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Uclawsf_Lrcp_Goldengate_Final_Eir Bod 08/22/2024, Uc Law Sf Aug 2024

Uclawsf_Lrcp_Goldengate_Final_Eir Bod 08/22/2024, Uc Law Sf

Long Range Campus Planning Archive

No abstract provided.


Uclawsf_Lrcp_Goldengate_Final_Eir, Uc Law Sf Aug 2024

Uclawsf_Lrcp_Goldengate_Final_Eir, Uc Law Sf

Long Range Campus Planning Archive

No abstract provided.


Covid-19 Prevention Behaviors And Dietary Habits Among Undergraduate Students: A Health Belief Model Approach, Doreen Liou Aug 2024

Covid-19 Prevention Behaviors And Dietary Habits Among Undergraduate Students: A Health Belief Model Approach, Doreen Liou

Department of Nutrition and Food Studies Scholarship and Creative Works

Physical and social disruptions resulted from the COVID-19 pandemic, affecting young adults in higher education. The purpose of this survey research is to unveil COVID-19 related beliefs using the Health Belief Model, and COVID-19 prevention behaviors, including self-reported fruit and vegetable consumption among university students. A cross-sectional survey was administered to 304 male and female undergraduate students from diverse ethnic backgrounds and majors at a New Jersey state university using convenience sampling. Variables measured included frequency of COVID-19 prevention behaviors (e.g.: wearing indoor mask, handwashing), and consumption of fruit and vegetables (dark green and orange vegetables) over the previous week. …


Walking The Walk: Searches That Demonstrate Commitment To An Inclusive, Diverse, And Equitable Library Workplace, Marlowe Bogino, Ash Lierman Aug 2024

Walking The Walk: Searches That Demonstrate Commitment To An Inclusive, Diverse, And Equitable Library Workplace, Marlowe Bogino, Ash Lierman

Libraries Scholarship

No abstract provided.


No. 26: Pandemic Precarities And Remittance Narratives In The Global South, Jonathan Crush, Sujata Ramachandran Aug 2024

No. 26: Pandemic Precarities And Remittance Narratives In The Global South, Jonathan Crush, Sujata Ramachandran

Migration and Food Security (MiFOOD) Network

The COVID-19 pandemic has been referred to as a great disruptor of global migration leading to a crisis of immobility caused by public health lockdowns, closed borders, and the suspension of visa processing. Layoffs and retrenchments of migrant workers led to widespread hardship and an intensification of pre-pandemic precarity, as well as disrupted remittance channels and flows. Against this backdrop, the paper provides an overview of current debates about the relationship between COVID-19 and international migration in the context of South-South migration. We assess how pre-pandemic South-South migration flows were disrupted by the pandemic and the evidence for a crisis …


Transitioning From Inpatient Rehabilitation To Home In Veterans With Spinal Cord Injuries, Alexis Tucci Aug 2024

Transitioning From Inpatient Rehabilitation To Home In Veterans With Spinal Cord Injuries, Alexis Tucci

Department of Occupational Therapy Entry-Level Capstone Projects

This capstone project aimed to develop a comprehensive guide to support Veterans transitioning home from inpatient rehabilitation, enhancing their quality of life. The guide provides educational materials, recommendations, and valuable resources for clients and their families to utilize both during their hospital stay and after discharge. The primary objective was to understand the ongoing needs of veterans with spinal cord injuries post-discharge and to help bridge the gap between the SCI inpatient unit and home.


The Footnotes: A Love Practice, Larissa Cheryl Ramey Aug 2024

The Footnotes: A Love Practice, Larissa Cheryl Ramey

Graduate Theses and Dissertations

the footnotes: a love practice delves into the intersection of archival methods, fashion, black style and aesthetic, communal thinking, and transformative experiences to unveil a unique narrative of historical significance and contemporary relevance. Through an interdisciplinary approach, my research explores how Black culture, fashion, and style are deeply intertwined and influence our communities' cultural and social evolution, specifically examining the role of transportation and clothing, as systems or conduits for style diffusion and expression becoming their own unique modes of transporting. I investigate a wide array of archival resources, including vintage fashion magazines, photographs, books and both individual and communal …


An Investigation Of The Effect Of Performance Engineered Mixture (Pem) Design On Durability And Air Void Matrix Of Concrete Pavements, Jacob Ortlieb Aug 2024

An Investigation Of The Effect Of Performance Engineered Mixture (Pem) Design On Durability And Air Void Matrix Of Concrete Pavements, Jacob Ortlieb

Graduate Theses and Dissertations

Performance Engineered Mixture (PEM) design is a novel method of creating concrete pavement that is economical achieving desirable performance properties such as durability, strength, and workability. Performance-based design is critical for concrete pavements, so the fresh concrete can be placed without issue and the hardened concrete can withstand deterioration and environmental damage such as freezing and thawing. To achieve economical concrete, PEM utilizes tools such as the tarantula curve for aggregate grading, and the Super Air Meter (SAM) test, providing information regarding the air void matrix while the concrete is fresh. To achieve these properties with less cement will lead …


Self-Reflections: A Journey Of Practice In Art Education, Lucienne R. Cape Aug 2024

Self-Reflections: A Journey Of Practice In Art Education, Lucienne R. Cape

Graduate Theses and Dissertations

Abstract This self-study explores the convergence of Culturally Sustaining Teaching within the realm of art education, focusing on the author’s journey as a white, middle-aged, cisgender, southern American woman teaching art in a parochial school environment. The study investigates the dynamics between cultural responsiveness and the acknowledgement of material agency in art classrooms. By integrating principles of culturally sustaining teaching into the art curriculum, the author aims to honor students’ cultural backgrounds while fostering critical consciousness and earthly sustainability awareness. The research questions delve into the connections between culturally sustaining teaching and how the author’s personal identity impacts choice in …


Diseases Of Cannabis Sativa And The Epidemiology And Molecular Diversity Of Neofusicoccum Parvum, Hannah V. Zima Aug 2024

Diseases Of Cannabis Sativa And The Epidemiology And Molecular Diversity Of Neofusicoccum Parvum, Hannah V. Zima

Graduate Theses and Dissertations

Cannabis sativa has been an underutilized agricultural resource in the United States, largely due to federal regulations distinguishing marijuana from hemp. In 2018, Congress passed a Farm Bill, which defined hemp as C. sativa containing a tetrahydrocannabinol (THC) level of no more than 0.3%. As a result, commercial hemp production began in most states in 2019, including Arkansas, and was accompanied by numerous challenges like diseases and pests. The research on the epidemiology of diseases affecting C. sativa is limited, and understanding the pathogens is in its early stages in the U.S. For this study, an initial disease survey was …


Ecopedagogy In Action: The Landfill Project, Marriah Geels Aug 2024

Ecopedagogy In Action: The Landfill Project, Marriah Geels

Graduate Theses and Dissertations

This is an art education action research project that analyzes how an interdisciplinary ecopedagogical curriculum experience may impact student perspectives on waste (specifically trash) and the human impact on the environment. The four-week curriculum incorporated choice-based art education, place-based education, and slow pedagogy to better understand how students’ perspectives changed or remained constant throughout. This curriculum was taught to four class periods in a high school setting with about 34 students in 9-12th grade. Qualitative data collection included a pre and post-survey, visual journals, classroom observations, artist statements, and artwork. Through the analysis of Pre/Post Surveys by utilizing hybrid coding …


The Potential Of Trash: Re-Claiming Creative Authority, Jana Whatley Aug 2024

The Potential Of Trash: Re-Claiming Creative Authority, Jana Whatley

Graduate Theses and Dissertations

This project-based thesis catalogs the planning, building, and engagement with community resource libraries that made second-hand art materials available to the community for free. The micro-libraries hold materials that individuals, organizations, and companies have donated. Materials include single-use plastics, off-cast materials from commercial production, and second-hand or leftover art materials. Four material libraries for creative reuse are in four art education institutions in the greater Northwest Arkansas region. The project sews seeds of mutually supportive systems within regional public art institutions and promotes the creative reuse of materials often tossed into local landfills. As a teaching artist, I have long …


Impact Of Equipment Type On Measured Particle Size Of Civil Engineering Materials, Tanner Turben Aug 2024

Impact Of Equipment Type On Measured Particle Size Of Civil Engineering Materials, Tanner Turben

Graduate Theses and Dissertations

Particle size analysis (PSA) captures the size distribution of fine-grained or emulsified materials with particles generally smaller than 1000 microns. Asphalt emulsions and many other civil engineering materials do not leverage PSA for material specifications or acceptance despite the insight into material performance and quality gained through understanding the particle size. The objectives of this study are to compare PSA measurement principles by testing 13 civil engineering materials by laser diffraction, Coulter counter, and microscopy and to develop a draft standard procedure for asphalt emulsion PSA. Asphalt emulsions, cementitious materials, sands, clays, and biological samples were selected to represent a …


Fungal Pathogen Control And Microbial Ecology: Insights From Soybean Seed Production, Samantha Rigo Segalin Aug 2024

Fungal Pathogen Control And Microbial Ecology: Insights From Soybean Seed Production, Samantha Rigo Segalin

Graduate Theses and Dissertations

This study evaluated the effects of planting date (PD), seed vigor, and chemical seed treatments on the plant stand and yield of two soybean cultivars with different maturity groups (MGs) across four locations in Arkansas from 2018 to 2021. Early planting in early May (early PD) led to higher plant stands and yields compared to late planting in early June (late PD). The interaction between planting date and cultivar was significant, with both cultivars showing higher plant stands on early planting dates. Seed vigor and seed treatment also significantly impacted plant populations; high-vigor seeds planted early resulted in better stands …


Letters To Whiteness: Reflections On A White Artist-Educator Identity Through Dialectical Materialism, Richard Peterson Aug 2024

Letters To Whiteness: Reflections On A White Artist-Educator Identity Through Dialectical Materialism, Richard Peterson

Graduate Theses and Dissertations

In this thesis, I reflect on my identity and experience as a white male and an artisteducator through a lens of critical whiteness and dialectical materialism. I utilize creative writing, and storytelling to speak more metaphorically about my own experiences and feelings in relation to whiteness to understand how I now operate as an artist-educator. Through dialectical materialism, I break down the social change described within the stories of growing up in the United States and intergenerational relationships with other white male figures, displaying more intricate ways I understand how similarities and differences change over time within the white identity …


Reflecting On Being Good Enough: Tracing A Journey Of Identifications And Unraveling Denial Of The Queer Self, Lucero Aguirre Aug 2024

Reflecting On Being Good Enough: Tracing A Journey Of Identifications And Unraveling Denial Of The Queer Self, Lucero Aguirre

Graduate Theses and Dissertations

“Good Enough” is a thesis written to unpack reflection on assimilatory forces during early life experiences in education. By documenting self-reflections, utilizing arts-based research methods, and examining theory relative to theories of identity formation, I use a screenplay in the format of a fictional talk show where three golden retrievers are interviewed from notable Disney films Homeward Bound: The Incredible Journey (Dunham, 1993), Air Bud (Smith, 1997), and UP (Docter, 2009). I connect the golden retriever as a symbol representing aspects of the American dream, an influence shaping my identity and merit-focused alliance with dominant identities. The fictional plot of …


Real-Time Barge Detection Using Traffic Cameras And Deep Learning On Inland Waterways, Geoffery Eyram Agorku Aug 2024

Real-Time Barge Detection Using Traffic Cameras And Deep Learning On Inland Waterways, Geoffery Eyram Agorku

Graduate Theses and Dissertations

Inland waterways are critical for freight movement, but limited means exist for monitoring their performance and usage by freight-carrying vessels, e.g., barges. While methods to track vessels, e.g., tug and tow boats, are publicly available through Automatic Identification Systems (AIS), ways to track freight tonnages and commodity flows carried on barges along these critical marine highways are non-existent, especially in real-time settings. This paper develops a method to detect barge traffic on inland waterways using existing traffic cameras with opportune viewing angles. Deep learning models, specifically, You Only Look Once (YOLO), Single Shot MultiBox Detector (SSD), and EfficientDet are employed. …


How Can Event Attribution Science Underpin Financial Decisions On Loss And Damage?, Dim Coumou, Paola A. Arias, Ana Bastos, Charlotte Kendra Z. Gotangco Gonzales, Gabriele C. Hegerl, Pandora Hope, Christopher Jack, Friederike Otto, Fahad Saeed, Olivia Serdeczny, Theodore G. Shepherd, Robert Vautard Aug 2024

How Can Event Attribution Science Underpin Financial Decisions On Loss And Damage?, Dim Coumou, Paola A. Arias, Ana Bastos, Charlotte Kendra Z. Gotangco Gonzales, Gabriele C. Hegerl, Pandora Hope, Christopher Jack, Friederike Otto, Fahad Saeed, Olivia Serdeczny, Theodore G. Shepherd, Robert Vautard

Environmental Science Faculty Publications

With climate extremes hitting nations across the globe, disproportionately burdening vulnerable developing countries, the prompt operation of the Loss and Damage fund is of paramount importance. As decisions on resource disbursement at the international level, and investment strategies at the national level, loom, the climate science community’s role in providing fair and effective evidence is crucial. Attribution science can provide useful information for decision makers, but both ethical implications and deep uncertainty cannot be ignored. Considering these aspects, we articulate a vision that integrates established attribution methods and multiple lines of evidence within a coherent logical framework.


In Pursuit Of Eye Tracking For Visual Landscape Assessments, David Evans, Brent Chamberlain Aug 2024

In Pursuit Of Eye Tracking For Visual Landscape Assessments, David Evans, Brent Chamberlain

Landscape Architecture and Environmental Planning Faculty Publications

Visual quality and impact assessments have historically relied on experts to formally evaluate the visual properties of a landscape. In contrast, environmental psychologists have studied subjective landscape preferences using ratings and surveys. These two approaches represent, respectively, the “objectivist” and “subjectivist” paradigms within visual landscape research. A gap, however, exists between these approaches: actual observation behaviors. In this paper, we argue for the inclusion of eye-tracking research in visual landscape assessments as a critical bridge between objective landscape qualities and subjective visual experiences. We describe the basics of eye-tracking methods and data types to introduce the role of eye movements …


Correlates Of The Ego Impairment Index In An Adolescent Inpatient Sample, Marisa Caponi Aug 2024

Correlates Of The Ego Impairment Index In An Adolescent Inpatient Sample, Marisa Caponi

ETD Collection

The Ego Impairment Index-3 (EII-3), a composite variable of psychopathology that can be computed from a valid Rorschach protocol, is the latest version of the EII found to demonstrate psychometric superiority and sound interrater reliability across studies of child, adolescent, and adult populations (Viglione et al., 2011). Research has documented that one’s EII-3 score reveals information regarding personality functioning that is not otherwise accessible through clinical observation, interview, or self-report measures. Still, guidelines for effective interpretation of EII-3 scores remain essential to yielding clinically relevant inferences and are especially of interest in adolescent populations of psychiatric severity. This study investigated …


Fog To Pyre: The Impact Of Supreme Court Judgment Complexity On Dowry Deaths, Abhinav Anand, Sanchit Jain, Jalaj Pathak, Sheetal Sekhri Aug 2024

Fog To Pyre: The Impact Of Supreme Court Judgment Complexity On Dowry Deaths, Abhinav Anand, Sanchit Jain, Jalaj Pathak, Sheetal Sekhri

Working Papers

We use Natural Language Processing (NLP) techniques to examine if judgments’ complexity in Supreme Court cases influences dowry deaths in India.Leveraging the quasi-random assignment of judges to cases, we find that aone-unit increase in the complexity of judgments captured by the Fog Index ina state year increases dowry deaths by 2% in the subsequent period. Based onestimates of the Value of Statistical Life (VSL), this increase in dowry-relatedhomicides of women costs $1.83 million in a state year or 51 million USD forthe country annually. In otherwise similar judgments, very high complexity increases the incidence of future dowry deaths by 15%. …


Hay – Essentials For Growing A Successful Crop, Department Of Primary Industries And Regional Development, Western Australia Aug 2024

Hay – Essentials For Growing A Successful Crop, Department Of Primary Industries And Regional Development, Western Australia

Grains and other field crops factsheets

Export hay fits into most of the accepted cropping rotations and helps reduce weed seed banks, overcome herbicide resistance, provides a break from traditional chemical regimes and good paddock preparation for the subsequent crop, and is an alternative profitable crop.

Talk to your local hay exporter about their requirements for hay produced for export before sowing oats for export hay. Hay exporters have different requirements, which will affect how you manage your crop.


Developing A Controlled Traffic (Tramline) Farming System, Department Of Primary Industries And Regional Development, Western Australia Aug 2024

Developing A Controlled Traffic (Tramline) Farming System, Department Of Primary Industries And Regional Development, Western Australia

Grains and other field crops factsheets

Controlled traffic farming (CTF) is a farming system built on permanent wheel tracks where the crop zone and traffic lanes are permanently separated. It can improve profitability and sustainability.

Implements for seeding, spraying, spreading and harvesting have a particular span, or multiple of it, and all wheel tracks are confined to specific traffic lanes.

CTF increases profit by more yield, better grain quality, improved operation timeliness, and reduced costs. The environment can improve, with less nutrient leaching, less water erosion, better water infiltration, and less greenhouse gas emission. Implementation needs a clear, long-term plan, and prioritisation of soil health.

Another …


Shapley Value Under Interval Uncertainty And Partial Information, Kittawit Autchariyapanikul, Olga Kosheleva, Vladik Kreinovich Aug 2024

Shapley Value Under Interval Uncertainty And Partial Information, Kittawit Autchariyapanikul, Olga Kosheleva, Vladik Kreinovich

Departmental Technical Reports (CS)

In the 1950s, the future Nobelist Lloyd Shapley solved the problem of how to fairly divide the common gain. Namely, he showed that some reasonable requirements determine a unique division -- which is now known as the Shapley value. The main limitation of Shapley's solution is that it assumes that for each subgroup of the original group of participants, we know exactly how much this group could gain if it acted by itself, without involving others. In practice, we rarely know these exact values. At best, we know the bounds on each such value -- i.e., in other words, an …


Why Are There So Many Definitions Of Eutrophication?, Alexandrine Pannard, Philippe Souchu, Christian Chauvin, Monique Delabuis, Chantal Gascuel-Odoux, Erik Jeppesen, Morgane Le Moal, Alain Ménesguen, Gilles Pinay, Nancy N. Rabalais, Yves Souchon, Elisabeth M. Gross Aug 2024

Why Are There So Many Definitions Of Eutrophication?, Alexandrine Pannard, Philippe Souchu, Christian Chauvin, Monique Delabuis, Chantal Gascuel-Odoux, Erik Jeppesen, Morgane Le Moal, Alain Ménesguen, Gilles Pinay, Nancy N. Rabalais, Yves Souchon, Elisabeth M. Gross

Faculty Publications

Because of the first observations in the 1900s of the oligotrophic and eutrophic states of lakes, researchers have been interested in the process that makes lakes become turbid because of high phytoplankton biomass. Definitions of eutrophication have multiplied and diversified since the mid-20th century, more than for any other ecological process. Reasons for the high number of definitions might be that the former ones did not sufficiently describe their causes and/or consequences. Global change is bringing eutrophication more into the spotlight than ever, highlighting the need to find consensus on a common definition, or at least to explain and clarify …


Key Uncertainties And Modeling Needs For Managing Living Marine Resources In The Future Arctic Ocean, Julia G. Mason, Andrea Bryndum-Buchholz, Juliano Palacios-Abrantes, Renuka Badhe, Isabella Morgante, Daniele Bianchi, Julia L. Blanchard, Jason D. Everett, Cheryl S. Harrison, Ryan F. Heneghan, Camilla Novaglio, Colleen M. Petrik Aug 2024

Key Uncertainties And Modeling Needs For Managing Living Marine Resources In The Future Arctic Ocean, Julia G. Mason, Andrea Bryndum-Buchholz, Juliano Palacios-Abrantes, Renuka Badhe, Isabella Morgante, Daniele Bianchi, Julia L. Blanchard, Jason D. Everett, Cheryl S. Harrison, Ryan F. Heneghan, Camilla Novaglio, Colleen M. Petrik

Faculty Publications

Emerging fishing activity due to melting ice and poleward species distribution shifts in the rapidly-warming Arctic Ocean challenges transboundary management and requires proactive governance. A 2021 moratorium on commercial fishing in the Arctic high seas provides a 16-year runway for improved scientific understanding. Given substantial knowledge gaps, characterizing areas of highest uncertainty is a key first step. Marine ecosystem model ensembles that project future fish distributions could inform management of future Arctic fisheries, but Arctic-specific variation has not yet been examined for global ensembles. We use the Fisheries and Marine Ecosystem Intercomparison Project ensemble driven by two Earth System Models …


Lactoferrin And Lysozyme To Promote Nutritional, Clinical And Enteric Recovery: A Protocol For A Factorial, Blinded, Placebo-Controlled Randomised Trial Among Children With Diarrhoea And Malnutrition (The Boresha Afya Trial), Ruchi Tiwari, Kirkby Tickell, Emily Yoshioka, Joyce Otieno, Adeel Shah, Barbra Richardson, Lucia Keter, Maureen Okello, Churchil Nyabinda, Indi Trehan Aug 2024

Lactoferrin And Lysozyme To Promote Nutritional, Clinical And Enteric Recovery: A Protocol For A Factorial, Blinded, Placebo-Controlled Randomised Trial Among Children With Diarrhoea And Malnutrition (The Boresha Afya Trial), Ruchi Tiwari, Kirkby Tickell, Emily Yoshioka, Joyce Otieno, Adeel Shah, Barbra Richardson, Lucia Keter, Maureen Okello, Churchil Nyabinda, Indi Trehan

Paediatrics and Child Health, East Africa

Introduction: Children with moderate or severe wasting are at particularly high risk of recurrent or persistent diarrhoea, nutritional deterioration and death following a diarrhoeal episode. Lactoferrin and lysozyme are nutritional supplements that may reduce the risk of recurrent diarrhoeal episodes and accelerate nutritional recovery by treating or preventing underlying enteric infections and/or improving enteric function.

Methods and analysis: In this factorial, blinded, placebo-controlled randomised trial, we aim to determine the efficacy of lactoferrin and lysozyme supplementation in decreasing diarrhoea incidence and improving nutritional recovery in Kenyan children convalescing from comorbid diarrhoea and wasting. Six hundred children aged 6–24 months with …


Unique Oncostatin M Functions Within The Context Of Estrogen Receptor Positive Breast Cancer And Therapeutic Development For Patients, Cody L. Wolf Aug 2024

Unique Oncostatin M Functions Within The Context Of Estrogen Receptor Positive Breast Cancer And Therapeutic Development For Patients, Cody L. Wolf

Boise State University Theses and Dissertations

In the United States, it is estimated that over 295,000 women will be diagnosed with breast cancer, and over 43,000 breast cancer patients will die in 2024. Mortality in breast cancer is due in large part due to distant metastasis to organs such as the bone, lung, liver, and brain. The IL-6-family cytokine oncostatin M (OSM) plays a crucial role in initiating metastasis by secreting pro-metastatic molecules such as VEGF, LOXL2 and IL-6, and increasing circulating tumor cell numbers and metastases to lung in vivo. More recent work within our lab has identified unique roles for OSM within the varying …


Ecosystem Effects Of Targeted Grazing With Sheep To Manage Cheatgrass, Madelyn Sorrentino Aug 2024

Ecosystem Effects Of Targeted Grazing With Sheep To Manage Cheatgrass, Madelyn Sorrentino

Boise State University Theses and Dissertations

Cheatgrass (Bromus tectorum) invasion is widespread across the Great Basin region of the United States and is expected to continue. Cheatgrass degrades ecosystem functioning, increases the risk of wildfire, and negatively affects rangeland-based agriculture and other land uses. Targeted grazing—the use of livestock to accomplish a vegetation management objective—has been suggested as a management practice that could combat cheatgrass invasion at the landscape level. However, knowledge of targeted grazing at a management-relevant scale and its effects on other vital ecosystem components, such as non-target plant species and soil properties, remains limited. To test the efficacy of sheep targeted …


On The Right Track? Energy Use, Carbon Emissions, And Intensities Of World Rail Transportation, 1840–2020, Bernardo Tostes, Sofia T. Henriques, Paul E. Brockway, Matthew Kuperus Heun, Tiago Domingos, Tânia Sousa Aug 2024

On The Right Track? Energy Use, Carbon Emissions, And Intensities Of World Rail Transportation, 1840–2020, Bernardo Tostes, Sofia T. Henriques, Paul E. Brockway, Matthew Kuperus Heun, Tiago Domingos, Tânia Sousa

University Faculty Publications and Creative Works

The history of rail transport can offer valuable insights for future energy transitions due to its importance in promoting clean mobility. There is a complex interplay between the evolution of the railway network, fuel consumption, efficiency, energy service, and CO2 emissions that requires further exploration. We developed a dataset that covers energy use in all stages of rail transportation, as well as the length of track, energy service, and CO2 emissions at the world scale. To deal with missing data we utilized machine learning techniques for the first time in a historical energy reconstruction study. Our analysis reveals that …