scholarly journals Creative Composition Problem: A Knowledge Graph Logical-Based AI Construction and Optimization Solution

2021 ◽  
pp. 42-71
Author(s):  
Mauricio Javier Osorio Galindo ◽  
Luis Angel Montiel Moreno
Keyword(s):  
Mental Health ◽  
Artificial Intelligence ◽  
Optimal Solution ◽  
Well Being ◽  
Knowledge Graph ◽  
First Year ◽  
Construction Of Knowledge ◽  
Composition Problem ◽  
Questions And Answers ◽  
First Year University

AbstractContribution of this work is to Define the Creative Composition Problem (CCP) for Human Well-being Optimization by Construction of Knowledge Graph using Knowledge Representation and logic-based Artificial Intelligence reasoning-planning where the computation of the Optimal Solution is achieved by Dynamic Programming or Logic Programming. The Creative Composition Problem is embedded within Cecilia: an architecture of a digital companion artificial intelligence agent system composer of dialogue scripts for Well-being and Mental Health. Where Cecilia Framework is instantiated in Well-being and Mental Health domain for optimal well-being development of first year university students. We define the ‘The Problem of Creating a Dialogue Composition (PCDC)’ and we propose a feasible and optimal solution of it. CCP is instantiated in this applied domain to solve PCDC optimizing the Mental Health and Well-being of the student. CCP as PCDC is applied to optimize maximizing the mental health of the student but also maximizing the smoothness, coherence, enjoyment and engagement each time the dialogue session is composed. Cecilia helps students to manage stress/anxiety to attempt the prevention of depression. Students can interact through the digital companion making questions and answers. While the system “learns” from the user it allows the user to learn from herself. Once the student discovers elements that were unnoticed by her, she will find a better way to improve when discovering her points of improvement.

scholarly journals The Adaptation of a Brief Adolescent Subjective Well-Being in School Scale (BASWBSS), the Student Subjective Well-Being Scale in the Indonesian Context [Adaptasi BASWBSS, Skala Kesejahteraan Subjektif Siswa dalam Konteks Indonesia]

2021 ◽  
Vol 36 (2) ◽  
pp. 184-203
Author(s):  
Wuri Prasetyawati ◽  
Tjut Rifameutia ◽  
Robyn Gillies ◽  
Peter Newcombe
Keyword(s):  
Mental Health ◽  
High School ◽  
High School Students ◽  
Well Being ◽  
First Year ◽  
Reliability Testing ◽  
Subjective Well Being ◽  
School Students ◽  
Validity Testing ◽  
First Year University

Well-being is an indicator of students’ happiness in school. There is currently a need to identify students’ well-being in order to know the conditions of students’ mental health and their levels of contentment in school. The existing instruments of student well-being in Indonesia have numerous items, which can impact the participants’ behavior in filling out the questionnaires. Therefore, there was a need for a shorter version of the instruments. This research focused on the adaption of the Brief Adolescent Subjective Well-Being in School Scale (BASWBSS), an instrument for subjective well-being with only eight items and was previously developed by Tian, Wang, and Huebner (2015) among high school students in China. A total of 235 Indonesian students, both high school and first-year university students were the participants in this study. Reliability testing using internal consistency, while construct and criterion validity testing was implemented to test this scale's psychometric properties in the Indonesian context. The result of this study indicated that the adaptation of Brief Adolescent Subjective Well-Being in School Scale (BASWBSS) was valid and reliable for Indonesian students. Kesejahteraan merupakan indikator kebahagiaan siswa di sekolah. Saat ini, terdapat kebutuhan mengidentifikasi kesejahteraan siswa untuk mengetahui kondisi kesehatan mental dan tingkat kepuasan mereka di sekolah. Alat ukur kesejahteraan siswa yang ada di Indonesia memiliki banyak butir pertanyaan, yang dapat berdampak pada perilaku partisipan dalam mengisi kuesioner. Karenanya, dibutuhkan versi pendek dari alat ukur tersebut. Penelitian ini berfokus pada adaptasi Brief Adolescent Subjective Well-Being in School Scale (BASWBSS), sebuah alat ukur kesejahteraan subjektif dengan delapan butir yang dikembangkan oleh Tian, Wang, dan Huebner (2015) untuk siswa sekolah menengah atas di Tiongkok. Sebanyak 235 siswa Indonesia, yang merupakan siswa sekolah menengah atas dan mahasiswa tahun pertama, menjadi partisipan dalam penelitian ini. Uji reliabilitas dilakukan menggunakan konsistensi internal, sedangkan uji validitas konstruk dan validitas kriteria digunakan untuk menguji aspek psikometri dalam konteks Indonesia. Hasil penelitian menunjukkan bahwa hasil adaptasi dari Brief Adolescent Subjective Well-Being in School Scale (BASWBSS) valid dan reliabel untuk siswa di Indonesia.

scholarly journals Predictors of mental health and academic outcomes in first-year university students: Identifying prevention and early-intervention targets

BJPsych Open ◽  
2020 ◽  
Vol 6 (3) ◽  
Author(s):  
A. Duffy ◽  
C. Keown-Stoneman ◽  
S. Goodday ◽  
J. Horrocks ◽  
M. Lowe ◽  
...  
Keyword(s):  
Mental Health ◽  
Risk Factors ◽  
Early Intervention ◽  
University Students ◽  
Health Outcomes ◽  
Academic Outcomes ◽  
Well Being ◽  
First Year ◽  
Clinically Significant ◽  
First Year University

Background Although there is growing interest in mental health problems in university students there is limited understanding of the scope of need and determinants to inform intervention efforts. Aims To longitudinally examine the extent and persistence of mental health symptoms and the importance of psychosocial and lifestyle factors for student mental health and academic outcomes. Method Undergraduates at a Canadian university were invited to complete electronic surveys at entry and completion of their first year. The baseline survey measured important distal and proximal risk factors and the follow-up assessed mental health and well-being. Surveys were linked to academic grades. Multivariable models of risk factors and mental health and academic outcomes were fit and adjusted for confounders. Results In 1530 students surveyed at entry to university 28% and 33% screened positive for clinically significant depressive and anxiety symptoms respectively, which increased to 36% and 39% at the completion of first year. Over the academic year, 14% of students reported suicidal thoughts and 1.6% suicide attempts. Moreover, there was persistence and overlap in these mental health outcomes. Modifiable psychosocial and lifestyle factors at entry were associated with positive screens for mental health outcomes at completion of first year, while anxiety and depressive symptoms were associated with lower grades and university well-being. Conclusions Clinically significant mental health symptoms are common and persistent among first-year university students and have a negative impact on academic performance and well-being. A comprehensive mental health strategy that includes a whole university approach to prevention and targeted early-intervention measures and associated research is justified.

scholarly journals Application of Cannabis Use Intention Questionnaire (CUIQ) to First Year University Students

2021 ◽  
Vol 5 (1) ◽  
pp. 11
Author(s):  
Inês Teodoro ◽  
Hugo Torres ◽  
Nuno Venâncio ◽  
Guilhermina Moutinho ◽  
Maria Deolinda Auxtero
Keyword(s):  
Public Health Problem ◽  
Well Being ◽  
Cannabis Use ◽  
Self Control ◽  
First Year ◽  
Major Public Health Problem ◽  
First Year Students ◽  
Validated Questionnaire ◽  
Intent To Use ◽  
First Year University

Cannabis is the illegal drug most used worldwide. Its long-term use increases the risk of depression and schizophrenia, causing a major public health problem. A validated questionnaire was applied to first year students of Instituto Universitário Egas Moniz to assess their intention regarding cannabis use. They do not consider cannabis to be much associated with well-being, they slightly consider the opinion of relatives, and they show a low intent to use the drug, believing themselves to have strong self-control. Scores are above average for 18-y.o. Portuguese students, except for belief in self-control.

scholarly journals Factors associated with depressive episode among first year University students in Serbia

2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
S Čanković ◽  
D Čanković ◽  
I Radić ◽  
D Rakić ◽  
S Ukropina ◽  
...  
Keyword(s):  
Mental Health ◽  
Logistic Regression ◽  
Depressive Symptoms ◽  
University Students ◽  
Depressive Episode ◽  
Social Health ◽  
Support Network ◽  
First Year ◽  
Behavioral Factors ◽  
First Year University

Abstract Background Some findings indicate that university students are at higher risk of depression despite being a socially advantaged population, showing that 15 to 25% of them develop some type of mental disorder during graduation, and depression is one of the most prevalent. The aim of this study was to investigate the prevalence of depressive symptoms and its association with gender, material status, social health, and behavioral factors among university students. Methods The research represents a cross-sectional study conducted at the University of Novi Sad, Serbia. The research involved 455 first-year students. The average age of participants was 19.3 years (72.1% girls and 27.9% boys). Patient Health Questionnaire (PHQ-9) was used to measure depressive symptoms (cut point for depressive episode ≥10). Additional questions were focused on self-assessed material status, social health, and behavioral factors (smoking and alcohol use). The binary logistic regression model was used to estimate the association between depression and observed independent variables. Results The prevalence of moderate to severe depressive episode among students was 18.0%, with no gender differences. Out of the total, 11.0% of students had suicidal thoughts or thoughts of hurting themselves. Multivariable logistic regression showed that self-assessed poor material status (OR = 2.04; 95%CI: 1.06-3.89), self-assessed poor social health (OR = 8.9; 95%CI:4.87-16.42) and smoking (OR = 2.18; 95%CI: 1.09-4.39) were significant predictors of depression among first-year university students. Conclusions High prevalence of depressive episode among university students call for the action for the promotion of mental health, particularly among those of lower socioeconomic status, and points out the importance of social health and social network in the prevention of mental disorders. Key messages Students on the first year of University should be screened for depressive symptoms. It is important to educate students on how to create a strong support network and to implement intervention programs for improving mental health through fostering healthy lifestyles change.

Leveraging Twitter Using Artificial Intelligence to Explore Mental Health Insights in the UK During the COVID-19 Pandemic (Preprint)

2021 ◽  
Author(s):  
Christopher Marshall ◽  
Kate Lanyi ◽  
Rhiannon Green ◽  
Georgie Wilkins ◽  
Fiona Pearson ◽  
...  
Keyword(s):  
Mental Health ◽  
Artificial Intelligence ◽  
Language Processing ◽  
Mental Health Problems ◽  
Well Being ◽  
Research Activity ◽  
Health Crisis ◽  
Key Topics ◽  
The Uk ◽  
The Impact

BACKGROUND There is increasing need to explore the value of soft-intelligence, leveraged using the latest artificial intelligence (AI) and natural language processing (NLP) techniques, as a source of analysed evidence to support public health research activity and decision-making. OBJECTIVE The aim of this study was to further explore the value of soft-intelligence analysed using AI through a case study, which examined a large collection of UK tweets relating to mental health during the COVID-19 pandemic. METHODS A search strategy comprising a list of terms related to mental health, COVID-19, and lockdown restrictions was developed to prospectively collate relevant tweets via Twitter’s advanced search application programming interface over a 24-week period. We deployed a specialist NLP platform to explore tweet frequency and sentiment across the UK and identify key topics of discussion. A series of keyword filters were used to clean the initial data retrieved and also set up to track specific mental health problems. Qualitative document analysis was carried out to further explore and expand upon the results generated by the NLP platform. All collated tweets were anonymised RESULTS We identified and analysed 286,902 tweets posted from UK user accounts from 23 July 2020 to 6 January 2021. The average sentiment score was 50%, suggesting overall neutral sentiment across all tweets over the study period. Major fluctuations in volume and sentiment appeared to coincide with key changes to any local and/or national social-distancing measures. Tweets around mental health were polarising, discussed with both positive and negative sentiment. Key topics of consistent discussion over the study period included the impact of the pandemic on people’s mental health (both positively and negatively), fear and anxiety over lockdowns, and anger and mistrust toward the government. CONCLUSIONS Through the primary use of an AI-based NLP platform, we were able to rapidly mine and analyse emerging health-related insights from UK tweets into how the pandemic may be impacting people’s mental health and well-being. This type of real-time analysed evidence could act as a useful intelligence source that agencies, local leaders, and health care decision makers can potentially draw from, particularly during a health crisis.

Future of Work and Its Implication on Employee Well-Being in the 4IR Era

2022 ◽  
pp. 1-21
Author(s):  
Ethel N. Abe ◽  
Isaac Idowu Abe ◽  
Olalekan Adisa
Keyword(s):  
Mental Health ◽  
Artificial Intelligence ◽  
Job Satisfaction ◽  
Job Loss ◽  
Job Insecurity ◽  
Well Being ◽  
Rapid Rate ◽  
Negative Effects ◽  
Swedish Study ◽  
The World

Capitalist corporations seek ever-new opportunities for trade and gain. As competition intensifies within markets, profit-seeking corporations innovate and diversify their products in an unceasing pursuit of new market niches. The incessant changes and unpredictable nature of capitalism often leads to insecurity regarding job loss. Job insecurity has been empirically proven to have negative effects on individuals and organisations. It associates to reduced job satisfaction and decreased mental health. A longitudinal Swedish study showed an indirect effect of trust on job satisfaction and mental health of employees. The advent of AIs, humanoids, robotics, and digitization present reason for employees to worry about the future of their work. A recent study conducted by the McKinsey Global Institute reports that by 2030, a least 14% of employees globally could need changing their careers as a result of the rapid rate of digitization, robotics, and advancement in artificial intelligence disruptions in the world of work.

scholarly journals The Role of Psychological Strengths, Coping Strategies and Well-Being in the Prediction of Academic Engagement and Burnout in First-Year University Students [El papel de las fortalezas psicológicas, las estrategias de Afrontamiento y el bienestar en la predicción del engagement y del burnout académico, en estudiantes universitarios de primer curso]

2018 ◽  
Vol 15 (2) ◽  
pp. 51 ◽  
Author(s):  
Richard Merhi ◽  
Ángeles Sánchez-Elvira Paniagua ◽  
Francisco José Palací Descals
Keyword(s):  
University Students ◽  
Coping Strategies ◽  
Learning Strategies ◽  
Academic Engagement ◽  
Academic Motivation ◽  
Well Being ◽  
First Year ◽  
Personal Strengths ◽  
First Year University ◽  
Psychological Strengths

Two of the most significant challenges that higher education institutions are currently addressing are students' failure and drop-out prevention, as well as the promotion of students’ retention and success. The present study aimed at analysing the role that different variables play in the prediction of Academic Engagement and Burnout in first-year university students, under a multivariate perspective. The contribution of relevant psychological strengths in academic environments (Resilience, Personal initiative, and Academic Motivation), Procrastination and different coping strategies facing studies (Persistence, Avoidance and Anxiety) was explored. Also, the perception of academic demands and stress, students' affect (positive and negative) and the academic satisfaction was considered. Finally, an analysis of different engaged and burnt-out profiles of students was carried out. The contribution of the Efficacy subscale of Academic Burnout as an independent personal resource, and the consideration of the so-called Core Burnout, were subject of analysis. A sample of 172 first-year students of face-to-face universities, 68.8% women with a mean age of 22.99 years (SD = 7.62) volunteered to participate online in this study. The results showed, on the one hand, that Academic Engagement consisted mainly on a positive and intrinsic motivational construct, also characterised by academic efficacy, persistence as an active coping strategy, positive affect and satisfaction. On the other hand Core Burnout was mainly characterised by the perception of higher demands (e.g. academic overload), maladaptive learning behaviours and coping strategies such as procrastination and avoidance of difficulties, negative affect and dissatisfaction. Different profiles of engaged and burnt-out students were also analysed showing strong differences regarding personal strengths, coping with learning strategies, well-being and satisfaction with studies.These results could help us to set bases for the development of early support and prevention programs for students’ Burnout, as well as actions aiming at promoting students’ Engagement and well-being during their first academic year.

Measuring, monitoring and managing the psychological well-being of first year university students

2006 ◽  
Vol 34 (4) ◽  
pp. 505-517 ◽  
Author(s):  
Richard Cooke ◽  
Bridgette M. Bewick ◽  
Michael Barkham ◽  
Margaret Bradley ◽  
Kerry Audin
Keyword(s):  
University Students ◽  
Well Being ◽  
First Year ◽  
Psychological Well Being ◽  
First Year University

scholarly journals Mental health trajectories in undergraduate students over the first year of university: a longitudinal cohort study

BMJ Open ◽  
2021 ◽  
Vol 11 (12) ◽  
pp. e047393
Author(s):  
Kiera Louise Adams ◽  
Kate E Saunders ◽  
Charles Donald George Keown-Stoneman ◽  
Anne C Duffy
Keyword(s):  
Cohort Study ◽  
Depressive Symptoms ◽  
Drug Use ◽  
Undergraduate Students ◽  
Well Being ◽  
Longitudinal Cohort Study ◽  
First Year ◽  
Longitudinal Cohort ◽  
First Year University ◽  
Academic Year

ObjectiveThis study examined the association between candidate psychosocial and lifestyle variables and the trajectories of clinically significant anxiety and depressive symptoms from entry to completion of first-year university.DesignA longitudinal cohort studyParticipantsFirst-year undergraduate studentsMethodsWe analysed the responses of 1686 first-year undergraduate students attending Queen’s University who completed electronic surveys at both the beginning and completion of their academic year. Predictors of change in positive anxiety and depressive symptom screens (based on exceeding validated symptom threshold scores) were identified using logistic regression.ResultsIncreased university connectedness reduced the odds of emergent significant depressive and anxiety symptoms in healthy students and increased the odds of recovery in students who screened positive at the start of university. Students who screened positive for depression or anxiety at university entry were less likely to recover if they had a lifetime history of internalising disorders. Healthy students who increased their drug use over their first year had higher odds of developing significant levels of both anxiety and depressive symptoms by completion of the academic year.ConclusionsModerate to severe levels of anxiety and depressive symptoms are common among students at entry to university and persist over the first year. University connectedness may mitigate the risk of persistent or emergent symptoms, whereas drug use appears to increase these risks. Findings have implications for university well-being initiatives.

scholarly journals U-Flourish university students well-being and academic success longitudinal study: a study protocol

BMJ Open ◽  
2019 ◽  
Vol 9 (8) ◽  
pp. e029854 ◽  
Author(s):  
Sarah Margaret Goodday ◽  
Daniel Rivera ◽  
Hannah Foran ◽  
Nathan King ◽  
Melissa Milanovic ◽  
...  
Keyword(s):  
Mental Health ◽  
Academic Success ◽  
Longitudinal Study ◽  
Emotional Health ◽  
Well Being ◽  
First Year ◽  
First Year Students ◽  
Oxford University ◽  
Queen's University

IntroductionOver 30% of Canadians between the ages of 16 and 24 years attend university. This period of life coincides with the onset of common mental illnesses. Yet, data to inform university-based mental health prevention and early intervention initiatives are limited. The U-Flourish longitudinal study based out of Queen’s University, Canada and involving Oxford University in the UK, is a student informed study funded by the Canadian Institute for Health Research Strategy for Patient Oriented Research (CIHR-SPOR). The primary goal of U-Flourish research is to examine the contribution of risk and resiliency factors to outcomes of well-being and academic success in first year students transitioning to university.Methods and analysisThe study is a longitudinal survey of all first-year undergraduate students entering Queen’s University in the fall term of 2018 (and will launch at Oxford University in fall of 2019). In accordance with the CIHR-SPOR definitions, students represent the target population (ie, patient equivalent). Student peer health educators were recruited to inform the design, content and implementation of the study. Baseline surveys of Queen’s first year students were completed in the fall of 2018, and follow-up surveys at the end of first year in the spring of 2019. Extensive student-led engagement campaigns were used to maximise participation rates. The baseline survey included measures of personal factors, family factors, environmental factors, psychological and emotional health, and lifestyle factors. Main outcomes include self-reported indicators of mental health at follow-up and mental health service access, as well as objective measures of academic success through linkage to university administrative and academic databases. A combination of mixed effects regression techniques will be employed to determine associations between baseline predictive factors and mental health and academic outcomes.Ethics and disseminationEthical approval was obtained by the Health Sciences and Affiliated Teaching Hospitals Research Ethics Board (HSREB) (#6023126) at Queen’s University. Findings will be disseminated through international and national peer-reviewed scientific articles and other channels including student-driven support and advocacy groups, newsletters and social media.

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