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Organization Research As An Applied Science: Lessons From Fields That Shape Practice And Policy, Stephen X. Zhang, Gokhan Ertug Sep 2025

Organization Research As An Applied Science: Lessons From Fields That Shape Practice And Policy, Stephen X. Zhang, Gokhan Ertug

Research Collection Lee Kong Chian School Of Business

As an applied science, our field aims to improve organizational effectiveness and solve practical problems (Hideg, DeCelles & Tihanyi, 2020; Pfeffer & Fong. 2002; Pillutla & Thau, 2013). However, despite the increasing sophistication in methods and greater emphasis on theory in recent decades, we have not made commensurate strides in relevance and impact. As we see it, the heart of this challenge is the culture in our field that demands novel theoretical advancement from every paper (Aguinis & Cronin, 2022), which may inadvertently constrain our ability to address pressing organizational challenges. Previous appeals to enhance our impact as an applied …


Temporal Patterns Of New Product Introductions And Ipo Value: The Importance Of Recency, Dispersion, And Asymmetry, Suyun Mah, Rebecca J. Slotegraaf, Girish Mallapragada Sep 2025

Temporal Patterns Of New Product Introductions And Ipo Value: The Importance Of Recency, Dispersion, And Asymmetry, Suyun Mah, Rebecca J. Slotegraaf, Girish Mallapragada

Research Collection Lee Kong Chian School Of Business

A firm’s innovation activity is often judged by the number and type of new products it launches, but when these products are introduced may be equally important, especially before going public. This research investigates how the temporal pattern of new product introductions (NPIs) influences a firm’s initial public offering (IPO) value. The analysis uses data from 298 firms that went public between 2006 and 2023, and focuses on three patterns of timing: recency (how recently the latest product was launched before the IPO), dispersion (the degree to which NPIs before the IPO are spread out over time), and asymmetry (how …


Esg News, Future Cash Flows, And Firm Value, Francois Derrien, Philipp Krüger, Augustin Landier, Tianhao Yao Sep 2025

Esg News, Future Cash Flows, And Firm Value, Francois Derrien, Philipp Krüger, Augustin Landier, Tianhao Yao

Research Collection Lee Kong Chian School Of Business

We investigate the expected consequences of negative environmental, social, and governance (ESG) news on firms' future profits. After learning about negative ESG news, analysts significantly downgrade their forecasts at short and longer horizons. Negative ESG news affects forecasts more strongly at longer horizons than other types of negative corporate news. The negative revisions of earnings forecasts following negative ESG news largely reflect expectations of lower future sales, rather than higher future costs. Quantitatively, forecast revisions can explain most of the negative impacts of ESG news on firm value. Analysts are correct to revise forecasts downward following negative ESG news.


Defending Democracy: Women's Leadership In Preventing And Mitigating Election Violence, Briana Mawby, Arenne Taylor Flanders Sep 2025

Defending Democracy: Women's Leadership In Preventing And Mitigating Election Violence, Briana Mawby, Arenne Taylor Flanders

Kroc IPJ Research and Resources

The annual Women Waging Peace report provides a resource for policymakers and funders, created directly from the recommendations and priorities of women peacebuilders around the world. These findings have been drawn from peacebuilders working in different conflict contexts and across a range of sectors of peacebuilding work. Each year, the survey provides an analysis of the work of women peacebuilders, the progress they have made, and the challenges and opportunities they are facing. These questions are repeated yearly, allowing for the collection of longitudinal data and analysis of trends over time. In addition to the repeated questions, the survey has …


Speculative Bubbles In The Recent Ai Boom: Nasdaq And The Magnificent Seven, Rerotlhe B. Basele, Peter C. B. Phillips, Shuping Shi Sep 2025

Speculative Bubbles In The Recent Ai Boom: Nasdaq And The Magnificent Seven, Rerotlhe B. Basele, Peter C. B. Phillips, Shuping Shi

Research Collection School Of Economics

The recent artificial intelligence (AI) boom covers a period of rapid innovation and wide adoption of AI intelligence technologies across diverse industries. These developments have fueled an unprecedented frenzy in the Nasdaq, with AI-focused companies experiencing soaring stock prices that raise concerns about speculative bubbles and real-economy consequences. Against this background, this study investigates the formation of speculative bubbles in the Nasdaq stock market with a specific focus on the so-called Magnificent Seven (Mag-7) individual stocks during the AI boom, spanning the period from January 2017 to January 2025. We apply the real-time PSY bubble detection methodology of Phillips et …


Guide To The University Relations Records (University Of San Diego), University Of San Diego University Relations Sep 2025

Guide To The University Relations Records (University Of San Diego), University Of San Diego University Relations

University Records

The University of San Diego University Relations records document the functions of the University Relations department and its offices. These functions include publication design, editing, and final products; planning for activities and events; surveys and research on community relations; and fundraising activities.

Finding Aids are tools used to aid research by describing the materials in a collection. University Records Finding Aids include historical and/or biographical information along with a description of the collection and a folder listing of the content.

To view this collection please email University Archives and Special Collections staff at [email protected].


Harnessing The Electronic Health Record To Identify And Enroll People With Epilepsy Into A Self-Management Program: Implementation And Scalability In A Clinical Setting, Clara Adeniyi, Richard Barigye, Jessica Black, Nicole Fiorelli, Carrie Rogers, Martha Sajatovic Sep 2025

Harnessing The Electronic Health Record To Identify And Enroll People With Epilepsy Into A Self-Management Program: Implementation And Scalability In A Clinical Setting, Clara Adeniyi, Richard Barigye, Jessica Black, Nicole Fiorelli, Carrie Rogers, Martha Sajatovic

Faculty Scholarship

Rationale: “Self-management for people with epilepsy and a history of negative health events” (SMART) is an 8-week, remotely delivered, Epilepsy Self-Management (ESM) program. The ongoing EXPANDing self-management support in healthcare networks (EXPAND) initiative leveraged the Electronic Health Record (EHR) to identify SMART candidates, simplify recruitment, and reduce staff workload. Methods: This is an ongoing implementation effort at two Level 4 Epilepsy Centers (Iowa and Cincinnati) using the Epic EHR which follows 9326 People With Epilepsy (PWE). The EHR uses pre-visit screening to identify PWE with a recent seizure; barriers to medication adherence; depression symptoms; age 18–25; or residence in rural …


Social Cognition As A Mediator Between Neurocognition And Functional Outcome In Early Course Schizophrenia, Anju Kotwani, Jessica A. Wojtalik, Douglas D. Gunzler, Wilson J. Brown, Rochanne L. Honarvar, Martha Sajatovic Sep 2025

Social Cognition As A Mediator Between Neurocognition And Functional Outcome In Early Course Schizophrenia, Anju Kotwani, Jessica A. Wojtalik, Douglas D. Gunzler, Wilson J. Brown, Rochanne L. Honarvar, Martha Sajatovic

Faculty Scholarship

Social cognition is an established mediator between neurocognition and functional outcome in schizophrenia, but there is limited evidence for this model specifically in the early course, which is a critical window for intervention to reduce long-term disability. This study aimed to test the social cognition mediator model in the early course of schizophrenia and identify social cognitive subdomains that may have stronger indirect effects on the relationship between neurocognition and functional outcome. This secondary analysis utilized baseline cognitive and functional outcome data from a cognitive remediation trial for outpatients with early course schizophrenia (N = 102). A path analysis approach …


The Effect Of Genotype On Self-Reported Dysarthria And Dysphagia In Parkinson's Disease: A Parkinson's Progression Marker Initiative Study, Matthew Dumican, Therese Reyers, Alyson Malczewski, Zoe Thijs Sep 2025

The Effect Of Genotype On Self-Reported Dysarthria And Dysphagia In Parkinson's Disease: A Parkinson's Progression Marker Initiative Study, Matthew Dumican, Therese Reyers, Alyson Malczewski, Zoe Thijs

Communication Disorders and Occupational Therapy Faculty Publications and Presentations

Objectives The objective of this study was to examine baseline and longitudinal differences of self-reported dysarthria and dysphagia in the most common genetic subtypes of Parkinson's disease (PD) using the Parkinson's Progression Marker Initiative (PPMI) dataset. Methods This was a retrospective, longitudinal study utilizing data from the PPMI dataset. Dysarthria- and dysphagia-specific questions from the Unified Parkinson's Disease Rating Scale (UPDRS) and Scales of Outcomes in Parkinson's Disease-Autonomic questionnaire (SCOPA-AUT) were extracted for people with Parkinson's disease (PwPD) with leucine-rich repeat kinase 2 gene (LRRK2), GBA, and SNCA genotypes across up to five research visits. Relevant patient (age, sex, etc.) …


Social Cognition As A Mediator Between Neurocognition And Functional Outcome In Early Course Schizophrenia, Anju Kotwani, Jessica A. Wojtalik, Douglas D. Gunzler, Wilson J. Brown, Rochanne L. Honarvar, Martha Sajatovic Sep 2025

Social Cognition As A Mediator Between Neurocognition And Functional Outcome In Early Course Schizophrenia, Anju Kotwani, Jessica A. Wojtalik, Douglas D. Gunzler, Wilson J. Brown, Rochanne L. Honarvar, Martha Sajatovic

Faculty Scholarship

Social cognition is an established mediator between neurocognition and functional outcome in schizophrenia, but there is limited evidence for this model specifically in the early course, which is a critical window for intervention to reduce long-term disability. This study aimed to test the social cognition mediator model in the early course of schizophrenia and identify social cognitive subdomains that may have stronger indirect effects on the relationship between neurocognition and functional outcome. This secondary analysis utilized baseline cognitive and functional outcome data from a cognitive remediation trial for outpatients with early course schizophrenia (N = 102). A path analysis approach …


Academic Research And (Google Or Reddit): A Librarian-Faculty Collaboration To Improve Student Source Engagement, Stephanie Redekop, Olivia Hobbs Sep 2025

Academic Research And (Google Or Reddit): A Librarian-Faculty Collaboration To Improve Student Source Engagement, Stephanie Redekop, Olivia Hobbs

Faculty Scholarship

Effective source use is a critical skill for first-year writing students because it prepares them for academic, professional, and civic engagement; however, existing research demonstrates that selecting appropriate sources and engaging them insightfully remains a significant challenge. While students struggle with the combined pressures to read, evaluate, and synthesize scholarly sources, we argue that online media including news articles, opinion pieces, and social media posts are a potent but underutilized resource for building students’ competence and confidence with source use. In this article, we present the methods that we have collaboratively developed as an instruction librarian and a first-year writing …


Assessing The Assessors: A Study Of Teachers' Assessment Knowledge For Dhh Students, David R. Meek, Ashley N. Greene, Holly V. Metcalf, Erich A. Tucker, Sonia B. Arora Sep 2025

Assessing The Assessors: A Study Of Teachers' Assessment Knowledge For Dhh Students, David R. Meek, Ashley N. Greene, Holly V. Metcalf, Erich A. Tucker, Sonia B. Arora

JADARA

This descriptive study examines Teachers of the Deafs’ (TODs) self-reported assessment knowledge, classroom practices, and preparation experiences. Using a survey based on the Pedagogical Content Knowledge (PKC) framework, we collected data from 89 certified TODs across the United States. Results indicate that while TODs understand the importance of assessment, many report inadequate preparation from their teacher training programs and rely primarily on on-the-job learning. Participants expressed concerns about the limited availability of appropriate assessments for Deaf and Hard of Hearing (DHH) students and challenges in adapting existing assessment tools. The findings highlight a need for enhanced assessment training in teacher …


Associations Between Parental Audism/Linguisticism And Deaf Individuals' Well-Being: Mediation By Interpersonal Needs And Relationship Quality, Dilan H. Arreguin, Crystal D. Oberle Sep 2025

Associations Between Parental Audism/Linguisticism And Deaf Individuals' Well-Being: Mediation By Interpersonal Needs And Relationship Quality, Dilan H. Arreguin, Crystal D. Oberle

JADARA

This study investigated whether audism and linguisticism from the parents of physically deaf or culturally Deaf individuals—that is, parents’ expectation of their child to communicate within audio-normative standards rather than use sign language—is related to poor mental health of the child. It also investigated whether these relationships are accounted for by interpersonal needs or child-parent relationship quality. For this study, 104 D/deaf adults completed a survey with measures of parental audism and linguisticism, depression, anxiety, thwarted belongingness, perceived burdensomeness, parental closeness, and parental conflict. Parental audism and linguisticism positively correlated with depression and anxiety, and these relationships were mediated by …


Epa Region 8 Optimized Ufp-Qapp Review Crosswalk, Environmental Protection Agency, Emma Rott Sep 2025

Epa Region 8 Optimized Ufp-Qapp Review Crosswalk, Environmental Protection Agency, Emma Rott

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.


School Leaders’ Perceptions Of Restorative Practices On Student Behavior, Jennifer Mary Herold Fontenot Sep 2025

School Leaders’ Perceptions Of Restorative Practices On Student Behavior, Jennifer Mary Herold Fontenot

Electronic Theses and Dissertations

United States public schools turned to a zero-tolerance approach to school discipline with hopes of improving school safety and climate in the 1990s. Administrators dispensed consequences such as suspension and expulsion without considering the whole student, regardless of the student’s conditions, motivations, or background. Many schools today focus on punitive measures rather than a holistic approach that considers the root causes of behavior, such as socioeconomic factors, mental health issues, or the student’s home life. Such actions can lead to disproportionately harsh punishments for marginalized students, particularly those from low-income backgrounds or communities of color, exacerbating existing inequalities. Thus, the …


Transformational Leadership Disparities Within Nonprofit Organizations, Hillman Evans Iv Sep 2025

Transformational Leadership Disparities Within Nonprofit Organizations, Hillman Evans Iv

Electronic Theses and Dissertations

Leadership development is a primary organizational development function. It provides an opportunity for professional growth and is essential to assisting personal evolution for individuals in any capacity. This qualitative case study explored incorporating the transformational leadership style in a multilocation nonprofit organization. Eight participants participated in semistructured interviews. Each interview lasted approximately 30–45 minutes. The interview format consisted of asking open-ended semistructured questions and allowing participants to respond based on their organizational experiences. The researcher employed three coding passes in the data analysis (open, axial, and selective) and identified eight themes. The findings suggested that managers desired a leader who …


Nursing Education For Type 2 Diabetes And Nutrition Using Individual 1:1 Sessions In Rural Health Care, Meagan F. Wheat Sep 2025

Nursing Education For Type 2 Diabetes And Nutrition Using Individual 1:1 Sessions In Rural Health Care, Meagan F. Wheat

Electronic Theses and Dissertations

What if proper nutrition were a nonpharmacological treatment for health problems? Nutrition is an important key to overall wellness. When patients receive the right education, they not only get the proper nutrition in their diet but also can manage their diabetes and live a better quality of life. In rural U.S. health areas, lack of access to nutrition is a barrier to patient care. Rural areas are at an even higher risk due to a lack of resources for good nutrition. One-to-one nutrition education with a nurse specialized in diabetes helps teach patients at a learning level they will comprehend. …


Career Advising Utilization: A Quantitative Archival Analysis Of Student Engagement Across Academic Levels And Colleges At A Southeast University, Edward Raimundi Iii Sep 2025

Career Advising Utilization: A Quantitative Archival Analysis Of Student Engagement Across Academic Levels And Colleges At A Southeast University, Edward Raimundi Iii

Electronic Theses and Dissertations

This quantitative ex-post facto study examined patterns of career advising utilization at a large, R1 public university in the southeastern region of the United States. Institutional advising data from the 2023–24 advising year was utilized to identify usage patterns across different demographics such as college affiliation and academic level. The descriptive stats from the archival data were used to measure topic distributions, undergraduate–graduate usage by college, and contact engagement. The sample size included over 35,000 students with 10 different college affiliation labels. Significant differences across advising usage in the different colleges were found during the study. Undergraduate students had higher …


Pre-K Teachers’ Perceptions About Professional Learning: Influence On Instructional Methods, Classroom Management Skills, And Student Outcomes, Victoria Abakah Korsah Sep 2025

Pre-K Teachers’ Perceptions About Professional Learning: Influence On Instructional Methods, Classroom Management Skills, And Student Outcomes, Victoria Abakah Korsah

Electronic Theses and Dissertations

The purpose of this qualitative descriptive phenomenological study was to solicit pre-K teachers’ perceptions about professional development and its influences on instructional methodology, classroom management skills, and student outcomes. Interviews conducted with 11 teachers from childcare centers in a major urban city of Illinois provided insight into experiences of types of PL and development engagement, such as online courses, webinars, learning communities, coaching, mentoring, professional conferences, and content selection. Other experiences involved social-emotional learning, lesson planning, project-based learning, and how to teach children with special needs. The interview data collected from the participants yielded five themes using Colizzi’s data analysis …


Differences In Peer Social Connections Between Traditional And Online Nurse Residency Programs, Tatum Leonard Sep 2025

Differences In Peer Social Connections Between Traditional And Online Nurse Residency Programs, Tatum Leonard

Electronic Theses and Dissertations

The anticipated retirement of baby boomer nurses by 2030 will intensify the global nursing shortage, a crisis that demands innovative strategies for onboarding and retaining new graduate nurses. Nurse residency programs (NRPs) are designed to ease the transition from student to practicing nurse, reduce turnover, and foster professional resilience. Amid the COVID-19 pandemic, many NRPs rapidly transitioned from traditional, in-person seminars to synchronous, online formats. This study explored differences in peer social connections between traditional and online NRPs, focusing on three constructs: sense of community, collaborative learning, and peer social support. Using a quasi-experimental, mixed methods approach, this secondary data …


Impostor Phenomenon, Psychological Safety, And The Intent To Leave Of Novice Pa Faculty, Barbara J. Quillin Sep 2025

Impostor Phenomenon, Psychological Safety, And The Intent To Leave Of Novice Pa Faculty, Barbara J. Quillin

Electronic Theses and Dissertations

The growing healthcare demands of the aging population in the United States, along with the growth of physician assistant (PA) educational programs, has created a pressing need for qualified PA educators. This study examined the role of impostor phenomenon and psychological safety in shaping PA faculty members’ intent to leave. Grounded in the job demands-resources framework, the research explored how individual psychological experiences and perceptions of the organizational climate relate to faculty turnover intentions in PA education. This study aimed to provide PA program administrators with information that may reduce faculty attrition and improve the overall well-being of novice faculty. …


Guiding Multiple Remote Users In Physical Tasks With Language-Driven Robotic Telepresence, Ruyi Li, Jingfei Guo, Xinyi Zhang, Xuji Zhang, Zeqing Li, Jiannan Li, Jiangtao Gong Sep 2025

Guiding Multiple Remote Users In Physical Tasks With Language-Driven Robotic Telepresence, Ruyi Li, Jingfei Guo, Xinyi Zhang, Xuji Zhang, Zeqing Li, Jiannan Li, Jiangtao Gong

Research Collection School Of Computing and Information Systems

Remote assistance through robotic telepresence could involve both control and memory challenges, particularly in one expert to multiple workers situation. In this work, we proposed a novelty language-driven interface to facilitate remote collaboration through telepresence robots. Through operations and maintenance expert interviews and a scenario simulation study, we identified key pain points in executing one-expert-multiple-workers remote guidance using the telepresence robot and proposed two design goals, which together consist of five sub-design goals with corresponding features. These features were integrated into a standard telepresence robot, resulting in the development of a Collaborative LLM-based Embodied Assistant Robot, named CLEAR Robot. A …


2025 September, Morehead State University. Office Of Communications & Marketing. Sep 2025

2025 September, Morehead State University. Office Of Communications & Marketing.

Morehead State Press Release Archive, 1961 to the Present

Press releases for September of 2025.


Who Is The God "With Whom We Have To Do"?, Michael Williams Sep 2025

Who Is The God "With Whom We Have To Do"?, Michael Williams

Pro Rege

No abstract provided.


Penicillin Adverse Drug Reaction (Historical), Children's Mercy Kansas City Sep 2025

Penicillin Adverse Drug Reaction (Historical), Children's Mercy Kansas City

Clinical Pathways

No abstract provided.


In Crypto We Trust: A Cross-National Comparison Of Factors Affecting Trust In Cryptocurrencies, Arif Perdana, W. Eric Lee, Chu Yeong Lim, Gary Pan, Poh Sun Seow Sep 2025

In Crypto We Trust: A Cross-National Comparison Of Factors Affecting Trust In Cryptocurrencies, Arif Perdana, W. Eric Lee, Chu Yeong Lim, Gary Pan, Poh Sun Seow

Research Collection School Of Accountancy

Background: Trust in cryptocurrencies is a complex and evolving construct influenced by technological, economic, and social factors. Unlike traditional information systems that rely on institutional trust, cryptocurrency users often depend on underlying technology and community insights. Despite growing interest, existing research has primarily focused on narrow aspects of trust, with limited cross-national perspectives and comprehensive models.

Method: This study investigates how geographic differences impact user trust in cryptocurrencies by surveying 644 respondents from China, Germany, and the USA. Drawing on established trust formation theories, it utilizes a comprehensive model encompassing technological, economic, and social factors.

Results: Our analysis reveals multiple …


A Multifaceted Nudge-Based Intervention To Reduce Smartphone Use: Findings From A Randomized Cross-Over Trial, K. T. A. Sandeeshwara Kasturiratna, Yi Jing Chua, Andree Hartanto Sep 2025

A Multifaceted Nudge-Based Intervention To Reduce Smartphone Use: Findings From A Randomized Cross-Over Trial, K. T. A. Sandeeshwara Kasturiratna, Yi Jing Chua, Andree Hartanto

Research Collection School of Social Sciences

The widespread use of smartphones has raised concerns about problematic usage behaviors, including excessive screentime and frequent phone checking, which can disrupt daily functioning. This study aimed to evaluate the effectiveness of a multifaceted nudge-based intervention in reducing smartphone use through subtle changes to smartphone settings. The intervention incorporated adjustments such as disabling face/touch ID, setting longer passwords, switching to grayscale mode, and removing social media apps from the home screen. A randomized within-subject cross-over trial with counterbalancing was conducted over a two-week period using a daily diary approach paired with objective smartphone usage data to track the impact of …


What Are The Limits To Smart Innovation? The Digital Underground Initiative And New Frontiers Of “Smartness” In Singapore, Prerona Das, Orlando Woods, Lily Kong Sep 2025

What Are The Limits To Smart Innovation? The Digital Underground Initiative And New Frontiers Of “Smartness” In Singapore, Prerona Das, Orlando Woods, Lily Kong

Research Collection College of Integrative Studies

This paper argues that the emergence of new frontiers of smart transformation, such as underground spaces, can pose significant challenges to the implementation of “smart” technological solutions. Exploring the case of Singapore’s Digital Underground initiative, we show that elements such as material complexity, co-ordination between stakeholders, and the availability of appropriate regulatory and administrative frameworks can problematize the implementation of subterranean smart initiatives. By considering multistake-holder perspectives on these “more-than-technological” factors, this paper offers lessons for urban planners, policymakers, and developers in cities around the world that are keen to leverage technology to unlock the potential of underground space.


Public Support For And Reactive Behavior Toward Technological Risk Interventions: An Extension Of Secondary Risk Theory, Hye Kyung Kim, Rui Gu, Fiona Goh, Sonny Rosenthal, Shirley S. Ho Sep 2025

Public Support For And Reactive Behavior Toward Technological Risk Interventions: An Extension Of Secondary Risk Theory, Hye Kyung Kim, Rui Gu, Fiona Goh, Sonny Rosenthal, Shirley S. Ho

Research Collection College of Integrative Studies

Project Wolbachia is a dengue control initiative in Singapore. Guided by Secondary Risk Theory, this study examined how primary (dengue) and secondary (Wolbachia) threat and coping appraisals shape public support and reactive behavior toward the project. A nationally representative survey of 1,000 Singaporeans showed that support was positively linked to the perceived primary risk, the efficacy of the project and the government, while negatively related to the perceived secondary risk. Reactive behavior was positively associated with perceptions of both primary and secondary risk. Media attention and trust in the government indirectly influenced support and behavior moderated by knowledge.


Iot Sensors As A Tool For Assessing Spatiotemporal Risk To Extreme Heat, Kijin Seong, Seung Jun Choi, Junfeng Jiao Sep 2025

Iot Sensors As A Tool For Assessing Spatiotemporal Risk To Extreme Heat, Kijin Seong, Seung Jun Choi, Junfeng Jiao

Research Collection College of Integrative Studies

The safety of urban populations sensitive to extreme heat is under increasing threat. Few studies examine the potential benefits of deploying IoT environmental sensors in the urban context and their integration with large-scale human activity data. This paper examines the deployment of IoT sensors in high-resolution extreme heat risk assessment in the case of Seoul, South Korea. This study conducted spatiotemporal analysis on heat exposure with IoT sensors, compared it with an existing land surface temperature map for validation, combined it with human activity data for risk assessment, and finally discussed the benefits of IoTs in detecting abnormal weather events. …