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Full-Text Articles in Environmental Studies

Mobile-Based Sidewalk Inventory App For Smart Communities, Health, And Safety, Madhav Erraguntla, Dursun Delen, Rupesh K. Agrawal, Karthic Madanagopal, Richard Mayer Oct 2017

Mobile-Based Sidewalk Inventory App For Smart Communities, Health, And Safety, Madhav Erraguntla, Dursun Delen, Rupesh K. Agrawal, Karthic Madanagopal, Richard Mayer

Suburban Sustainability

As the United States and other nations strive to cope with the obesity epidemic (NCHS, 2015), progressive communities are developing sidewalk infrastructure to promote physical activity and health. The Center for Disease Control (CDC) recommends that community-based interventions like neighborhood walk, bike programs etc. have shown to be effective in promoting physical activity and health. Smart cities are embracing the development of community trails and promoting their use to increase physical activity among youth and adults. System implementation, data collection, and analysis were performed from January 2015 through July 2015. To promote these objectives, communities and cities need accurate information …


Researching Peers And Disaster Vulnerable Communities: An Insider Perspective, Stern M. Kita Oct 2017

Researching Peers And Disaster Vulnerable Communities: An Insider Perspective, Stern M. Kita

The Qualitative Report

Conducting research among peers and communities that a researcher also serves may be both daunting and rewarding. Researching peers may make the researcher feel uncomfortable raising certain questions that are sensitive or that could be construed to be testing their competencies. This paper is inclined more towards showing that it is advantageous to be an insider, whose position can facilitate collection of information that could not have been accessed, or revealed to an outsider. The paper reports on fieldwork conducted in a low-income country in Sub-Sahara Africa as part of a doctoral study with communities affected by disasters and those …


Man And Land: Competing Ontologies, Colonial Legacies, And The Quest For Food Sovereignty, Savannah Smith Oct 2017

Man And Land: Competing Ontologies, Colonial Legacies, And The Quest For Food Sovereignty, Savannah Smith

Independent Study Project (ISP) Collection

Land is an ontological reality, which is at the center of different relationships to land. These relationships are situated in and a product of historical and spatial process that have an under lying power geometry. These different understandings of land tenure can create conflict when they intersect with competing interests in the same space. In Cameroon, this is currently the case in the form of large-scale land acquisitions, which often conflict with local communities as multinational corporations and local elites acquire land concessions with facilitation by the government in the name of development. This paper aims to understand this issue …


Geopolitical Relations: Uganda’S Role In The Development Of The River Nile, Jordan Williams Oct 2017

Geopolitical Relations: Uganda’S Role In The Development Of The River Nile, Jordan Williams

Independent Study Project (ISP) Collection

This study examined the geopolitical relations of the Nile Basin by looking at Uganda as a case study, and analyzed Uganda’s use and development of the River Nile. It reviews the history of transboundary politics and treaties along with Uganda’s development projects in the region. The paper then discusses modern relations and agreements, with a focus on the most recent agreement between the Riparian States, the Cooperative Framework Agreement, and how Uganda fits into them with regards to their interest in hydropower development within their borders on the Nile. It then explores possible future developments on the river and the …


Land Insecurity In Gulu, Uganda: A Clash Between Culture And Capitalism, Zachary Slotkin Oct 2017

Land Insecurity In Gulu, Uganda: A Clash Between Culture And Capitalism, Zachary Slotkin

Independent Study Project (ISP) Collection

This paper presents the causes and consequences of land insecurity in Gulu, Uganda. In order to address this important and often sensitive issue, the paper analyzes the role of the Lord’s Resistance Army (LRA) insurgency and the government’s policy of forced encampment during the insurgency in contributing to land insecurity, causing widespread displacement among former internally displaced persons (IDPs). It further explores the importance of land ownership in providing economic productivity to rural landowners, as well as the nature of customary land tenure in Acholi culture and the government’s efforts to privatize communal land, to give a background on the …


Desert Pool {If Every Desert Was Once A Sea}, Karen Miranda Abel Sep 2017

Desert Pool {If Every Desert Was Once A Sea}, Karen Miranda Abel

The Goose

Desert Pool {If every desert was once a sea} is a site-specific art project by Canadian artist Karen Miranda Abel completed in 2016 while artist-in-residence at Joya: arte + ecología, an arts-led research centre situated in an alpine desert within a national park in southern Spain. The elemental installation represents an envisioning of the ancient sea that occupied the Sierra de María-Los Vélez Natural Park millions of years before the current desert ecology, a time when its highest mountain peaks may have been islands.


Walking As Ontological Shifter: Thoughts In The Key Of Life, Bibi (Silvina) Calderaro Sep 2017

Walking As Ontological Shifter: Thoughts In The Key Of Life, Bibi (Silvina) Calderaro

Dissertations, Theses, and Capstone Projects

With walking as ontological shifter I pursue an alternative to the dominant modernist episteme that offers either/or onto-epistemologies of opposition and their reifying engagements. I propose this type of walking is an intentional turning towards a set of radical positions that, as integrative aesthetic and therapeutic practice, brings multiplicity and synchronicity to experience and being in an expanded sociality. This practice facilitates the conditions of possibility for recurring points of contact between the interiority perceived as ‘body’ and the exteriority perceived as ‘world.’ While making evident the self’s at once incoherence with it-self, it opens to a space beyond the …


The Once And Future Great Lakes Country: An Ecological History By John L. Riley, Deborah C. Bowen Aug 2017

The Once And Future Great Lakes Country: An Ecological History By John L. Riley, Deborah C. Bowen

The Goose

Review of John L. Riley's The Once and Future Great Lakes Country: An Ecological History.


Acoustic Signatures Of Habitat Types In The Miombo Woodlands Of Western Tanzania, Sheryl Vanessa Amorocho, Dante Francomano, Kristen M. Bellisario, Ben Gottesman, Bryan C. Pijanowski Aug 2017

Acoustic Signatures Of Habitat Types In The Miombo Woodlands Of Western Tanzania, Sheryl Vanessa Amorocho, Dante Francomano, Kristen M. Bellisario, Ben Gottesman, Bryan C. Pijanowski

The Summer Undergraduate Research Fellowship (SURF) Symposium

The Miombo Woodlands of Tanzania comprise several habitat types that are home to a great number of flora and fauna. Understanding their responses to increasing human disturbance is important for conservation, especially in places where people depend so directly on their local ecosystem services to survive. Soundscapes are a powerful approach to study complex biomes undergoing change. The sounds emitted by soniferous fauna characterize the acoustic profile of the landscapes they inhabit such that habitats with the highest acoustic abundance are considered as the most diverse and possibly more ecologically resilient. However, acoustic variability within similar habitat types may pose …


How To Enhance Interdisciplinary Competence—Interdisciplinary Problem-Based Learning Versus Interdisciplinary Project-Based Learning, Mirjam Brassler, Jan Dettmers Jul 2017

How To Enhance Interdisciplinary Competence—Interdisciplinary Problem-Based Learning Versus Interdisciplinary Project-Based Learning, Mirjam Brassler, Jan Dettmers

Interdisciplinary Journal of Problem-Based Learning

Interdisciplinary competence is important in academia for both employability and sustainable development. However, to date, there are no specific interdisciplinary education models and, naturally, no empirical studies to assess them. Since problem-based learning (PBL) and project-based learning (PjBL) are learning approaches that emphasize students’ collaboration, both pedagogies seem suitable to enhance students’ interdisciplinary competence. Based on the principle of constructive alignment and four instructional principles on interdisciplinary learning, this paper proposes that students profit more from interdisciplinary PBL (iPBL) than interdisciplinary PjBL (iPjBL). A pre-post study was conducted with a sample of 95 students participating in iPBL and 183 students …


Animate Planet: Making Visceral Sense Of Living In A High-Tech Ecologically Damaged World By Kath Weston, Kelly Shepherd Jul 2017

Animate Planet: Making Visceral Sense Of Living In A High-Tech Ecologically Damaged World By Kath Weston, Kelly Shepherd

The Goose

Review of Kath Weston's Animate Planet: Making Visceral Sense of Living in a High-Tech Ecologically Damaged World.


Synergistic Use Of Remote Sensing And Modeling To Assess An Anomalously High Chlorophyll-A Event During Summer 2015 In The South Central Red Sea, Wenzhao Li, Hesham El-Askary, K. P. Manikandan, Mohamed A. Qurban, Michael J. Garay, Olga V. Kalishnikova Jul 2017

Synergistic Use Of Remote Sensing And Modeling To Assess An Anomalously High Chlorophyll-A Event During Summer 2015 In The South Central Red Sea, Wenzhao Li, Hesham El-Askary, K. P. Manikandan, Mohamed A. Qurban, Michael J. Garay, Olga V. Kalishnikova

Mathematics, Physics, and Computer Science Faculty Articles and Research

An anomalously high chlorophyll-a (Chl-a) event (>2 mg/m3) during June 2015 in the South Central Red Sea (17.5° to 22°N, 37° to 42°E) was observed using Moderate Resolution Imaging Spectroradiometer (MODIS) data from the Terra and Aqua satellite platforms. This differs from the low Chl-a values (<0.5 mg/m3) usually encountered over the same region during summertime. To assess this anomaly and possible causes, we used a wide range of oceanographical and meteorological datasets, including Chl-a concentrations, sea surface temperature (SST), sea surface height (SSH), mixed layer depth (MLD), ocean current velocity and aerosol optical depth (AOD) obtained from different sensors and models. Findings confirmed this anomalous behavior in the spatial domain using Hovmöller data analysis techniques, while a time series analysis addressed monthly and daily variability. Our analysis suggests that a combination of factors controlling nutrient supply contributed to the anomalous phytoplankton growth. These factors include horizontal transfer of upwelling water through eddy circulation and possible mineral fertilization from atmospheric dust deposition. Coral reefs might have provided extra nutrient supply, yet this is out of the scope of our analysis. We thought that dust deposition from a coastal dust jet event in late June, coinciding with the phytoplankton blooms in the area under investigation, might have also contributed as shown by our AOD findings. However, a lag cross correlation showed a two- month lag between strong dust outbreak and the high Chl-a anomaly. The high Chl-a concentration at the edge of the eddy emphasizes the importance of horizontal advection in fertilizing oligotrophic (nutrient poor) Red Sea waters.


Bat Community Composition And Monitoring For White-Nose Syndrome At First State National Historical Park, Delaware And Pennsylvania, Juliet Nagel, J. Edward Gates Jul 2017

Bat Community Composition And Monitoring For White-Nose Syndrome At First State National Historical Park, Delaware And Pennsylvania, Juliet Nagel, J. Edward Gates

United States National Park Service: Publications

Abstract

In recent years, bats have faced increasingly deadly threats on multiple fronts. Cave-dwelling bats have been decimated by the emergence of a disease, white-nose syndrome (WNS), caused by a fungal pathogen, Pseudogymnoascus destructans; and tree bats are dying in large numbers at wind power facilities. First State National Historical Park (FRST) is a new national park unit located in northern Delaware and Pennsylvania. Prior to this study, little information was available on bat species and their activity and distribution within FRST. To fill this knowledge gap, we conducted an inventory of bat species present at FRST. We used …


Income Shocks And The Acceptance Of Intimate Partner Violence In Indonesia, Matthew N. Krupoff May 2017

Income Shocks And The Acceptance Of Intimate Partner Violence In Indonesia, Matthew N. Krupoff

Master's Theses

Intimate partner violence (IPV) is a pervasive issue affecting 1 in 3 women worldwide. Despite the negative welfare impacts, it is still seen as acceptable in some parts of the world, even amongst women. This paper examines how elastic these accepting attitudes towards IPV are to changing economic conditions. Specifically, this paper focuses on changes in intra-household resources from negative shocks to male-sourced income. The setting and context takes place in coastal communities in Indonesia, where fishing is a main source ofincome generated primarily by men. This paper uses satellite-derived fishing conditions to measure how women's attitudes towards IPV change …


The Anthropocene, Overview, Scott W. Schwartz May 2017

The Anthropocene, Overview, Scott W. Schwartz

Open Educational Resources

This presentation offers an overview of the developing concept of The Anthropocene -- a term coined to describe our current geological epoch, in which human impact on the planet will leave a permanent trace.


Barriers To Sustainable Hunting-Based Conservation Of Elephants In Zimbabwe, Jessica H. Cusworth May 2017

Barriers To Sustainable Hunting-Based Conservation Of Elephants In Zimbabwe, Jessica H. Cusworth

Sustainability and Social Justice

The international demand for ivory has devastated African elephant populations. In 2015, more elephants were poached for ivory than were born. Many countries have sought to decrease poaching pressures through ivory trade bans. However, Zimbabwe, home to the second largest African elephant population, funds its anti-poaching efforts with revenue from ivory exports. The ivory bans implemented by other countries prevent Zimbabwe from generating many sources of ivory revenue. These bans hamper Zimbabwe’s ability to fund anti-poaching efforts and exacerbate the complex interactions between the social, economic, and political factors which contribute to poaching. Increasing the understanding of the relationships between …


Financial Assessment Of Agricultural Lands At Risk To Coastal Salt Marsh Migration In Relation To Climate Change Induced Sea Level Rise In Dorchester County, Maryland, Jewell Porter May 2017

Financial Assessment Of Agricultural Lands At Risk To Coastal Salt Marsh Migration In Relation To Climate Change Induced Sea Level Rise In Dorchester County, Maryland, Jewell Porter

Sustainability and Social Justice

The increasing rate and effects of sea level rise is a major environmental concern in the Chesapeake Bay. This paper evaluates the impacts of rising sea level on coastal salt marshes and the surrounding agricultural lands at risk in Dorchester County, Maryland to build off existing environmental monitoring work performed by NOAA’s Sentinel Site Program. The results of the spatial analysis were used to estimate monetary benefits to incentivize farmers to protect these marshes by making their land available for marsh migration to occur. Looking at three scenarios of sea level rise and marsh migration, grain crops (corn, soybeans, and …


The Passage Of The 2016 Ballot Question #3 In Massachusetts And Its Implications, Hannah Silverfine May 2017

The Passage Of The 2016 Ballot Question #3 In Massachusetts And Its Implications, Hannah Silverfine

Sustainability and Social Justice

In the 2016 Massachusetts primary election, ballot question #3, “Massachusetts Minimum Size Requirements for Farm Animal Containment”, aimed to improve welfare standards for cows raised for veal, female sows confined to gestation crates, and chickens caged for eggs. This study seeks to analyze the complex relationship between local and national food systems, and articulate the multi-level implications of Question 3. Research examines the rationale behind voting, campaign narratives, and campaign financing in Massachusetts, and ultimately compares the implications of Question 3 with those of California’s 2008 Prevention of Farm Animal Cruelty Act. The lenses of animal geographies and the political …


Geoscientists-In-The-Park Summer Internship Mapping Shoreline Change With The National Park Service, Michael P. Endicott May 2017

Geoscientists-In-The-Park Summer Internship Mapping Shoreline Change With The National Park Service, Michael P. Endicott

Sustainability and Social Justice

This project paper details the activities carried out as a Geologist/GIS Specialist in the Gateway National Recreation Area as a part of the Geoscientists-In-The-Park internship program. The focus of this position was on supporting the geomorphological monitoring efforts of the National Park Service. This was accomplished through a combination of field data collection, GIS analysis, report writing, and project work. By the end of the internship, substantial progress was made to the formation of Gateway’s Annual 1D and 2D report for 2015-2016, field data were collected for the 2016 summer season, changes in geomorphology were explored and summarized for the …


The Fight Against Botanical Invaders: Summer Internship With The Montana Conservation Corps And The U.S. Forest Service, Bryan S. Buttigieg May 2017

The Fight Against Botanical Invaders: Summer Internship With The Montana Conservation Corps And The U.S. Forest Service, Bryan S. Buttigieg

Sustainability and Social Justice

This paper aims to synthesize and reflect upon my internship with the Montana Conservation Corps, and the U.S. Forest Service during the summer of 2016. The primary responsibilities as an intern under the USFS’s Vegetation Manager included eradicating and monitoring invasive weeds within the Hebgen Lake Ranger District, in West Yellowstone, MT. I gained a wealth of knowledge on how invasive plants take control of landscapes throughout Montana specifically. This opportunity provided me with the chance to develop both hands-on and GIS-based conservation efforts. The following chapters review my summer internship by diving deeper into the structural organization of the …


A Retro Development In Education: Evaluating The Feasibility Of Integrating Place-Based Education Into Mississippi Curriculum Standards, Colby K. Mcclain May 2017

A Retro Development In Education: Evaluating The Feasibility Of Integrating Place-Based Education Into Mississippi Curriculum Standards, Colby K. Mcclain

Honors Theses

This thesis evaluates the feasibility of integrating place-based environmental education activities from Think Green, Take Action: Books and Activities for Kids into the Mississippi Department of Education’s (MDE) Frameworks for Science and Social Studies for K-5. As children develop and experience the world, their ability to understand and interpret the surrounding environments expand; however, Mississippi schools are not focused on experiential environmental education, even though experiencing and understanding the surrounding environment is vital in fostering eagerness to learn. Due to a growing disconnect between humans and the natural world, this thesis examined 37 place- and environment-based activities for children, sixteen …


Governing The Urban Water Commons : Essays On Collaborative Policy Networks In A Polycentric Ecology Of Urban Water Policy Games., Emmanuel Frimpong Boamah May 2017

Governing The Urban Water Commons : Essays On Collaborative Policy Networks In A Polycentric Ecology Of Urban Water Policy Games., Emmanuel Frimpong Boamah

Electronic Theses and Dissertations

Governing social-ecological systems, such as the urban water commons, is a multi-scale and multi-sector (polycentric) human-environment process. This dissertation interrogates this process by situating itself within the Ecology of Games Framework by Norton Long (and updated by Mark Lubell) and the literature on polycentric governance by the Bloomington School of Political Economy. The dissertation’s three essays 1) offer both theoretical and methodological means to enact polycentric public economies within the ecology of games framework, and 2) explicate the conditions under which interoganizational collaboration is fostered within a polycentric ecology of policy games in governing the Middle Rio Grande urban watershed. …


Seeing Community Through The Trees: Characterizing Resident Response To Urban-Tree Planting Initiatives, Eli Goldman May 2017

Seeing Community Through The Trees: Characterizing Resident Response To Urban-Tree Planting Initiatives, Eli Goldman

Sustainability and Social Justice

Urban tree planting initiatives have become common across cities in the United States. In order to advocate for sustainable urban forests, managers of urban planting initiatives must adopt a strong community framework, which includes community values in reforestation efforts. Clark University researchers conducted interviews and surveys with residents in six central Massachusetts cities and towns to assess why residents value urban trees and to characterize public response to reforestation efforts. Results indicate residents had positive experiences with tree planting programs, are most likely to value urban trees for aesthetic reasons, and commonly associate change in neighborhood character with Asian Longhorned …


Gis Specialist 2016 Internship With Cdm Smith In Boston, Massachusetts, Suzanne L. Meek May 2017

Gis Specialist 2016 Internship With Cdm Smith In Boston, Massachusetts, Suzanne L. Meek

Sustainability and Social Justice

This report provides a detailed experience of my internship with CDM Smith during the summer of 2016. This was a formal 12-week internship that was extended an additional two weeks due to my success in the first few weeks. My title was listed as a GIS Specialist Intern. My responsibilities included applying GIS technologies to construction, water, and energy projects, digitizing various locations for cities and private clients, FEMA projects, and street light audits in two different towns in New England.


Mapping Community Space And Place In Mto Wa Mbu, Tanzania Through Surveys And Gis, Jessica Craigg Apr 2017

Mapping Community Space And Place In Mto Wa Mbu, Tanzania Through Surveys And Gis, Jessica Craigg

Georgia College Student Research Events

Cities throughout the African continent have been developing at an unprecedented pace, many of them due to the influence of the tourism industry. This is particularly true in Tanzania, a country famous for its national parks and their draw to tourists who help provide money for development. However, the only way to get the whole story on how to spend this money is through the experiences and needs of the people themselves. This study focuses on a small town in northeastern Tanzania, Mto wa Mbu, situated near Lake Manyara National Park, and its people’s perceptions of the park and community. …


Forests On The Edge: Forest Restoration And Concepts Of Nature In Northern New Mexico, Jordan W. Stone Apr 2017

Forests On The Edge: Forest Restoration And Concepts Of Nature In Northern New Mexico, Jordan W. Stone

Geography ETDs

Dozens of catastrophic forest fires have impacted New Mexican communities over the last two decades, threatening humans, property, and livelihoods. Ecologically, forest systems are stressed by historically unprecedented tree density, drought, increased temperature, and dwindling ecological diversity, further increasing fire danger. An increasingly common response to these threats is to actively manage New Mexico’s forests using mechanical tree thinning and prescribed fire, with a goal of “restoring” forests to a healthier ecological state. Restoring forests is both a scientific and cultural act. While the science is well studied, land managers often struggle to understand how human values impact forest restoration …


La Lucha Por Kimsakocha: Resistencia Contra La Minería En Azuay, Ecuador \ The Struggle For Kimsakocha: Resistance Against Mining In Azuay, Ecuador, Lydia Petroske Apr 2017

La Lucha Por Kimsakocha: Resistencia Contra La Minería En Azuay, Ecuador \ The Struggle For Kimsakocha: Resistance Against Mining In Azuay, Ecuador, Lydia Petroske

Independent Study Project (ISP) Collection

En Ecuador, hay una “reprimarización” de la economía, un fenómeno por el que se produce una creciente dependencia en exportaciones de productos primarios como recursos no renovables. Este fenómeno ha sido acompañado con una retórica estatal sobre pobreza y deuda social. Para el gobierno del estado, la industria extractiva es parte importante de su estrategia y retórica para hacer inversión social y combatir la pobreza, lo cual ha justificado una rápida expansión del sector extractivista. En el sur de Ecuador, la gente de las parroquias de Victoria del Portete y Tarqui ha estado luchando por más de 15 años contra …


No A La Tala: Percepciones Sobre Reforestación En Cochabamba, Bolivia / No To La Tala: Perforations On Reforestation In Cochabamba, Bolivia, Kate Raybon Apr 2017

No A La Tala: Percepciones Sobre Reforestación En Cochabamba, Bolivia / No To La Tala: Perforations On Reforestation In Cochabamba, Bolivia, Kate Raybon

Independent Study Project (ISP) Collection

En mi corto estudio quisiera explorar las percepciones sobre reforestación urbana y los espacios verdes en la ciudad de Cochabamba con la pregunta “¿Cuáles son las percepciones de la reforestación en Cochabamba?” Para ello, llevé a cabo entrevistas y encuestas breves con varios grupos directamente involucrados en movimientos de reforestación para recolectar percepciones sobre este tema. Los participantes eran parte de grupos como No a la Tala de los Árboles en Cochabamba, La ONG Gaia Pacha, el Departamento de Medio Ambiente del municipio de Cochabamba, y expertos ambientales. Finalmente, creé un mapa de cuentos en línea que consiste de fotografías …


Factors That Determine Civil Action In Opposition To Hydroelectric Development Along The Chiriquí Viejo River In The Chiriquí Province Of Panamá, Nora Sawyer Apr 2017

Factors That Determine Civil Action In Opposition To Hydroelectric Development Along The Chiriquí Viejo River In The Chiriquí Province Of Panamá, Nora Sawyer

Independent Study Project (ISP) Collection

Hydroelectric development has increased rapidly throughout Latin America in the late 20th and early 21st centuries (del Mar Rubio et al. 2014). In 2014, Latin America represented 20 percent of the world’s hydropower (del Mar Rubio et al. 2014). It is also the main source of power generation throughout Latin America, accounting for roughly 65 percent of all electricity generated (Wheeler 2012). Within Panamá, significant hydroelectric development has been happening in the Chiriquí province. Local peoples’ dissatisfaction with the actions of the hydropower companies has increased with time, resulting in civilians and organizations taking action in opposition to these companies …


Usage Of Green Spaces At The University Of Cape Coast By Non-African Foreign Students, Yaw Asamoah, Ishmael Mensah, Osman Adams, Paul Baidoo, Akosua B. Ameyaw-Akumfi, Collins Adjei Mensah Dr. Apr 2017

Usage Of Green Spaces At The University Of Cape Coast By Non-African Foreign Students, Yaw Asamoah, Ishmael Mensah, Osman Adams, Paul Baidoo, Akosua B. Ameyaw-Akumfi, Collins Adjei Mensah Dr.

Journal of Global Initiatives: Policy, Pedagogy, Perspective

Universities all over the world have green spaces (GS) as an integral part of their campuses because of the significant benefits derived from them. Aside enhancing the image of universities, GS influence the academic performance of students by reducing stress. This paper examines the preferences and uses of green spaces on UCC campus by Non-African foreign students (NAFS). Data was collected through in-depth interviews, observations and by the use of Arc-GIS 10.1 software. Sixteen NAFS were interviewed during the second semester of the 2013/2014 academic year. It was found out that the usage of GS was influenced by factors such …