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Articles 50941 - 50970 of 2913364
Full-Text Articles in Entire DC Network
Application Of The World Health Organization Disability Assessment Schedule 2.0 In Older Adults: A Narrative Review Of Current Evidence And Future Direction, Yuan-Chen Chang, Tsan-Hon Liou, Lien-Chieh Lin, Reuben Escorpizo, Shih-Wei Huang
Application Of The World Health Organization Disability Assessment Schedule 2.0 In Older Adults: A Narrative Review Of Current Evidence And Future Direction, Yuan-Chen Chang, Tsan-Hon Liou, Lien-Chieh Lin, Reuben Escorpizo, Shih-Wei Huang
Rehabilitation Practice and Science
The World Health Organization Disability Assessment Schedule 2.0 (WHODAS 2.0) is increasingly valued in geriatric care and rehabilitation for its patient-centered approach and sensitivity to cognitive and social dimensions of disability. It has demonstrated utility in assessing disability prevalence, predicting functional outcomes after dementia, and monitoring rehabilitation effectiveness in older adults. This review evaluated WHODAS 2.0’s application in older populations, identifying research gaps and clinical implications. A comprehensive literature search was conducted in PubMed/Medline, Scopus, Web of Science, Cochrane, and Embase in April 2025 by using the keywords “WHODAS,” “Elderly,” “Geriatric,” and “Disability” without time restrictions. Studies evaluating disability in …
Building A Strong Math Foundation: Supporting Early Math Precursors For Babies And Toddlers, Kathleen Campana, Jacqueline Kociubuk
Building A Strong Math Foundation: Supporting Early Math Precursors For Babies And Toddlers, Kathleen Campana, Jacqueline Kociubuk
Graduate School of Library and Information Studies Faculty Publications
Research is finding that exposure to early math during the baby and toddler stages is valuable for their later mathematical outcomes; however, what this looks like in practice has had relatively limited exploration. In response, this study provides insight into the presence of early math precursors (foundational pre-mathematical skills such as attribute, comparison, change, patterns), as detailed by Hynes-Berry, Chen, & Abel, in six public library storytimes for babies and toddlers. This qualitative descriptive study consisted of naturalistic observations and deductive and inductive coding of video-recorded storytimes. Participants included six library educators, 63 babies and toddlers, and 61 caregivers. The …
Msw Portfolio, Ashley V. Sifuentes
Msw Portfolio, Ashley V. Sifuentes
Graduate Student Portfolios, Professional Papers, and Capstone Projects
Growing into my voice, my journey throughout the MSW program.
Wings Of Perception: Investigating Customer Sentiments In Indian Aviation Sector, Yashodhan Karulkar, Kaiwan Vaghchhipawala, Aditya Trivedi, Anushree Talekar
Wings Of Perception: Investigating Customer Sentiments In Indian Aviation Sector, Yashodhan Karulkar, Kaiwan Vaghchhipawala, Aditya Trivedi, Anushree Talekar
Journal of International Technology and Information Management
India's aviation sector, a key contributor to the nation's economy, has experienced rapid growth, supporting nearly 7.5 million jobs and contributing approximately $30 billion annually to the GDP (Gross Domestic Product). The growth, driven by increased demand for air travel and government incentives, has resulted in more competition among carriers. In the competitive market, it is necessary to understand customer preferences to enhance the quality of service and maintain a competitive edge. The dissemination of customer opinions on social media and review platforms offers airlines the opportunity to access passenger views. However, extracting useful information from this unstructured data is …
Pulse Musical Center. The Geometry Of Sound, Luara Sánchez Franco
Pulse Musical Center. The Geometry Of Sound, Luara Sánchez Franco
Grado en Diseño de Interiores
PULSE was created to overturn the exclusivity of Serrano Street, creating a "third space" for musical creation where culture stops being a privilege of consumption and therefore becomes a universal and free right of access. The foundation of a music center at 130 Serrano Street in Madrid, addresses a urban paradox: a high density of young people with a complete lack of freely accessible social infrastructure and space. Located at the heart of a "Student Hub" due to the academic activity of IE University and the CSIC (Spanish National Research Council), the area around the Casa de Villora attracts many …
The 2026 World Cup, In Trump’S Shadow, Richard Holtzman
The 2026 World Cup, In Trump’S Shadow, Richard Holtzman
History, Literature, and the Arts Faculty Journal Articles
This essay examines President Donald Trump’s rhetorical interventions in the lead-up to the 2026 FIFA World Cup. It is inspired by Eduardo Galeano’s Soccer in Sun and Shadow, which interprets football as a mirror reflecting broader political, cultural, and economic realities. My analysis explores how Trump commandeered the World Cup through spectacle, transforming it into a stage for symbolically demonstrating his power and indulging his ego. The president’s rhetorical behavior is explored and critiqued through three case studies and a final vignette: (1) the establishment of a White House World Cup Task Force, (2) the president’s threats to relocate …
Climate Preemption And Fossil Fuel Entrenchment, Vincent M. Nolette
Climate Preemption And Fossil Fuel Entrenchment, Vincent M. Nolette
Sabin Center for Climate Change Law
Mitigating the worst impacts of climate change demands a rapid reduction in greenhouse gas emissions and a transition to renewable, low-carbon sources of energy. This requires building thousands of gigawatts of clean energy at an unprecedented rate and expeditiously retiring existing fossil fuel infrastructure. Yet both parts of this task have been obstructed by state legislative efforts over the last decade — particularly in Republican-led states — to block local governments from reducing greenhouse gas emissions while legally mandating continued fossil fuel reliance. These efforts are accomplished through state climate preemption laws. Framed in neutral or positive terms like “energy …
College Of Liberal Arts Faculty Bylaws 2026-2027 - Amended 09/2026), College Of Liberal Arts Faculty, Rollins College
College Of Liberal Arts Faculty Bylaws 2026-2027 - Amended 09/2026), College Of Liberal Arts Faculty, Rollins College
College of Liberal Arts Bylaws
No abstract provided.
Winter 2026, Southwestern Oklahoma State University Office Of Institutional Advancement And Alumni
Winter 2026, Southwestern Oklahoma State University Office Of Institutional Advancement And Alumni
Echoes from the Hill
From The Interim President
Fellow members of the SWOSU Community,
I have been grateful for the opportunity to serve Southwestern Oklahoma State University for nearly three decades. As the Spring 2026 semester gets underway, we welcome the opportunity to pause and reflect on what we have learned—and what we continue to achieve together.
The bonds formed among our students, faculty, and staff as we deliver high quality, affordable programs of instruction and training are deep and enduring. The Southwestern Spirit—marked by friendly cooperation, thoughtful inquiry, and hard work—gives SWOSU a distinctive strength and instills in our graduates a lasting sense …
Spring/Summer 2026, Southwestern Oklahoma State University Office Of Institutional Advancement And Alumni
Spring/Summer 2026, Southwestern Oklahoma State University Office Of Institutional Advancement And Alumni
Echoes from the Hill
From The President
SWOSU Community,
SWOSU is 125 years old this year, and 2026 has been an exciting year here on the Hilltop! We are gearing up for a great Fall Semester!
This issue of Echoes highlights the wonderful time we had in the Spring when our students, faculty, and staff joined donors, alumni, dignitaries, and community leaders from throughout Oklahoma and beyond for the dedication of the Jerry & Margaret Hodge Center for Pharmacy & Rural Health. The Center represents an innovative private-public partnership that will enable our university to graduate more healthcare professionals to meet the workforce needs …
Could Have Seen That Coming: New York State Department Of Health Taken To Task For Failing To Provide Proper Oversight Of Medicaid Managed Care Provider Networks, Lance Plunkett Jd, Llm
Could Have Seen That Coming: New York State Department Of Health Taken To Task For Failing To Provide Proper Oversight Of Medicaid Managed Care Provider Networks, Lance Plunkett Jd, Llm
The New York State Dental Journal
A recent audit conducted by the Office of the New York State Comptroller (OSC) found that the New York State Department of Health (NYSDOH) oversight of Medicaid managed care healthcare provider networks was largely illusory and a paperwork sham. This raises the much larger question of whether Medicaid managed care is really serving the population of Medicaid patients. It is already almost a given that it is not serving healthcare providers well.
Reply To: S. N. Katkuri Et Al. And H. Liu Et Al. On Early And Sustained Improvements In Sense Of Smell With Tezepelumab Treatment In Patients With Chronic Rhinosinusitis With Nasal Polyps (Waypoint), Joaquim Mullol, Joseph K. Han, Tanya M. Laidlaw, Claire Hopkins, Anju T. Peters, Oliver Pfaar, Martin Desrosiers, Stella E. Lee, Andrew P. Lane, Claudia Chen, Yun Chon, Sandhia S. Ponnarambil, Andrew Foster, Andrew W. Lindsley, Christopher S. Ambrose
Reply To: S. N. Katkuri Et Al. And H. Liu Et Al. On Early And Sustained Improvements In Sense Of Smell With Tezepelumab Treatment In Patients With Chronic Rhinosinusitis With Nasal Polyps (Waypoint), Joaquim Mullol, Joseph K. Han, Tanya M. Laidlaw, Claire Hopkins, Anju T. Peters, Oliver Pfaar, Martin Desrosiers, Stella E. Lee, Andrew P. Lane, Claudia Chen, Yun Chon, Sandhia S. Ponnarambil, Andrew Foster, Andrew W. Lindsley, Christopher S. Ambrose
Department of Otolaryngology (ENT) Faculty Publications
[Introduction] We thank Dr. S. N. Katkuri, Dr. H. Liu, and their coauthors [1, 2] for their interest in our recent publication describing the improvements in loss of smell symptoms with tezepelumab versus placebo in patients with uncontrolled chronic rhinosinusitis with nasal polyps (CRSwNP) in the WAYPOINT trial (NCT04851964) [3]. We are grateful for the authors' feedback on the clinical significance of the data presented and their appreciation of the consistency observed across a range of baseline clinical characteristic and demographic subgroups.
Early And Sustained Improvements In Sense Of Smell With Tezepelumab Treatment In Patients With Chronic Rhinosinusitis With Nasal Polyps (Waypoint), Joaquim Mullol, Joseph K. Han, Tanya M. Laidlaw, Claire Hopkins, Anju T. Peters, Oliver Pfaar, Martin Desrosiers, Stella E. Lee, Andrew P. Lane, Claudia Chen, Yun Chon, Sandhia S. Ponnarambil, Andrews Foster, Andrew W. Lindsley, Christopher S. Ambrose
Early And Sustained Improvements In Sense Of Smell With Tezepelumab Treatment In Patients With Chronic Rhinosinusitis With Nasal Polyps (Waypoint), Joaquim Mullol, Joseph K. Han, Tanya M. Laidlaw, Claire Hopkins, Anju T. Peters, Oliver Pfaar, Martin Desrosiers, Stella E. Lee, Andrew P. Lane, Claudia Chen, Yun Chon, Sandhia S. Ponnarambil, Andrews Foster, Andrew W. Lindsley, Christopher S. Ambrose
Department of Otolaryngology (ENT) Faculty Publications
Background
Loss of smell is a principal symptom of chronic rhinosinusitis with nasal polyps (CRSwNP), affecting health-related quality of life and posing a safety hazard.
Methods
WAYPOINT (NCT04851964), a phase 3, multicenter trial in adults with uncontrolled CRSwNP, randomized patients 1:1 to receive tezepelumab 210 mg or placebo subcutaneously every 4 weeks for 52 weeks. Changes from baseline in biweekly mean Nasal Polyposis Symptom Diary (NPSD) loss of smell item, University of Pennsylvania Smell Identification Test (UPSIT), and 22-item Sino-Nasal Outcome Test (SNOT-22) loss of smell/taste item scores, as well as anosmia (UPSIT score ≤18) prevalence, were assessed over 52 …
Use Of Tezepelumab For Chronic Rhinosinusitis With Nasal Polyps By Eosinophilic Endotype: Waypoint Post-Hoc Analysis, Shigeharu Fujieda, Nobuyoshi Otori, Joseph K. Han, Tadataka Yabuta, Claudia Chen, Claudio Marchese, Andrews Foster, Sandhia S. Ponnarambil, Yun Chan, Brian J. Lipworth
Use Of Tezepelumab For Chronic Rhinosinusitis With Nasal Polyps By Eosinophilic Endotype: Waypoint Post-Hoc Analysis, Shigeharu Fujieda, Nobuyoshi Otori, Joseph K. Han, Tadataka Yabuta, Claudia Chen, Claudio Marchese, Andrews Foster, Sandhia S. Ponnarambil, Yun Chan, Brian J. Lipworth
Department of Otolaryngology (ENT) Faculty Publications
Background
The phase 3 WAYPOINT study (NCT04851964) reported that tezepelumab improved outcomes in patients with chronic rhinosinusitis with nasal polyps (CRSwNP), including nasal polyp size, nasal congestion, and sinonasal symptoms, and reduced the need for surgery and systemic corticosteroids (SCS).
Objective
To evaluate the efficacy and safety of tezepelumab across Japanese Epidemiological Survey of Refractory Eosinophilic Chronic Rhinosinusitis-defined eosinophilic chronic rhinosinusitis (ECRS) subgroups.
Methods
Adults with severe CRSwNP were randomized to tezepelumab 210 mg or placebo every 4 weeks. Coprimary end points were the change from baseline to week 52 in total Nasal Polyp Score and the biweekly mean Nasal …
Single Intratympanic Injection Of Proprietary Brain-Derived Neurotrophic Factor (Oto-413) In Subjects With Speech-In-Noise Hearing Impairment: A Randomized, Dose Escalating, Double-Blind, Placebo-Controlled Phase 1/2 Study, Alan C. Foster, Jeffery J. Anderson, David R. Moore, Morgan Oktela Fuentes, Yiwei Wang, Peter G. Volsky, K. Paul Boyev, Victoria A. Sanchez
Single Intratympanic Injection Of Proprietary Brain-Derived Neurotrophic Factor (Oto-413) In Subjects With Speech-In-Noise Hearing Impairment: A Randomized, Dose Escalating, Double-Blind, Placebo-Controlled Phase 1/2 Study, Alan C. Foster, Jeffery J. Anderson, David R. Moore, Morgan Oktela Fuentes, Yiwei Wang, Peter G. Volsky, K. Paul Boyev, Victoria A. Sanchez
Department of Otolaryngology (ENT) Faculty Publications
Purpose
To evaluate the safety and tolerability and exploratory efficacy of OTO-413, an intratympanic-administered, sustained release formulation of brain-derived neurotrophic factor (BDNF) in a thermoreversible gel, in participants with speech-in-noise hearing difficulties.
Methods
This was a single dose, dose-ascending, randomized, double-blind, Placebo-controlled Phase 1/2 study conducted at 7 enrolling clinical sites in the U.S. 110 participants (56% female) enrolled had self-reported speech-in-noise (SIN) difficulties that were confirmed by a SIN test and were randomized to OTO-413 or Placebo. OTO-413 dose range was escalated from 0.01 mg to 1.5 mg within 7 Cohorts. Safety evaluations included monitoring for treatment-emergent adverse events, …
Judge V. Academia, Northern District Of California
Judge V. Academia, Northern District Of California
Historical and Topical Legal Documents
No abstract provided.
Vedros V. The Sterling Group Of The Twin Tiers, Western District Of Pennsylvania
Vedros V. The Sterling Group Of The Twin Tiers, Western District Of Pennsylvania
Historical and Topical Legal Documents
No abstract provided.
Meeting Tv V. Koi, Southern District Of California
Meeting Tv V. Koi, Southern District Of California
Historical and Topical Legal Documents
No abstract provided.
Reddit V. Serpapi, Southern District Of New York
Reddit V. Serpapi, Southern District Of New York
Historical and Topical Legal Documents
No abstract provided.
An Introduction For Nursing Research: An Open Educational Resource For The Undergraduate Nursing Student, Ellen Benjamin
An Introduction For Nursing Research: An Open Educational Resource For The Undergraduate Nursing Student, Ellen Benjamin
OER Textbooks
The purpose of this text is not to prepare you to independently conduct research, but to help you become an informed and critical consumer of research. The ability to systematically evaluate the strengths, limitations, and applicability of research findings is known as critical appraisal. Critical appraisal is an expected competency of baccalaureate-prepared nurses [5] and requires a foundational understanding of research principles and methods. This book will introduce the research process, including common research methodologies, data collection and analysis approaches, ethical considerations, and strategies for translating research evidence into nursing practice.
What Is Hate Speech? A Proposal For An Ordinary And Legal Definition, Hannah Van Dijcke
What Is Hate Speech? A Proposal For An Ordinary And Legal Definition, Hannah Van Dijcke
SJD Dissertations
The term “hate speech” has been stretched in legal and public debates to cover speech ranging from insults to Holocaust denial. This definitional stretching has consequences beyond mere conceptual confusion: it risks obscuring the profound harm that hate speech does, and it facilitates the term’s misuse.
In this dissertation, I aim to precisely define hate speech and its harm, both in an ordinary (colloquial or non-legal) sense and in a legal sense. To do so, I examine real-world examples of speech widely understood to express hate, including texts from the context of the Holocaust and the Rwandan genocide, and conduct …
Bridging The Gap: A Systematic Review Of Cyber Conflict Forecasting Models And The Case For Ai-Driven Dynamic Frameworks, Salim Arfaoui, Youssef Harrath, Omar El-Gayar
Bridging The Gap: A Systematic Review Of Cyber Conflict Forecasting Models And The Case For Ai-Driven Dynamic Frameworks, Salim Arfaoui, Youssef Harrath, Omar El-Gayar
Research & Publications
Cyber conflict forecasting remains constrained by static models that overlook the integration of geopolitical context with technical indicators. This systematic literature review examines 58 studies (2010–2025) using PRISMA guidelines and an Input-Process-Output framework to classify approaches and identify key gaps. Quantitative methods dominate (67%), yet only 14% incorporate geopolitical variables, despite the political nature of cyber conflict. Major limitations include adversarial adaptation blindness (85% assume static behavior), coarse temporal granularity (72% use daily+ intervals), lack of uncertainty quantification (75%), and minimal modeling of cross-domain escalation (92% cyber-only focus). Strategic forecasting is rare, with just 14% providing long-term insights and 16% …
Autotheme: A Multi-Agent Framework For Inductive Thematic Analysis With Llms, Abdullah Wahbeh, Omar El-Gayar, Mohammad Al-Ramahi, Tareq Nasralah, Ahmed Elnoshokaty
Autotheme: A Multi-Agent Framework For Inductive Thematic Analysis With Llms, Abdullah Wahbeh, Omar El-Gayar, Mohammad Al-Ramahi, Tareq Nasralah, Ahmed Elnoshokaty
Research & Publications
Thematic analysis is a qualitative research method used to identify and interpret patterns in textual data. However, it can be time-consuming and challenging to replicate. While recent advancements in large language models (LLMs) and generative AI have enhanced thematic analysis, existing methods often rely on prompt-based interactions and require significant human intervention. This paper introduces an agentic AI framework comprising autonomous, goal-directed agents powered by LLMs to perform inductive thematic analysis with minimal human input. We evaluate the framework using a dataset from a Cognitive Behavioral Therapy (CBT) mobile app and compare the results with those from Latent Dirichlet Allocation …
An Ai System For Residential Building Damage Estimation Using Multimodal Remote Sensing Data Fusion, Edmund Robbins, Nezamoddin N. Kachouie
An Ai System For Residential Building Damage Estimation Using Multimodal Remote Sensing Data Fusion, Edmund Robbins, Nezamoddin N. Kachouie
Mathematics and System Engineering Faculty Publications
The increasing intensity of tropical storms has created an urgent need for rapid, reliable damage assessment. Although recent AI-based approaches have improved upon manual inspection, many rely on proprietary satellite imagery or ad hoc UAV datasets, limiting scalability, repeatability, and operational deployment. In this study, we develop a multimodal AI framework for post-disaster damage assessment using only publicly available remote sensing and geospatial data, including NOAA aerial imagery, Microsoft building footprints, and FEMA damage labels. A key methodological contribution is the use of spatially disjoint training and validation regions in the Hurricane Michael dataset to prevent geographic data leakage and …
Uncovering Neural Learning Dynamics Through Latent Mutual Information, Arianna Issitt, Alex Merino, Lamine Deen, Ryan T. White, Mackenzie J. Meni
Uncovering Neural Learning Dynamics Through Latent Mutual Information, Arianna Issitt, Alex Merino, Lamine Deen, Ryan T. White, Mackenzie J. Meni
Mathematics and System Engineering Faculty Publications
We study how convolutional neural networks reorganize information during learning in natural image classification tasks by tracking mutual information (MI) between inputs, intermediate representations, and labels. Across VGG-16, ResNet-18, and ResNet-50, we find that label-relevant MI grows reliably with depth while input MI depends strongly on architecture and activation, indicating that “compression’’ is not a universal phenomenon. Within convolutional layers, label information becomes increasingly concentrated in a small subset of channels; inference-time knockouts, shuffles, and perturbations confirm that these high-MI channels are functionally necessary for accuracy. This behavior suggests a view of representation learning driven by selective concentration and decorrelation …
Multimodal Late-Fusion Of Radiomics, Clinical Data, And Demographics Enhances Personalized Survival Prediction In Nsclc, Zarindokht Helforoush, Mohamed Jaber, Nezamoddin N. Kachouie
Multimodal Late-Fusion Of Radiomics, Clinical Data, And Demographics Enhances Personalized Survival Prediction In Nsclc, Zarindokht Helforoush, Mohamed Jaber, Nezamoddin N. Kachouie
Mathematics and System Engineering Faculty Publications
Backgrounds/Objectives: Non-small cell lung cancer (NSCLC) exhibits substantial prognostic heterogeneity that is not fully captured by conventional anatomical staging, highlighting the need for individualized risk assessment. Radiomics enables non-invasive characterization of tumor phenotype, yet high dimensionality and inter-feature correlations often limit model stability and interpretability. Methods: To address these challenges, we developed a multimodal late-fusion framework integrating radiomic, clinical, and demographic information to predict patient-specific absolute risk in the Lung1 cohort (N = 398). Radomic features (N = 107) were extracted from primary tumor volumes and refined using a Group Lasso–penalized Cox model, preserving biological coherence and producing a parsimonious …
The Effects Of Expectancies And Attention To Placebo Relevant Sensations On The Open-Label Placebo Response, Miranda Connelly
The Effects Of Expectancies And Attention To Placebo Relevant Sensations On The Open-Label Placebo Response, Miranda Connelly
Cal Poly Humboldt theses and projects
Placebo analgesia has shown promise in treating pain, but practitioners are reluctant to prescribe deceptive placebos. Open-label, or honestly prescribed placebos, offer an ethical alternative. Open-label placebos seem to work largely through experimenter-manipulated expectancy, as well as social/environmental factors. Additionally, verbally guided attention to relevant placebo sensations might bolster pain relief. In the present study, expectancy and attention were experimentally manipulated within a 2 (expectancy: high/low) x 2 (attention: high/low) between-subjects design with a no-treatment comparison group. Pain was experimentally induced in all five experimental groups using the well-established cold pressor task. The primary dependent variables were pain tolerance and …
A Proposal For Cal Poly Humboldt Spanish Language Family Orientations In Order To Increase First-Gen Latine Student Matriculation And Retention, Xelha B. Puc
Cal Poly Humboldt theses and projects
First-generation college students, defined as those whose parents did not complete a 4-year degree, face distinct challenges when pursuing higher education. Although all first-gen students face significant barriers to success, additional aspects of student identity can further impact their access to institutional support and resources. This project addresses the particular needs of first-generation Latine undergraduate students, who may face additional challenges related to language barriers, limited access to institutional knowledge, financial barriers, and cultural expectations. While existing research highlights the disparities students of this population face, less attention is given to the critical role family support can play in shaping …
The Effect Of Automated Self-Monitoring On The Behavior Of Individuals Diagnosed With Pre-Diabetes Or Type 2 Diabetes, Leti Phillips Armenta
The Effect Of Automated Self-Monitoring On The Behavior Of Individuals Diagnosed With Pre-Diabetes Or Type 2 Diabetes, Leti Phillips Armenta
Cal Poly Humboldt theses and projects
Type 2 diabetes (T2D) and prediabetes affect millions of individuals in the United States and require effective self-management strategies to reduce glucose variability and improve health outcomes. This study evaluated the effects of automated self-monitoring using the Dexcom G7 continuous glucose monitor (CGM) on glucose management and health-related behaviors among adults diagnosed with prediabetes or at risk for T2D. A repeated-measures design was used to asses’ participants across two distinct 10-day periods. Data included CGM glucose readings, self-report questionnaires, and social validity measures. Results indicated that participants demonstrated reduced glucose variability, fewer prolonged glucose spikes, and increased engagement in health-related …
Land Cover Classification Using Optimized Imagery Resolution And Machine Learning Algorithms For A Long-Term Monitoring And Restoration Project, Jessica R. Suoja
Land Cover Classification Using Optimized Imagery Resolution And Machine Learning Algorithms For A Long-Term Monitoring And Restoration Project, Jessica R. Suoja
Cal Poly Humboldt theses and projects
Ecosystem services and functions are prone to water resource exploitation resulting in cascading effects that include decrease of biodiversity and loss of riparian vegetation, a keystone habitat in desert riparian ecosystems. Mono Lake is a prime example of overexploitation of water resources leading to legal action and eventually a legally mandated long-term monitoring and restoration project. Monitoring and restoration projects can benefit from techniques such as remote sensing and machine learning algorithms to generate accurate land cover classification maps for calculating land cover change over time. However, the spatial resolution of remote sensing imagery and the machine learning algorithms chosen …