed the Virtual Avatar Facial Stimuli Set (VAFSS), a comprehensive database comprising hundreds of identity-matched photographs and computer-generated avatars varying across a spectrum …


Concept Drift Detection For Streaming Data Using One-Class Classification, Poorna Sandamini Senaratne Jan 2026

Concept Drift Detection For Streaming Data Using One-Class Classification, Poorna Sandamini Senaratne

Graduate Studies Theses and Dissertations 2026

Modern machine learning systems are increasingly deployed in streaming environments where data arrive sequentially and the underlying data-generating process may evolve over time. This phenomenon, known as concept drift, can significantly degrade model performance if not detected and addressed in a timely manner. This dissertation proposes a principled framework for concept drift detection based on one-class classification, integrating neural network embeddings with Support Vector methodologies.

The proposed approach leverages neural networks to learn compact and informative embeddings of input data, capturing complex nonlinear structures in a lower-dimensional latent space. These embeddings are then used to construct a statistical description of …


Communication-Aware Energy Optimization For Electric Vehicles With Adaptive Cruise Control, Shahriar Shahram Jan 2026

Communication-Aware Energy Optimization For Electric Vehicles With Adaptive Cruise Control, Shahriar Shahram

Graduate Studies Theses and Dissertations 2026

This dissertation develops information-driven methods to reduce traction energy in battery electric vehicles during adaptive and cooperative cruise control. Physics-grounded energetics are embedded in a predictive controller that accounts for intermittent V2V preview, sensing noise, packet loss, and powertrain limits. To ensure deployability, the nonconvex traction–power map is replaced by locally convex surrogates so each step solves a small, strictly convex QP in real time (average ≈ 70 ms/step on a desktop CPU: 8 cores/16 threads, 4.2–5.0 GHz), leaving margin at typical sampling rates (Ts =0.05–0.10 s; N=15–25).

Across standardized drive cycles from NREL DriveCAT—including FTP–75 (light duty), NREL Class …


Evaluating The Brain-Muscle Connectivity Of Cyclic Ankle Pedaling Movement In A Clinical Setting, Matthew K. Shanosky Jan 2026

Evaluating The Brain-Muscle Connectivity Of Cyclic Ankle Pedaling Movement In A Clinical Setting, Matthew K. Shanosky

Graduate Studies Theses and Dissertations 2026

Clinical neurorehabilitation requires objective biomarkers to accurately detect and monitor neuromotor impairments. While traditional metrics are favored for their efficiency and minimal equipment demands, they typically rely on subjective observation and lack physiological resolution. High-resolution electrophysiological technologies, such as electroencephalography (EEG) and electromyography (EMG), offer objective insights into nervous system dynamics; however, prolonged data acquisition times have hindered their translation into frontline clinics. To bridge this translational gap, this study developed a time-efficient experimental paradigm designed for rapid clinical deployment. Healthy participants completed two initial resting baseline trials before performing an externally paced, dynamic, cyclic ankle movement task utilizing simulation …


Revisiting The Foundation Of Strategic Core Theory: Informal Roles And Teamwork Roles In Work Team Centrality, Allen Thomas Shorey Jan 2026

Revisiting The Foundation Of Strategic Core Theory: Informal Roles And Teamwork Roles In Work Team Centrality, Allen Thomas Shorey

Graduate Studies Theses and Dissertations 2026

Strategic core theory makes a distinction between roles within a team that are central to the team’s workflow (i.e., core roles) and those that are not central (i.e., non-core roles) (Humphrey et al., 2009). This line of work has shown that attributes, such as job-related skill of core team members, were more predictive of team performance than those of non-core members. However, this line of work has primarily examined core and non-core roles as defined by formal taskwork roles. In this thesis, I examine patient care teams and management simulation teams with the principal conviction that (a) informal roles and …


Mirabile Dictu: The Bryn Mawr College Library Newsletter 29 (2026), Bryn Mawr College Library Jan 2026

Mirabile Dictu: The Bryn Mawr College Library Newsletter 29 (2026), Bryn Mawr College Library

Mirabile Dictu: Newsletter of the Bryn Mawr College Libraries

No abstract provided.


Experimental Demonstration Of A Laboratory Scale Packed Bed Reactor For Thermochemical Energy Storage Using Embedded Heating Elements, Zachary Monem Jan 2026

Experimental Demonstration Of A Laboratory Scale Packed Bed Reactor For Thermochemical Energy Storage Using Embedded Heating Elements, Zachary Monem

Graduate Studies Theses and Dissertations 2026

Thermochemical energy storage (TCES) is an emerging technology that is being studied as a carbon-neutral renewable alternative to conventional methods of large-scale power generation, such as the utilization of fossil fuels. TCES makes use of thermochemical materials to store and discharge energy in two-step reversible chemical reactions. Among the most promising TCES materials are metal oxides, which possess significantly higher energy storage densities compared to other TCES materials; consequently, thermochemical reactors are used to store and discharge large amounts of energy during reduction-oxidation cycles using metal oxide materials. The current work focuses on the design and experimental demonstration of a …


Study On Fracture Toughness Under Different Modes Through Continuum Damage Mechanics Based Fracture Locus, Yeting Sun Jan 2026

Study On Fracture Toughness Under Different Modes Through Continuum Damage Mechanics Based Fracture Locus, Yeting Sun

Graduate Studies Theses and Dissertations 2026

Traditional elastic-plastic fracture mechanics (EPFM) relies on crack-tip analysis, whereas continuum damage mechanics (CDM) is typically calibrated from uncracked bodies. This dissertation aims to bridge the gap between these two fundamental branches by explicitly linking fracture toughness with ductile damage models. Based on the assumptions regarding Mode I crack deformation, analytical solutions are derived to establish a novel relationship among Mode I fracture toughness, CDM-based ductile fracture strain, and material strain hardening capability. This theoretical framework is subsequently extended to encompass Mode II and Mode III loading conditions. To validate the proposed relationships, finite element (FE) models are developed in …


Performance Assessment And Design Improvements For An Urban Coastal Detention Basin Under Intensifying Rainfall Extremes, Imiya Mudiyanselage Chathuranika, Agyare Asante, Faeghe Borhani, Xixi Wang, Mujde Erten-Unal, Dalya Ismael Jan 2026

Performance Assessment And Design Improvements For An Urban Coastal Detention Basin Under Intensifying Rainfall Extremes, Imiya Mudiyanselage Chathuranika, Agyare Asante, Faeghe Borhani, Xixi Wang, Mujde Erten-Unal, Dalya Ismael

Civil & Environmental Engineering Faculty Publications

Coastal urban areas are increasingly exposed to flooding driven by more frequent and intense rainfall events, rising sea levels, and expanding impervious surfaces. Norfolk, Virginia, a low-lying coastal city with aging stormwater infrastructure, faces heightened vulnerability to these hydrologic pressures. This study evaluates the hydraulic performance of an existing urban detention basin within the Edgewater–Larchmont catchment under 10-, 50-, and 100-year, 2-h design storms using the U.S. Environmental Protection Agency’s Storm Water Management Model (SWMM). Simulations were conducted for both pre- and post-development conditions to assess changes in peak discharge, storage capacity, and water level dynamics. Results show that urbanization, …