Digital Commons Network^™

The Effect Of School-Based Educational Session On Knowledge, Attitudes, And Beliefs Of Cervical Cancer Among Adolescents In Mixed Day High Schools In Embu County: A Quasi-Experimental Study, Lucy W. Kivuti-Bitok, Mugo, Dorothy Mituki, Christine Marete, Irene Ngune, Jessica Wells

Research outputs 2022 to 2026

Background: School-based interventions have proven effective in enhancing knowledge and altering attitudes toward cervical cancer among adolescents. This study aimed to evaluate the effect of a school-based educational intervention on the attitudes, beliefs, and knowledge of cervical cancer among adolescents in mixed-day high schools in Embu County. Methods: This study used a single-group, repeated cross-sectional design to assess the effect of a structured health education session on cervical cancer among adolescent boys and girls in mixed-gender secondary schools. A self-administered anonymous questionnaire was administered before and immediately after the post-intervention. The education session lasted 30–45 min, and the study population …

Unpacking Environmental Racism Through Dependency Theory In The Case Of Second-Hand Goods Export To West Africa, Prince Nii Koi Kotei, Adusei-Asante, Shajimon Peter, Portia Nana Ama Brempong

Research outputs 2022 to 2026

The second-hand goods export market is complex and inextricably intertwined with environmental racism and dependency theories. Studies have shown that the adverse impacts of second-hand goods exports outweigh their benefits. West African countries are marginalised and are trapped in a dependency cycle. The literature discusses secondhand goods exports; however, it rarely situates this within the context of the dependency theory and environmental racism. This study seeks to address this gap by integrating several studies under a common theoretical framework connecting dependency theory to environmental racism. This study unpacks environmental racism through dependency theory in the export of second-hand goods. Specifically, …

Efficient Removal Of Methyl Orange Dye Via A Mnfe₂O₄/Go Nanocomposite With A Ctab Dual-Layer Surfactant Coating, Taher Karami, Soleiman Bahar, Reza Mostafazadeh

Research outputs 2022 to 2026

This study investigated the adsorption of methyl orange (MO) from aqueous solutions using a novel MnFe₂O₄/GO nanocomposite coated with cetyltrimethylammonium bromide (CTAB). The dual-layer surfactant modification facilitates both electrostatic and lipophilic interactions. This enhancement significantly improves dye removal efficiency. The adsorption process was monitored using spectrophotometry at 464 nm, with various characterization techniques confirming the structural and magnetic properties of the nanocomposite. The optimized parameters for maximum adsorption include a 2-minute ultrasonic dispersion, pH 6.8, and a surfactant-to-adsorbent ratio of 1, achieving a maximum adsorption capacity of 285.7 mg/g. The kinetic data followed a pseudo-second-order model, whereas the adsorption isotherm …

Methylated Cfdna May Distinguish Between High- And Intermediate-Risk Uveal Melanoma: A Pilot Study, Mike Wu, Daniël P. De Bruyn, Ruben G. Boers, Aaron B. Beasley, Daan M. Hazelaar, Stavros Makrodimitris, Joachim B. Boers, Jolanda Vaarwater, Ronald O.B. De Keizer, Robert M. Verdijk, Nicole C. Naus, Dion Paridaens, Saskia M. Wilting, Elin S. Gray, Wilfred F.J. Van Ijcken, Joost Gribnau, Annelies De Klein, Erwin Brosens, Emine Kiliç

Research outputs 2022 to 2026

Background: Uveal melanoma (UM) is a highly aggressive malignancy with a metastatic risk that depends on the molecular subclass. This subclass can be determined through molecular characterization of tumor-derived tissue. With eye-sparing treatments, tumor tissue is rarely available for molecular testing. We hypothesized that minimal invasive biomarkers such as methylated cell-free DNA (cfDNA) or circulating tumor DNA (ctDNA) can be used for prognosis and monitoring of patients. Methods: Plasma cfDNA was isolated from healthy blood donors (HBDs, N = 19) and UM patients (N = 22). Plasma was collected at baseline (localized disease, N = 13) and during follow-up (metastatic …

Nanofluid-Assisted Enhanced Sealing Containment Of Caprocks For Efficient Geological Co2 Storage, Muhammad Ali, Nurudeen Yekeen, Mujahid Ali, Nilanjan Pal, Mohammed Al Kobaisi, Alireza Keshavarz, Hussein Hoteit

Research outputs 2022 to 2026

Millions of tons of CO2 are stored annually in geological formations in order to reduce greenhouse gas emissions, relying on caprock as a seal to prevent CO2 leakage. The wettability of caprock is crucial for its effectiveness, and can be altered by organic acids present in the storage media. The present study investigates the impact of stearic acid on the CO2 wettability of shale, along with the potential of alumina nanofluids to reverse this effect. Using contact angle measurements, X-ray diffraction, and other analytical methods, the study reveals that stearic acid increases the CO2 wettability of shale, making it more …

Perspective: Improving Social Connection And Inclusion Through Equitable Digital Health Solutions, Dominika Kwasnicka, Jaimon Kelly, Eleanor Quested, Loretta Baldassar, Suzanne Robinson, Richard Sinnott, Paul O’Halloran, Anne Tiedemann, Paul Flatau, Rajna Ogrin, Jane Farmer, Abby C. King

Research outputs 2022 to 2026

In this Perspective, we address the critical intersection of digital health, social connection, and health equity. Taking an interdisciplinary and complex adaptive systems perspective, we highlight evidence-based digital solutions to improve social connection and inclusion and, consequently, health outcomes. We describe actionable strategies for ensuring that digital health innovations benefit all, highlighting how user-centered design can address diverse needs, particularly for structurally disadvantaged populations.

Sarcomerogenesis: Evidence, Context And Key Stimuli—Response To The Commentary By Power Et Al., Anthony J. Blazevich, Walter Herzog, João Pedro Nunes

Research outputs 2022 to 2026

No abstract provided.

Be Watchful Of “Perfect Mediocracy” In Tourism Research!, Songshan (Sam) Huang

Research outputs 2022 to 2026

No abstract provided.

Body Mass Index, Prebiotic Supplementation During Pregnancy And Gestational Diabetes Mellitus Risk: An Effect Modification Analysis From A Randomised Controlled Trial, Rachelle A. Pretorius, Thomas R. Sullivan, Summer V.M. Walker, Johan Garssen, Jeffrey A. Keelan, Desiree Silva, Susan L. Prescott, Debra J. Palmer

Research outputs 2022 to 2026

Background: Prebiotic dietary supplementation has been shown to improve glucose homeostasis in type 2 diabetes patients. The aim of this analysis was to determine whether pre-pregnancy body mass index (BMI) modifies the effect of prebiotic supplementation from mid-pregnancy on reducing the risk of gestational diabetes mellitus (GDM). Methods: In a double-blinded, randomised controlled trial, pregnant women < 21 gestational weeks were randomly assigned (1:1) to consume daily prebiotics (14.2 g galacto-oligosaccharides and fructo-oligosaccharides) or placebo (8.7 g maltodextrin) powder. An effect modification analysis was performed to assess the heterogeneity of the effect of prebiotic supplementation in relation to pre-pregnancy BMI on GDM diagnosis. Results: Between June 2016 and November 2021, 329 women were assigned to the prebiotic group (50.4%), and 323 (49.5%) were assigned to the placebo group. Overall, 288 of 652 women (44.2%) were classified as overweight/obese prior to pregnancy (BMI ≥ 25 kg/m²). The distribution was balanced, with 146/329 (44.4%) randomised to the prebiotics group and 142/323 (44.0%) in the placebo group. Pre-pregnancy BMI modified the effect of prebiotic supplementation, with the intervention reducing GDM rates in women with a BMI ≥ 25 kg/m^{2 …}

Bridg-Ics: Ai-Grounded Knowledge Graphs For Intelligent Threat Analytics In Industry 5.0 Cyber-Physical Systems, Padmeswari Nandiya, Ahmad Mohsin, Ahmed Ibrahim, Iqbal H. Sarker, Helge Janicke

Research outputs 2022 to 2026

Industry 5.0’s increasing integration of IT and OT systems is transforming industrial operations but also expanding the cyber–physical attack surface. Industrial Control Systems (ICS) face escalating security challenges as traditional siloed defenses fail to provide coherent, cross-domain threat insights. We present BRIDG-ICS (BRIDge for Industrial Control Systems), an AI-enriched Knowledge Graph (KG) framework for context-aware threat analysis and quantitative assessment of cyber resilience in smart manufacturing environments. BRIDG-ICS fuses heterogeneous industrial and cybersecurity data into an integrated Industrial Security Knowledge Graph linking assets, vulnerabilities, and adversarial behaviors with probabilistic risk metrics (e.g., exploit likelihood, attack cost). This unified graph representation …

Adding A Weight To Constrain The Trunk Increases Knee Joint Kinetics During Sidestep Cutting In Female Athletes, Daniel Kadlec, J. Jordan, Jacqueline Alderson, Sophia Nimphius

Research outputs 2022 to 2026

Sidestep cutting exposes the knee to high multiplanar loads that both challenge tissue capacity and provide an opportunity to develop resilience through progressive exposure. This study investigated task constraints applied at the trunk and preparatory step and changes in lower-body joint kinetics associated with ACL injury risk during sidestepping in female athletes. Twenty-one trained female athletes performed six sidestep conditions: pre-planned and unplanned sidesteps, each with and without trunk (holding ~ 5–7.5% body mass at chest level) and preparatory-step (ducking under an adjustable rope at eye height) constraints. Relative joint power at the hip, knee, and ankle was analysed using …

Climate Change Impacts On Fish-Related Ecosystem Services: Synthesis, Network Analysis, And Strategic Pathways For Coordinated Adaptation, Ebenezer Afrifa-Yamoah, Awuah-Mensah, Stephen Bradshaw, Ute Mueller

Research outputs 2022 to 2026

Climate change is rapidly disrupting fish-related ecosystem services that underpin global food security, economic livelihoods, and cultural identity across both marine and freshwater systems. While impacts are increasingly recognised, disciplinary fragmentation has hindered integrated understanding of how climate-driven changes in fish populations affect ecosystem service delivery. This review makes two integrated contributions: a hierarchical synthesis tracing causal pathways from physical climate drivers through biological and ecological responses to socioeconomic outcomes, and a qualitative network analysis that maps the interconnections, implementation readiness, and strategic sequencing of seven major adaptation strategies. Ocean warming, acidification, deoxygenation, and their increasingly frequent co-occurrence as compound …

Creativity Development In Art Education: A Proposed Framework, Enock Swanzy-Impraim

Research outputs 2022 to 2026

Creativity and its development have been regarded as integral to 21st-century education. Although researchers have made several contributions to the development of creativity in schools, there remains a paucity of educational inventories on conceptual frameworks that tackle creativity development in its entirety, highlighting the essential constructs and elements required for the creativity-fostering process in the educational ecosystem. Therefore, this study proposes a framework that holistically provides a view of 11 elements necessary for successful facilitation of creativity in educational environments and the transition of creativity from policy to the local school system. These elements are: teachers’ training concerning creativity, teachers’ …

Enhanced Carbon Burial In Seagrass Meadows Under Ocean Acidification Revealed By Carbon Dioxide Vents, Theodor Kindeberg, Teixidó, Steeve Comeau, Jean Pierre Gattuso, Beat Gasser, Alice Mirasole, Samir Alliouane, Ioannis Kalaitzakis, Denisa Berbece, Christopher Cornwall, Pere Masque

Research outputs 2022 to 2026

Seagrass meadows are natural carbon sinks, yet the effect of ocean acidification on their carbon burial capacity remains poorly understood. Here we investigated natural carbon dioxide vents in Ischia, Italy to assess how seawater pH influences carbon burial in an area dominated by the seagrass Posidonia oceanica. Organic carbon burial rates (mean ± standard error) between 1954 – 2021 were low under ambient conditions (1.5 ± 0.5 g m-2 yr-1) but increased sharply under acidified conditions (7 ± 1 g m-2 yr-1), reaching sevenfold higher values under extreme acidification (10 ± 3 g m-2 yr-1). Stable isotopes suggest that these …

Horizontal Regulatory Barriers In International Trade: Evidence From Electric Plugs, Yuan Mei, Mingzhi (Jimmy) Xu

Research Collection School Of Economics

Domestic policies regulating the horizontal dimensions of product differentiation can impede international trade and have become a major concern in contemporary trade negotiations. We estimate trade frictions associated with incompatible designs of electric plugs, a well-known example of a horizontal regulatory barrier. Our findings indicate that fewer electronic devices are exported to destinations with incompatible electric plugs, and this effect operates through both the extensive margin and the intensive margin of exports. These results are further corroborated by an online survey of Chinese electronics exporters. Moreover, incompatible plugs are associated with lower average quality of exported electronic devices, suggesting that …

The Effects Of Eps Level And Presentation Format Of Analysts’ Forecast Deviation On Non-Professional Investors’ Investment Judgments, Clarence Goh, Prasart Jongjaroenkamol, Poh-Sun Seow

Research Collection School Of Accountancy

We experimentally investigate how the presentation format of the extent to which a firm's earnings per share (EPS) diverges from analysts' EPS forecasts (i.e. deviation information) and a firm's EPS level affect the investment judgments of non-professional investors (referred to hereafter as “investors”). Our results suggest that investors' investment judgments are more positive when firms with low (high) EPS levels disclose deviation information in percentage (absolute) terms. Furthermore, when the percentage of forecast deviation is held constant, investment judgments are more positive when EPS levels are high versus low if the deviation information is expressed in absolute terms. By contrast, …

"Please Put The Phone Down!": Self-Determination Theory Applied To Parental Social Media Mediation, Benjamin A. Dolowich

Dissertations

The majority of adolescents and young adults use social media (Chaddock, 2024; Coyne et al., 2013). Parents are faced with the challenge of considering the role social media may play in their children’s lives (Valkenburg et al., 2013). Using self-determination theory as a framework (Deci & Ryan, 2000), we investigated psychological needs as one mechanism connecting parental social media mediation strategies with well-being and emotional distress in a sample of young adults. Participants were 244 undergraduate students who completed online questionnaires. The results highlighted that controlling styles of parental social media mediation have an association with emotional distress. Psychological needs …

Living Next Door To Mcdonald’S: A Qualitative Study Of Community Submissions And Resident Realities Pre- And Post Development, Roslyn Giglia, Jacinta Francis, Jana Buckle, Clare Whitton, Ros Sambell, Frith Klug, Lukar Thornton, Siobhan Hickling, Katherine Kent, Gina Trapp

Research outputs 2022 to 2026

Background: The proliferation of fast-food outlets (FFOs) in residential areas has raised growing concerns about their impact on community health, safety, and wellbeing. This qualitative study examined both pre-development community consultation submissions and post-development resident experiences surrounding the development of a McDonald’s outlet in a newly established suburb on the urban fringe of Perth, Western Australia (WA). Methods: Using a qualitative descriptive design, the study analyzed 183 community submissions lodged with the local council prior to development and conducted semi-structured interviews with 11 residents living within 300 m of the outlet after construction. Results: Content analysis revealed strong opposition, with …

Depression, Psychological Distress, And Coping Strategies Among African Migrants In Australia: A Cross-Sectional Web-Based Study, Uchechukwu Levi Osuagwu, Lillian Mwanri, Edith N. Botchway-Commey, David Chisanga, Agness Tembo, Nnaemeka Meribe, Kathomi Gatwiri, Obed Adonteng-Kissi, Kerrie P. Doyle, Frank Darkwa Baffour, Ahmed A. Moustafa

Research outputs 2022 to 2026

Background: African migrants constitute a significant proportion of the Australian population. While migration and resettlement offer opportunities, the associated stressors may adversely affect the mental health and well-being of African migrants. This study explored, for the first time, the prevalence of depression and psychological distress among African migrants in Australia and the relationship between coping mechanisms and mental health outcomes. Methods: A web-based cross-sectional survey of adult African migrants in Australia was conducted between February and May 2022. Participants (N = 167) who did not have a refugee status who resided in Australia for at least 12 months were recruited …

Do Flywheel Exercises Provide Eccentric-Overload Training?, Darjan Spudić, Kazunori Nosaka

Research outputs 2022 to 2026

Interests in eccentric resistance exercises have been increasing in both research and practice. However, implementing eccentric resistance exercise training is often challenging due to the mechanical limitations of traditional training equipment. To address this, flywheel (FW) devices emerged as a practical alternative. FW devices are commonly considered to provide eccentric-overload training, in which the load is greater in eccentric than concentric phase. However, this is not always the case. In this article, we summarize the mechanical and physiological factors influencing the effectiveness of FW devices in achieving eccentric overload. Then, we discuss a significant limitation of FW resistance exercise in …

Stocks And Fluxes Of Carbon And Nitrogen In Northeastern Brazil Coastal Seascapes, Antoniwal A. Jatobá-Junior, Pere Masque, Carlos Eduardo De Rezende, Vanessa Hatje

Research outputs 2022 to 2026

Quantifying carbon and nitrogen dynamics is essential for understanding the role of coastal ecosystems in climate change mitigation and habitat connectivity. We assessed organic carbon (OC) and total nitrogen (TN) stocks, accumulation rates, and isotopic composition (δ¹³C and δ¹⁵N) in sediment across diverse seascapes in northeastern Brazil, including high- and low-salinity mangroves, a tidal flat, a freshwater marsh, and an inundated forest. OC stocks in the upper meter of sediment were highest in the freshwater marsh (283 ± 64 Mg OC ha⁻¹) and tidal flat (266 ± 27 Mg OC ha⁻¹), and …

Co-Design And Feasibility Testing Of A Midwife-Led Birth Debrief: An Implementation Science Project, Kate Buchanan, Phoebe Backhouse, Leanne Graham, Amy O’Meagher, Sara Bayes

Research outputs 2022 to 2026

Background: The period spanning pregnancy, birth and postpartum is characterised by psychosocial as well as physiological changes: many women experience new or worsening mental ill-health during the perinatal period. Midwives play a critical role in supporting and promoting psychosocial health by providing mental health education, counselling and screening. Often this includes a post-birth conversation, guided reflection, or debrief. Information about the effectiveness and experiences of specific and structured midwife-led birth debrief is scant. Aim: Our study aimed to assess the perceived effectiveness, experiences and implementability of a midwife-led birth debriefing intervention in one Australian maternity unit. Methods: A Type II …

My Story Is Good… It’S Not Like That For All: Uneven Access To Contraception Among Incarcerated Women In New South Wales, Australia, Helene Smith, Basil Donovan, Jocelyn Jones, Tony Butler, Paul Simpson

Research outputs 2022 to 2026

Background: Evidence indicates high levels of unmet contraceptive need among justice-involved women, linked to intersecting vulnerabilities such as housing instability, substance use, violence and poor mental health. In Australia, limited research has explored how women in prison navigate access to family planning services. This study aimed to examine the experiences of incarcerated women in New South Wales (NSW) in accessing contraception and making fertility-related decisions.

Methods: The study formed part of the Second Sexual Health and Attitudes of Australian Prisoners (SHAAP-2) study. Seventeen women aged 19–45 were recruited from two NSW correctional centres. Semi-structured qualitative interviews were conducted face-to-face or …

Preventive Behaviors Associated With Fall Incidence Among Older Adults Living In Rural Communities Of Thailand: A Cross-Sectional Study, Rujira Nonsa-Ard, Sirapat Khodseewong, Kasama Wongprachum, Chaiwut Bourneow, Ploypailin Aneknan, Sumattana Glangkarn, Davina Porock

Research outputs 2022 to 2026

Background: The escalating population of older adults poses a significant challenge, particularly in lower-middle-income countries like Thailand. Falls represent a critical public health concern in this demographic. This study aimed to identify risk factors influencing fall occurrence in older adults within a specific rural community context, where the majority of participants remain engaged in farm work.

Methods: A cross-sectional study design was utilized, involving 1,256 participants recruited by the multistage random sampling approach. Data were collected via a questionnaire that included: demographic information, the Thai version of the Barthel Activities of Daily Living (ADL), the Thai Fall Risk Assessment Tool …

Application Of The Paediatric Medical Traumatic Stress Model To The Mental Health Experience Of Young People Living With Type 1 Diabetes: A Qualitative Study, Rigel Paciente, Sara Coombs, Karen Lombardi, Helen Milroy, Keely Bebbington, Heather Roby, Craig E. Taplin, Nicole Wickens, Stella Rose, Alix Woolard

Research outputs 2022 to 2026

Despite the various traumatic events that a young person living with type 1 diabetes (T1D) may experience, little is known about the burden and manifestation of traumatic stress in this population. Though mental health outcomes have been explored generally, medical trauma-sensitive approaches to understanding these experiences remain limited. We utilised a qualitative descriptive approach to explore the impact of T1D on young people’s mental health through the paediatric medical traumatic stress model (PMTS). Young people aged 13–30 living with T1D were interviewed. These interviews were recorded, transcribed, and analysed using Reflexive Thematic Analysis. Three main themes were generated: (1) perceived …

Discriminative Performance Of Externally Validated Dementia Risk Prediction Models: A Systematic Review And Meta-Analysis, Blossom C.M. Stephan, Jacob Brain, Kaarin J. Anstey, Tanya Buchanan, Claire V. Burley, Elissa Burton, Jennifer Dunne, Linda Errington, Matthew Gorringe, Zhongyang Guan, Bronwyn Myers, Serena Sabatini, Marc Sim, William Stephan, Eugene Yee Hing Tang, Narelle Warren, Mario Siervo

Research outputs 2022 to 2026

Background: Data on the external validation of current dementia risk prediction models has not yet been systematically synthesised. This systematic review and meta-analysis collated results from three previous reviews to evaluate the predictive discriminative performance of dementia risk models when validated in population-based settings. Methods: Embase (via Ovid), Medline (via Ovid), Scopus, and Web of Science were searched from inception to June 2022 with an updated search conducted up to November 2024. Included studies (1) had a population-based cohort design; (2) assessed incident late-life (i.e. ≥ 60 years) dementia; and (3) reported predictive performance of at least one dementia risk …

Enhancing Independence And Social Connection: The Impact Of A Tailored Exercise Program On New Residents Transitioning Into Australian Residential Care Facilities, Stacey Scott, Annette Raynor, Julie Dare, Jennifer Grieve, Leesa Costello

Research outputs 2022 to 2026

Background: Transitioning from independent living to a residential care facility often results in a significant loss of independence, autonomy, and connectedness, leaving new residents with profound feelings of loss and grief. In light of these challenges, this study explored the potential benefits of a tailored in-house exercise program for new residents. Methods: The study took place in an Australian residential care facility and included four new residents (aged 72 to 88, 75% female), who participated in a 12-week tailored exercise program led by an exercise physiologist. A focused ethnographic approach was used to obtain a comprehensive data set, drawing on …

Experiences In Building Social Connectedness And Sense Of Belonging: Voices From African Migrants In Australia, Uchechukwu Levi Osuagwu, Kelechukwu Enyinnaya Ahaiwe, Obed Adonteng-Kissi, Anayochukwu Edward Anyasodor, Kerrie E. Doyle

Research outputs 2022 to 2026

Strategies to address social exclusion often involve promoting social connectedness and a sense of belonging. Drawing from existing literature on social inclusion, social connectedness, and belonging, including the use of primary data, this study explored the experiences of African migrants regarding their sense of connectedness and belonging in Australia. Semi-structured interviews were conducted online with 16 African migrants living in Australia. Using purposive sampling, participants were recruited through community groups across various towns and cities. Interviews were conducted via Teams and Zoom video calls, and subsequently transcribed manually for thematic analysis. Findings highlight the necessity for interventions targeting isolation and …

Infestation By Phorid Flies Disrupts Behavior And Immune Function In Honey Bees Monitored By Radio-Frequency Identification, Gloria Ruiz-Guzmán, Oliverio Delgado-Carrillo, Francisco J. Balvino-Olvera, María De Jesús Aguilar-Aguilar, Violeta Patiño-Conde, Paulo De Souza, Ulises Olivares-Pinto, Mauricio Quesada

Research outputs 2022 to 2026

Honey bees (Apis mellifera Linnaeus) are important pollinators in natural and agricultural ecosystems and play a key role in global food production. However, colonies are increasingly affected by multiple stressors, including emerging parasites, which can compromise their health and performance. Among these, phorid flies (Diptera: Phoridae) have been observed in association with weak or collapsing honey bee colonies in various regions in Mexico, yet their effects on honey bee behavior and immune function under field conditions remain poorly understood. In this study, we investigated the impact of a phorid fly infestation on the behavior, survival, and immune defense of A. …

Suicide Ideation Detection Using Social Media Data And Ensemble Machine Learning Model, Erol Kina, Jin Ghoo Choi, Abid Ishaq, Rahman Shafique, Monica Gracia Villar, Eduardo Silva Alvarado, Isabel De La Torre Diez, Imran Ashraf

Research outputs 2022 to 2026

Identifying the emotional state of individuals has useful applications, particularly to reduce the risk of suicide. Users’ thoughts on social media platforms can be used to find cues on the emotional state of individuals. Clinical approaches to suicide ideation detection primarily rely on evaluation by psychologists, medical experts, etc., which is time-consuming and requires medical expertise. Machine learning approaches have shown potential in automating suicide detection. In this regard, this study presents a soft voting ensemble model (SVEM) by leveraging random forest, logistic regression, and stochastic gradient descent classifiers using soft voting. In addition, for the robust training of SVEM, …