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A Mixed-Method Study To Determine The Relationships Between Academic Confidence, Anxiety And Success In College Physics I At A Small Midwestern University, Jason Fenske Sep 2026

A Mixed-Method Study To Determine The Relationships Between Academic Confidence, Anxiety And Success In College Physics I At A Small Midwestern University, Jason Fenske

Dissertations

The purpose of this mixed-method study is to examine the effect of a variety of factors on student success in College Physics I. These factors include the transfer of knowledge from both high school physics and prerequisite mathematics courses for use in physics as well as anxiety, academic confidence, physics confidence, and methods designed to address these. The experiment occurred in a medium-sized midwestern university in two different classrooms. The results of this experiment showed that there is a direct correlation between mathematics confidence and physics confidence and therefore between these and student success. The study found that students who …


Review: Advancements In Fibrous Aerosol Filtration Across Experimental Analysis, Numerical Modeling, And Fabrication Technologies, Mirza Muhammad Zaid, Ashish Ranjan Kumar, Ashish Kakoria, Lina Zheng, Guang Xu Sep 2026

Review: Advancements In Fibrous Aerosol Filtration Across Experimental Analysis, Numerical Modeling, And Fabrication Technologies, Mirza Muhammad Zaid, Ashish Ranjan Kumar, Ashish Kakoria, Lina Zheng, Guang Xu

Mining Engineering Faculty Research & Creative Works

The increasing incidence of aerosol-related pulmonary diseases has intensified the need for efficient fibrous filtration technologies capable of capturing ultrafine particles with low pressure drop. Although nonwoven fibrous filters are widely used in medical, industrial, and ventilation systems, their complex internal structures and multiscale transport mechanisms remain insufficiently understood. This review examines the theoretical foundations of aerosol filtration, including single-fiber capture mechanisms and the concept of the most penetrating particle size. In addition, electrostatic interactions, including charge generation, transport, and stability, are incorporated to extend conventional mechanical filtration frameworks. Particular attention is given to flow–particle interactions within fibrous media. We …


Centering California’S Black Multilingual Learners: Intersections, Equity, And (In)Visibilities, Ayanna Cooper, Ed.D., Magaly Lavadenz, Ph.D., Elvira G. Armas, Ed.D., Malane Morales Van-Hecke Sep 2026

Centering California’S Black Multilingual Learners: Intersections, Equity, And (In)Visibilities, Ayanna Cooper, Ed.D., Magaly Lavadenz, Ph.D., Elvira G. Armas, Ed.D., Malane Morales Van-Hecke

Education and Policy Briefs

Grounded in an asset-based approach to educational transformation, this education and policy brief presents an exploratory inquiry into Black Multilingual Learners (BMLs) in California, recognizing the intersection of their racial, linguistic, and cultural identities. The inquiry draws on statewide demographic and English language proficiency data, relevant research, student and educator bright spots, and the Young, Bilingual and Black in California Survey of local educational agency representatives. Three key findings emerged: Visibility Gaps in state reporting systems, an Intersectional Data Gap caused by the absence of disaggregated racial data on public-facing data platforms, and an Infrastructure Gap in local data collection …


“Voices Of Tomorrow”: A Youth Participatory Action Research Study Of A Middle School Advisory In An Urban Public Charter School, Seth Hull Sep 2026

“Voices Of Tomorrow”: A Youth Participatory Action Research Study Of A Middle School Advisory In An Urban Public Charter School, Seth Hull

Theses and Dissertations

Urban middle schools often grapple with how to create spaces that affirm students’ identities and foster authentic engagement within a broader landscape shaped by standardized testing and accountability pressures. This dissertation examines Youth Participatory Action Research (YPAR) and advisory as two relationally grounded practices that can address these challenges. Grounded in critical hope (Zembylas, 2013), culturally sustaining pedagogy (Paris & Alim, 2017), and community responsive education (Duncan-Andrade, 2022), the study explores the experiences of 12 middle school students who spent seven months investigating their school’s advisory program as student-researchers, as well as the findings that emerged about advisory. Data sources …


Thermal And Electrical Properties Of (Cr,Mo,Ta,V,W)C High-Entropy Carbide Ceramics, Ali Sarikhani, Steven M. Smith, Suzana Filipovic, William G. Fahrenholtz, Gregory E. Hilmas Sep 2026

Thermal And Electrical Properties Of (Cr,Mo,Ta,V,W)C High-Entropy Carbide Ceramics, Ali Sarikhani, Steven M. Smith, Suzana Filipovic, William G. Fahrenholtz, Gregory E. Hilmas

Materials Science and Engineering Faculty Research & Creative Works

The synthesis and characterization along with the resulting properties of fully dense (Cr,Mo,Ta,V,W)C high entropy carbide ceramics were studied. The ceramics were synthesized from metal oxide and carbon powders by carbothermal reduction, followed by spark plasma sintering at various temperatures for densification. Increasing the densification temperature resulted in grain growth and an increase in the lattice parameter. Thermal diffusivity increased linearly with testing temperature, resulting in thermal conductivity values ranging from ∼7 W/m•K at room temperature to ∼12 W/m•K at 200 °C. Measured heat capacity values matched theoretical estimates calculated using the Neumann-Kopp rule. Room temperature electrical resistivity decreased from …


Public Cleanliness Satisfaction Survey 2025, Paulin Straughan, Mathews Mathew Sep 2026

Public Cleanliness Satisfaction Survey 2025, Paulin Straughan, Mathews Mathew

Research Collection School of Social Sciences

The Singapore Management University undertook the seventh wave of the Public Cleanliness Satisfaction Survey (PCSS), with 2,007 Singapore residents participating in the survey conducted from December 2025 to April 2026.

The findings from the 2025 wave of the PCSS continued to reflect generally high levels of satisfaction with public cleanliness in Singapore. Based on the Public Cleanliness Satisfaction Index, 91% of respondents reported being satisfied with the cleanliness of public spaces they had recently visited. While this represents a slight shift from 94% in 2023, overall satisfaction levels across all public space domains remained high. Continued community responsibility and action …


Human Capital Disclosure And Labor Market Outcomes: Evidence From Regulation S-K, Jung Ho Choi, Dan Li, Daniele Macciocchi Sep 2026

Human Capital Disclosure And Labor Market Outcomes: Evidence From Regulation S-K, Jung Ho Choi, Dan Li, Daniele Macciocchi

Research Collection School Of Accountancy

We examine the labor market consequences of the 2020 Regulation S-K requiring human capital disclosure in 10K filings. Using large-sample job-level data and a Generative Large Language Model (GLLM), we observe that public firms subject to the regulation increase their disclosure of diversity, equity, and inclusion (DEI) information in job postings relative to a matched sample of large private firms. The increase in job-posting disclosure is more pronounced among firms facing greater external pressure to increase their workforce diversity. These findings suggest a shift in demand for diverse candidates by public firms following the regulation. Yet, consistent with short-term inelastic …


Measuring Quality Of Life In Advanced Chronic Liver Disease With Fact-Hep: Findings From The Pal Liver Trial, Manisha Verma, Binu John, Don Rockey, Sid Barritt, Victor Navarro, Linda Shaw, Andrzej Kosinski, Elliot Tapper, Archita Desai Sep 2026

Measuring Quality Of Life In Advanced Chronic Liver Disease With Fact-Hep: Findings From The Pal Liver Trial, Manisha Verma, Binu John, Don Rockey, Sid Barritt, Victor Navarro, Linda Shaw, Andrzej Kosinski, Elliot Tapper, Archita Desai

Einstein Health Papers

BACKGROUND: Patient-reported outcome measures (PROMs) are increasingly incorporated into hepatology research, yet few have been rigorously evaluated, particularly among patients with decompensated cirrhosis. The Functional Assessment of Cancer Therapy-Hepatobiliary (FACT-Hep) captures multidimensional liver disease-specific burden, while the disease-agnostic PROMIS-29 assesses physical and mental health broadly. We evaluated the performance of FACT-Hep and its relationship to PROMIS-29 among participants with cirrhosis or hepatocellular carcinoma (HCC) enrolled in a prospective multicenter clinical trial.

METHODS: Baseline data were analyzed from 935 participants enrolled in the PAL LIVER trial. This study enrolled patients with Child-Turcotte-Pugh (CTP) B/C cirrhosis and/or with HCC. Health-related quality of …


Connected But Disconnected: A Covid-19 Youth Participatory Action Research Study, Vianney Atugonza, Jodi Dworkin, Stacey S. Horn, Joanna A. Tzenis, Samantha Lebouef Sep 2026

Connected But Disconnected: A Covid-19 Youth Participatory Action Research Study, Vianney Atugonza, Jodi Dworkin, Stacey S. Horn, Joanna A. Tzenis, Samantha Lebouef

Journal of Youth Development

In 2020, the COVID-19 pandemic forced most schools across the U.S. to close and transition to remote learning. Families were forced to transform their homes into classrooms while facing challenges to their health, finances, and social connections. To better understand how young people experienced these changes, a Youth Participatory Action Research (YPAR) project was employed to engage young people in naming, exploring, and sharing their experiences during this time. Nine high school youth leaders were trained as researchers to conduct interviews with their peers. These youth scholars were also trained on how to code, sort, and disseminate data and results. …


Exploring 21st-Century Skills In A Summer Camp: A Qualitative Methodological Triangulation Approach, Alexander Bowman, Jing Song Sep 2026

Exploring 21st-Century Skills In A Summer Camp: A Qualitative Methodological Triangulation Approach, Alexander Bowman, Jing Song

Journal of Youth Development

Despite the recognized importance of 21st-century skills and the substantial body of research on these skills, little is known about how to identify growth in these skills. The lack of reliable methods to measure 21st-century skill growth presents a challenge for the design of relevant learning environments and for evaluating if such learning environments are effective. Using a qualitative methodological triangulation approach, this study explored camp counselors’ learning processes. Using a systematic data integration method, field observations were synthesized with participant reflections about how their skills develop. Data were collected from 13 high-school-aged junior camp counselors at a summer camp …


Installation Program Sep 2026

Installation Program

The Inauguration of Joseph C. Hartman (2026)

Program providing information about the installation of President Hartman.


Ahat 343.01: Therapeutic Interventions - Lab, Nick Cromidas Sep 2026

Ahat 343.01: Therapeutic Interventions - Lab, Nick Cromidas

University of Montana Course Syllabi, 2026-2030

No abstract provided.


Ahat 342.01: Therapeutic Interventions, Nick Cromidas Sep 2026

Ahat 342.01: Therapeutic Interventions, Nick Cromidas

University of Montana Course Syllabi, 2026-2030

No abstract provided.


Kin 201.00: Basic Exercies Prescription, Luke M. Alford Sep 2026

Kin 201.00: Basic Exercies Prescription, Luke M. Alford

University of Montana Course Syllabi, 2026-2030

No abstract provided.


Individualized Bayesian Inference Identifies Novel Genetic Variants For Parkinson's Disease, Jin Ren, Yasaman J. Soofi, Md Asad Rahman, Qing Lu, Jinling Liu Sep 2026

Individualized Bayesian Inference Identifies Novel Genetic Variants For Parkinson's Disease, Jin Ren, Yasaman J. Soofi, Md Asad Rahman, Qing Lu, Jinling Liu

Engineering Management and Systems Engineering Faculty Research & Creative Works

Parkinson's disease (PD) is a complex neurodegenerative disorder with a significant genetic component. While genome-wide association studies (GWAS) have been instrumental in identifying genetic variants associated with PD, the reliance on large sample sizes and population-level analyses may overlook variants with lower minor allele frequencies or individual-specific relevance. Individualized Bayesian Inference (IBI) offers a promising method to complement GWAS by identifying and prioritizing candidate genetic markers at both the individual and patients-like-me subgroup levels. This study evaluates the application of IBI to PD genetics, using GWAS as a baseline for comparison. We analyzed genetic data from the Fox Insight online …


Bard Observer Vol. 25 No.1 (September 2026), Bard College Sep 2026

Bard Observer Vol. 25 No.1 (September 2026), Bard College

Bard Observer, 2020 - 2029

No abstract provided.


From Withdrawal To Impact: Smu Libraries’ Book Rehoming Initiatives, Kai Leong Heng, Eng Ling Lynn Yeo Sep 2026

From Withdrawal To Impact: Smu Libraries’ Book Rehoming Initiatives, Kai Leong Heng, Eng Ling Lynn Yeo

Research Collection Library

Academic libraries are no strangers to large-scale deselection exercises. Driven by space constraints, evolving curricula, and the shift towards digital resources, the question is no longer whether to withdraw print materials, but what comes next. In the past year, SMU Libraries explored a different answer: instead of recycling withdrawn books, could we reimagine their next chapter, and rehome them to create meaningful impact for the community?


Development And Psychometric Validation With Normative Levels Of The Spotlight Effect Scale Among Students Of Physical Education And Sport Sciences, Raghda Hassan Alazawy, Mais Mahmoud Salman Alazawy Sep 2026

Development And Psychometric Validation With Normative Levels Of The Spotlight Effect Scale Among Students Of Physical Education And Sport Sciences, Raghda Hassan Alazawy, Mais Mahmoud Salman Alazawy

Modern Sport

The Spotlight Effect, defined as individuals' tendency to overestimate the extent to which others notice and evaluate them, has important implications for psychological functioning, social interaction, and performance in educational and sport environments. Despite previous studies have addressed the Spotlight Effect theoretically and empirically, no validated instrument has been specifically developed to assess this construct especially among students of Colleges of Physical Education and Sport Sciences. This study aimed to develop and validate a Spotlight Effect Scale and establishing normative levels for its interpretation. The descriptive survey approach was used, involving 555 students from Colleges of Physical Education and Sport …


Strategies To Improve Outcomes Of Obstetric Emergencies In Sub-Saharan Africa: A Scoping Review, Serah Wachira, Ruth Wagathu, Beth Waweru, Rose Maina, Abednego Ongeso, Constance Sibongile Shumba, Benard Mutwiri, Diana Mbattude, Cliff Aliga, Lucy Kisaka, Peter Gatiti Sep 2026

Strategies To Improve Outcomes Of Obstetric Emergencies In Sub-Saharan Africa: A Scoping Review, Serah Wachira, Ruth Wagathu, Beth Waweru, Rose Maina, Abednego Ongeso, Constance Sibongile Shumba, Benard Mutwiri, Diana Mbattude, Cliff Aliga, Lucy Kisaka, Peter Gatiti

School of Nursing & Midwifery, East Africa

Background: Obstetric emergencies remain a leading cause of maternal morbidity and mortality in sub-Saharan Africa (SSA) despite increased access to facility-based deliveries and emergency obstetric care. Improving outcomes requires not only life-saving clinical interventions but also effective health system strategies. This review mapped published evidence on strategies used to improve outcomes of obstetric emergencies in SSA.

Objective: This scoping review aimed to identify strategies reported in the literature to improve outcomes of obstetric emergencies in SSA.

Methods: The review was reported in accordance with PRISMA-ScR. A comprehensive electronic search of PubMed, CINAHL, SCOPUS, and CORE identified studies published between January …


Recruiting Research Participants With Community Research Partners, Will Hoard, Krys Standley, Catherine Ipsen, Rtc: Rural Sep 2026

Recruiting Research Participants With Community Research Partners, Will Hoard, Krys Standley, Catherine Ipsen, Rtc: Rural

Independent Living and Community Participation

This fact sheet examines recruitment experiences from the Rural Health Pathways Project, a community-based research initiative partnering with Centers for Independent Living (CILs) to deliver health promotion programming for people with disabilities in rural communities. Through interviews with staff from seven participating CILs, the project identified key factors that influenced recruitment success and challenges. Findings highlighted the importance of trusted relationships, team-based planning, clear communication about participant benefits, and individualized enrollment support. Common barriers included scheduling uncertainty related to study design, technology navigation difficulties, time commitments, language barriers, and concerns about sharing personal information. These insights demonstrate the critical role …


Alzheimer’S Disease And Related Dementias Risk Profiles And Health Literacy Among South Asian Seniors, Sandra A. Kennedy Sep 2026

Alzheimer’S Disease And Related Dementias Risk Profiles And Health Literacy Among South Asian Seniors, Sandra A. Kennedy

Dissertations, Theses, and Capstone Projects

Alzheimer’s Disease and Related Dementias (ADRD) pose significant health challenges globally, with South Asian seniors in the United States facing elevated risks due to high rates of cardiovascular disease, diabetes, and limited health literacy. This study assessed dementia literacy and the prevalence of cardiovascular, psychosocial, and lifestyle risk factors among South Asian seniors in New York City, utilizing community-based participatory research (CBPR) principles in collaboration with India Home, a community-based organization. Fifty-six (N=56) South Asian seniors aged 55 and older (M = 69.05, SD = 6.36), primarily of Indian or Bangladeshi origin, participated in the study. Data collection involved a …


Panopticism And Pan-Oticism: Sound-Power From Foucault To Deleuze, Eric Dillenberger Sep 2026

Panopticism And Pan-Oticism: Sound-Power From Foucault To Deleuze, Eric Dillenberger

Dissertations, Theses, and Capstone Projects

From Muzak to long range acoustic devices (LRADs), the contemporary proliferation of sonic technologies for governing moods, behaviors, and potentialities complicates the virtual absence of sound within Michel Foucault's primarily visual modality of disciplinary power in Discipline and Punish, exemplified by his central conceptual model of the panopticon. This thesis develops the corollary concept of pan-oticism to theorize the transformation of sound-power and its political function within administered sonic ecologies from Foucault's disciplinary societies to Gilles Deleuze's societies of control. Within the enclosed spaces constitutive of disciplinary societies, sound-power remains subordinated to Foucault's visual logic of panopticism, extending …


Ai Slop, Jessica Silbey, Woodrow Hartzog Sep 2026

Ai Slop, Jessica Silbey, Woodrow Hartzog

Faculty Scholarship

The term “AI slop” has become popular to describe the output of generative AI systems seen as voluminous, low quality, or the result of little effort. When AI-generated music and videos flood platforms, they are called slop. Peer-reviewed journals and legal tribunals are drowning in low-quality and low-reliability AI slop submissions.  Employees are seen to be producing mountains of slop in their reports and communications with each other. The term has inertia and heft, and the phenomenon has significant consequences. Most of them are not good.

But the boundaries of “AI slop” and its usefulness in policy discussions are not …


Closing Gaps In Urban Trauma Systems: Outcomes Of An Inner-City Community Emergency Department Multidisciplinary Trauma Protocol, Kory S. London, Alan Cherney, Sulabh Neupane, H. Alex Tomlinson, Joseph Cervone, Elaine Qian, Casey Fishman, Jennifer Davis, Sean Mcgann, Varsha Goswami, George Koenig, Frederick Randolph Sep 2026

Closing Gaps In Urban Trauma Systems: Outcomes Of An Inner-City Community Emergency Department Multidisciplinary Trauma Protocol, Kory S. London, Alan Cherney, Sulabh Neupane, H. Alex Tomlinson, Joseph Cervone, Elaine Qian, Casey Fishman, Jennifer Davis, Sean Mcgann, Varsha Goswami, George Koenig, Frederick Randolph

Department of Emergency Medicine Faculty Papers

BACKGROUND: Non-trauma center (NTC) emergency departments (EDs) play regular but underappreciated roles in the management of severely injured patients, yet many lack formal protocols to guide care. We describe the implementation and outcomes of a structured trauma evaluation and transfer protocol at an urban NTC emergency department.

METHODS: A multidisciplinary trauma protocol was implemented on April 1, 2023, at an urban NTC, supported by a Level I trauma center, 2.5 miles apart. The study period ran from January 1, 2019, to June 30, 2025. Using pre-post study design, 62 patients treated prior to implementation were compared with 49 post-intervention patients. …


A National Study Of Tetanus Vaccine Knowledge, Receipt And Acceptance Among Emergency Department Patients, Francesco Sergi, Elisa Vaezazizi, Shaokui Ge, Christopher Alvarez, Jesus Torres, Brian Chinnock, Michael Gottlieb, Vijaya Arun Kumar, Kristin L. Rising, Efrat Kean, Stephanie Eucker, Robert M. Rodriguez Sep 2026

A National Study Of Tetanus Vaccine Knowledge, Receipt And Acceptance Among Emergency Department Patients, Francesco Sergi, Elisa Vaezazizi, Shaokui Ge, Christopher Alvarez, Jesus Torres, Brian Chinnock, Michael Gottlieb, Vijaya Arun Kumar, Kristin L. Rising, Efrat Kean, Stephanie Eucker, Robert M. Rodriguez

Department of Emergency Medicine Faculty Papers

OBJECTIVE: The Tetanus, Diphtheria, Pertussis (Tdap, "tetanus") vaccine is recommended for adults every 10 years. In a national sample of adult emergency department (ED) patients, we sought to determine (1) knowledge and up-to-date status of the tetanus vaccine; (2) reasons for nonreceipt of the vaccine; (3) vaccine acceptability if offered in the ED; and (4) reasons for nonacceptance in the ED if offered.

METHODS: This was a cross-sectional survey study among non-critically ill adults at 10 US EDs, asking questions about knowledge, receipt, and acceptability of the tetanus vaccine. Vaccine receipt was determined by self-report. Aggregate responses are reported as …


Reply, Jacqueline L. Chen, Amanda J. Lu, Rohan Verma, Li Wang, Douglas D. Koch, Allison J. Chen Sep 2026

Reply, Jacqueline L. Chen, Amanda J. Lu, Rohan Verma, Li Wang, Douglas D. Koch, Allison J. Chen

Department of Medicine Faculty Papers

No abstract provided.


Women Entrepreneurs In Kosovo: Family And Institutional Implications, Lona Arifi Sep 2026

Women Entrepreneurs In Kosovo: Family And Institutional Implications, Lona Arifi

Theses

Women’s entrepreneurship represents an important source of economic participation, job creation, and local development in Kosovo. Despite gradual progress, women entrepreneurs continue to face structural constraints linked to family responsibilities, unequal care burdens, and uneven institutional support. This study examines how family-related responsibilities and institutional support mechanisms interact to shape the entrepreneurial experiences of women entrepreneurs in Kosovo. The analysis is guided by the 5M framework of women’s entrepreneurship developed by Brush et al. (2009) and applies a mixed-methods research design combining survey data from 145 women-owned businesses, semi-structured interviews, and secondary evidence. The findings show that women entrepreneurs in …


An Observational Study Of The Effect Of Concomitant Levetiracetam On Apixaban Concentrations In A Hospital Cohort, Chazmyn Riley, Kevin Lam, Cristina Micale, Lynda Thomson, Douglas F. Stickle, Walter K. Kraft Sep 2026

An Observational Study Of The Effect Of Concomitant Levetiracetam On Apixaban Concentrations In A Hospital Cohort, Chazmyn Riley, Kevin Lam, Cristina Micale, Lynda Thomson, Douglas F. Stickle, Walter K. Kraft

Department of Pharmacology, Physiology, and Cancer Biology Faculty Papers

Despite the lack of evidence of a mechanism-based drug interaction, some professional organizations have advised caution coadministering apixaban and levetiracetam. Eligible patients taking apixaban with or without levetiracetam for any indication for at least 72 h were screened from the electronic medical records. Plasma samples from 77 patients were retrieved from salvaged clinical blood collections. Apixaban minimum and maximum concentrations (Cmin and Cmax) were compared using descriptive statistics in R. While the median Cmin and Cmax appear to be marginally elevated, there were no apparent differences relative to apixaban alone. These findings suggest no apparent interaction of levetiracetam and support …


Legal Geographies Of The Public Trust Doctrine, Alida Cantor, John P. Casellas Connors, Elizabeth Carlino Sep 2026

Legal Geographies Of The Public Trust Doctrine, Alida Cantor, John P. Casellas Connors, Elizabeth Carlino

Geography Faculty Publications and Presentations

The Public Trust Doctrine (PTD) is a legal principle that recognizes a duty of the government to hold certain natural resources in trust for public benefit. The doctrine has been extended within the United States to address issues of water, coastal access, wildlife conservation, and climate change. Its implementation is spatially uneven and subjective, however, raising geographic questions around scale, power, and political economy. This article uses a legal geographic approach to understand the PTD. Focusing on water, wildlife, and atmospheric resources, we analyze themes of scale and jurisdiction, property and commons, and legal and environmental subjectivity. We argue that …


Girls’ Education Roadmap: 2026 Report, Meredith Kozak, Miriam Temin, Lina López-Lalinde, Amaranta Martinez Martinez Sep 2026

Girls’ Education Roadmap: 2026 Report, Meredith Kozak, Miriam Temin, Lina López-Lalinde, Amaranta Martinez Martinez

Adolescents and Young People

This Roadmap highlights where the gender and education field can align on coordinated action and investment to close critical gender gaps in education and improve learning for all. Building on findings from the original 2021 Girls’ Education Roadmap, it brings together data on the greatest gender and education needs, evidence on evaluated approaches, and where current practice reaches or misses vulnerable learners. From this foundation, the Roadmap organizes insights around 18 gender-related barriers to education, giving decision makers a framework for diagnosing context specific challenges and identifying proven approaches to address them.