Evaluating machine learning for predicting youth suicidal behavior up to 1 year after contact with mental-health specialty care by O’Reilly, LM, Fazel, S, Rickert, ME, Kuja-Halkola, R, Cederlöf, M, Hellner, C, Larsson, H, Lichtenstein, P, D’Onofrio, BM

“…Using 209 predictors across domains (e.g., clinical, demographic, family, neighborhood, social) identified from national registers, we applied standard logistic regression, regularized logistic regression, and machine-learning algorithms (i.e., random forests, gradient boosting, support vector machines). …”

Factors influencing visitors' perception on congestion in Giant Panda Conservation Centre (GPCC), Zoo Negara by Lim, Sin Yun

“…Besides that, it also aimed to study the socio-demographic variables in GPCC. The variables were measured using a four points Likert scale through questionnaire survey of 250 respondents. …”
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Constipation and quality of life among non-academic staffs in school of health science, Universiti Sains Malaysia by Sonny, Damia Batrisyia Mohd

“…This study aims to assess the prevalence of constipation, the level of QOL, and its association between constipation and impact towards QOL, and association between socio-demographic factors and constipation among non-academic staffs. …”
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Perception of mothers towards male nursing students during clinical practice in obstetric ward In Hospital Universiti Sains Malaysia by Yusuf, Siti Nur Hasanah Ahmad

“…The result of this present study revealed that there is no significant association of selected socio demographic factors (age, educational level and gender preference) with the level of mothers’ perception towards male nursing students (p=0.197), (p=0.060) and (p=0.649) respectively.…”
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Knowledge of maggot debridement therapy among medical and surgical nurses in Hospital USM, Kelantan by Khim, Wong Mong

“…The Pearson correlation coefficient test was employed to determine the association between socio-demographic characteristics and MDT knowledge score. …”
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What drives Chinese youth to use fitness-related health information on social media? an analysis of intrinsic needs, social media algorithms, and source credibility by Zhang, Xin, Tang, Qing Qing, Cai, Ying Ying

“…Discussion: These findings provide new insights into developing health communication strategies on social media, particularly targeted toward the youth demographic, enhancing our understanding of effective health information dissemination in digital environments.…”
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Data-driven Home Workspace Design: Interactive DIY Platform Mediating the User and Expert Literature by Yi, Wangli

“…Further test on other demographic groups, such as those who need to focus for long hours professionally at home as well as those who are specifically concerned with mental health issues, is anticipated as the next step for the evaluation of this platform.…”
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How does sexuality education impact the sexual health seeking behaviour of young adult MSM in Singapore? by Chin, Hong Jie

“…This study examines the effectiveness of school-based sexuality education on the sexual health-seeking behaviours of this demographic utilising a mixed-methods approach, amidst evolving societal attitudes and legislative changes. …”
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Prototyping wireless pulse oximeter by Ng, Kimberly Jin Jin

“…The demographic time bomb has been a major concern for many countries around the globe. …”
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From theoretical models to practical deployment: A perspective and case study of opportunities and challenges in AI-driven cardiac auscultation research for low-income settings by Krones, F, Walker, B

“…Our binary Bayesian ResNet model leverages overlapping log mel spectrograms of patient heart sound recordings and integrates demographic data and signal features via XGBoost to optimise performance. …”

Experimental heatwaves facilitate invasion and alter species interactions and composition in a tropical host‐parasitoid community by Chen, J, Lewis, O

“…The two parasitoid species were sensitive to both warming and heatwaves, while the demographic responses of Drosophila species were highly idiosyncratic, reflecting the combined effects of thermal tolerance, parasitism, competition, and facilitation. …”

Prediction models for intradialytic hypotension in hemodialysis patients: a protocol for systematic review and critical appraisal by Li, Zifeng, Yang, Luhuan, Xi, Zuyang, Yi, Wen

“…Risk factors for IDH include demographic characteristics, comorbidities, dialysis procedure factors, and so on. …”
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A review on fall detection systems in bathrooms: challenges and opportunities by Ramanujam, E., Perumal, Thinagaran, Shankar, K.

“…The percentage of the aged population might increase further to 16% by 2050. Due to socio-demographic changes and nuclear family setups, elder people live alone and encounter many issues at home, especially falls, while doing their daily activities. …”

Somatic symptom and psychological distress among oil and gas industry workers in the federal territory of Labuan by Pushpanathan, Kashviny

“…Lastly, there is a statistically significant association between socio-demographic marital status with psychological distress.…”
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Knowledge and practices of malaysian healthy plate (quarter quarter half program) among adult community in cybercity, Kepayan, Sabah by Nasir, Ahza Mohd

“…There was no significant association between socio- demographic data and level of practice of Malaysian Healthy Plate as well as level of QOL (p > 0.05). …”
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Fear of childbirth among pregnant mothers at Hospital USM, Kelantan by Yi, Ong Yi

“…The Childbirth Fear Questionnaire (CFQ) and socio-demographic data were used to collect data, and a p-value < 0.05 was considered statistically significant. …”
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Small-area population forecasting in a segregated city using density-functional fluctuation theory by Chen, Yuchao, Kinkhabwala, Yunus A., Barron, Boris, Hall, Matthew, Arias, Tomás A., Cohen, Itai

“…Our findings indicate that even without direct access to the underlying agent preferences, DFFT accurately predicts how broader demographic changes at the city scale percolate to small-area populations. …”
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Data for iTRAQ profiling of micro-vesicular plasma specimens : in search of potential prognostic circulatory biomarkers for Lacunar infarction by Datta, Arnab, Sze, Siu Kwan

“…To discover potential prognostic biomarkers of Lacunar infarction (LACI), here we present quantitative proteomics data of plasma microvesicle-enriched fraction derived by comparative isobaric profiling of three groups of prospectively followed-up LACI patients (LACI – no adverse outcome, LACI –recurrent vascular event and LACI – cognitive decline) and a demographically matched control group. We confidently (unused prot score >3, FDR=1.1%) identified 183 proteins, 43 out of which were significantly regulated (p-value<0.05) in at least one of the three LACI groups in comparison to control group. …”
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Exploring motivation for learning using Hertzbergs two factor theory by Ibrahim, Irma Wahyuny, Mohamad Ghazali, Izlin, Syed Abdullah, Sharifah Aflinda, Rahmat, Noor Hanim, Abdul Hamid, Mohd Hafriz, Azhari, Siti Hajar Aisyah

“…Section A has 4 items on demographic profile. Section B has 12 items on satisfiers and section C has 12 items on dissatisfiers. …”
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Chatgpt for english language learning in islamic studies by Nor Yazi, Khamis, Wan Zahidah, Wan Sulaiman

“…Future research should consider broadening the scope to include more institutions, investigating the moderating impacts of demographic factors, and integrating qualitative methodologies to obtain a more comprehensive understanding of the factors impacting technology acceptability in various academic environments.…”
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