Classification of Twitter users with eating disorder engagement : learning from the biographies
- Abuhassan, Mohammad, Anwar, Tarique, Fuller-Tyszkiewicz, Matthew, Jarman, Hannah, Shatte, Adrian, Liu, Chengfei, Sukunesan, Suku
- Authors: Abuhassan, Mohammad , Anwar, Tarique , Fuller-Tyszkiewicz, Matthew , Jarman, Hannah , Shatte, Adrian , Liu, Chengfei , Sukunesan, Suku
- Date: 2023
- Type: Text , Journal article
- Relation: Computers in Human Behavior Vol. 140, no. (2023), p.
- Full Text: false
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- Description: Individuals with an Eating Disorder (ED) are typically reluctant to seek help via traditional means (e.g., psychologists). However, recent evidence suggests that many individuals seek assistance via social media for weight and diet related concerns. Sophisticated approaches are needed to better distinguish those who may be in need of help for an ED from those who are simply commenting on ED in online social environments. In order to facilitate effective communication between individuals with or at-risk of an ED and healthcare professionals, this research exploits a deep learning model to differentiate the users with ED engagement (e.g., ED sufferers, healthcare professionals or communicators) over social media. For this purpose, a collection of Twitter data is compiled using Twitter application programming interface (API) on the Australian Research Data Commons (ARDC) Nectar research cloud. After collecting 1,400,000 Twitter biographies in total, a subset of 4000 biographies are annotated manually. This annotation enables the differentiation of users engaged with ED-focused language on social media into five categories: ED-user, healthcare professional, communicator, healthcare professional-communicator, and other. Based on these annotated categories, a predictive deep learning model based on bidirectional encoder representations from transformers (BERT) and long short-term memory (LSTM) is developed. The model achieves an F1 score of 98.19% and an accuracy of 98.37%. It demonstrates the viability of detecting the individuals with possible ED risk and distinguishes them from other categories using their biography data. We further conducted a network analysis for investigating the communication network between these categories. Our analysis shows that ED-users are more secretive and self-protective, whereas the healthcare professionals and communicators frequently interact with each other and a wide range of other people. To the best of our knowledge, our research is the first of its kind for identifying the different user categories engaged with ED-focused communications on social media. © 2022
Classifying excessive exercise : examining the relationship between compulsive exercise with obsessive-compulsive disorder symptoms and disordered eating symptoms
- Cosh, Suzanne, Eshkevari, Ertimiss, McNeil, Dominic, Tully, Phillip
- Authors: Cosh, Suzanne , Eshkevari, Ertimiss , McNeil, Dominic , Tully, Phillip
- Date: 2023
- Type: Text , Journal article
- Relation: European Eating Disorders Review Vol. 31, no. 6 (2023), p. 769-780
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- Description: Objective: There remains a lack of consensus around nosology for compulsive exercise (CE). Although widely observed in eating disorders (ED), CE shares theoretical overlap with obsessive-compulsive disorder (OCD), where exercise compulsions occur in response to obsessions. Yet, there is limited and mixed evidence of a relationship between CE with OCD. This study aims to explore the appropriate diagnostic classification of CE through examination of CE in relation to OCD, obsessional thinking, and ED symptoms. Method: Two hundred and eighty one adults with mental health symptoms, dieting, and exercise behaviour completed measures of OCD, CE, and disordered eating symptoms. Regression and Receiver Operating Characteristic analyses examined relationships between dimensions of CE with OCD and ED symptoms, and the predictive ability of CE assessment for detecting threshold OCD and ED symptoms. Results: CE assessment was poor at predicting threshold OCD symptoms, probable Anorexia Nervosa, and Binge Eating Disorder and moderate at detecting probable disordered eating and Bulimia Nervosa. Associations between CE and OCD symptoms were not significant after adjustment for ED symptoms. Obsessional thinking was associated only with lack of exercise enjoyment. Conclusions: Results indicate that excessive exercise might represent a distinct disorder, with some shared traits across CE, OCD and ED symptoms. Findings question the utility of adaptation of OCD diagnostic criteria for CE. Assessment and treatment implications are considered. © 2023 The Authors. European Eating Disorders Review published by Eating Disorders Association and John Wiley & Sons Ltd.
- Authors: Cosh, Suzanne , Eshkevari, Ertimiss , McNeil, Dominic , Tully, Phillip
- Date: 2023
- Type: Text , Journal article
- Relation: European Eating Disorders Review Vol. 31, no. 6 (2023), p. 769-780
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- Description: Objective: There remains a lack of consensus around nosology for compulsive exercise (CE). Although widely observed in eating disorders (ED), CE shares theoretical overlap with obsessive-compulsive disorder (OCD), where exercise compulsions occur in response to obsessions. Yet, there is limited and mixed evidence of a relationship between CE with OCD. This study aims to explore the appropriate diagnostic classification of CE through examination of CE in relation to OCD, obsessional thinking, and ED symptoms. Method: Two hundred and eighty one adults with mental health symptoms, dieting, and exercise behaviour completed measures of OCD, CE, and disordered eating symptoms. Regression and Receiver Operating Characteristic analyses examined relationships between dimensions of CE with OCD and ED symptoms, and the predictive ability of CE assessment for detecting threshold OCD and ED symptoms. Results: CE assessment was poor at predicting threshold OCD symptoms, probable Anorexia Nervosa, and Binge Eating Disorder and moderate at detecting probable disordered eating and Bulimia Nervosa. Associations between CE and OCD symptoms were not significant after adjustment for ED symptoms. Obsessional thinking was associated only with lack of exercise enjoyment. Conclusions: Results indicate that excessive exercise might represent a distinct disorder, with some shared traits across CE, OCD and ED symptoms. Findings question the utility of adaptation of OCD diagnostic criteria for CE. Assessment and treatment implications are considered. © 2023 The Authors. European Eating Disorders Review published by Eating Disorders Association and John Wiley & Sons Ltd.
Compliance with the zero suicide initiative by mental health clinicians at a regional mental health service : development and testing of a clinical audit tool
- Porter, Joanne, Dabkowski, Elissa, Connolly, Owen, Prokopiv, Valerie
- Authors: Porter, Joanne , Dabkowski, Elissa , Connolly, Owen , Prokopiv, Valerie
- Date: 2023
- Type: Text , Journal article
- Relation: Nursing Reports Vol. 13, no. 1 (2023), p. 29-42
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- Description: Aim: The aim of this study is to investigate the compliance of mental health clinicians in applying the Zero Suicide (ZS) approach to their clinical practice in a rural and regional health community setting. Methods: A retrospective clinical audit of six mental health teams was undertaken at a single site. A clinical audit tool was developed and validated using a six-step approach. The data was extracted and analysed via descriptive and inferential statistics and compared to a specialised mental health team, experienced with the ZS approach. Results: A total of 334 clinical records were extracted for January, April, August, November 2019 and June 2020. The clinical audit and analysis confirmed that the mental health teams are not consistently using the assessments from their training and are therefore not implementing all of these elements into their practice. This could have implications for the risk formulation and treatment for people at risk of suicide. Conclusions: The use of a validated clinical audit tool can be beneficial to establish compliance with the mental health clinicians and to determine any areas requiring further improvement. Further education and reinforcement may be required to ensure consistency with incorporating the elements of ZS into everyday clinical practice. © 2022 by the authors.
- Authors: Porter, Joanne , Dabkowski, Elissa , Connolly, Owen , Prokopiv, Valerie
- Date: 2023
- Type: Text , Journal article
- Relation: Nursing Reports Vol. 13, no. 1 (2023), p. 29-42
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- Description: Aim: The aim of this study is to investigate the compliance of mental health clinicians in applying the Zero Suicide (ZS) approach to their clinical practice in a rural and regional health community setting. Methods: A retrospective clinical audit of six mental health teams was undertaken at a single site. A clinical audit tool was developed and validated using a six-step approach. The data was extracted and analysed via descriptive and inferential statistics and compared to a specialised mental health team, experienced with the ZS approach. Results: A total of 334 clinical records were extracted for January, April, August, November 2019 and June 2020. The clinical audit and analysis confirmed that the mental health teams are not consistently using the assessments from their training and are therefore not implementing all of these elements into their practice. This could have implications for the risk formulation and treatment for people at risk of suicide. Conclusions: The use of a validated clinical audit tool can be beneficial to establish compliance with the mental health clinicians and to determine any areas requiring further improvement. Further education and reinforcement may be required to ensure consistency with incorporating the elements of ZS into everyday clinical practice. © 2022 by the authors.
Coping strategies to overcome psychological distress and fear during COVID-19 pandemic in Kuwait
- Elaidy, Asmaa, Hammoud, Majeda, N. Albatineh, Ahmed, Ridha, Fatma, Hammoud, Sabri, Elsadek, Hala, Rahman, Muhammad Aziz
- Authors: Elaidy, Asmaa , Hammoud, Majeda , N. Albatineh, Ahmed , Ridha, Fatma , Hammoud, Sabri , Elsadek, Hala , Rahman, Muhammad Aziz
- Date: 2023
- Type: Text , Journal article
- Relation: Middle East Current Psychiatry Vol. 30, no. 1 (2023), p.
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- Description: Background: The COVID-19 pandemic has detrimental effects on both physical and psychological well-being of community people worldwide. The purpose of this research was to determine coping strategies and the factors associated with psychological distress and fear among adults in Kuwait during the COVID-19 pandemic. Results: Participants with good-excellent mental health perception had significantly lower prevalence of reporting high psychological distress, while those identified as patients as used health services in the past 4 weeks had significantly higher prevalence of reporting high psychological distress. On the other hand, individuals born in the same country of residence, whose financial situation was impacted by COVID-19 had significantly lower prevalence of reporting high levels of fear from COVID-19. Those with an income source, with co-morbidities, tested negative to COVID-19, being frontline or essential worker, reported medium to high psychological distress and had significantly higher prevalence of high levels of fear of COVID-19. Conclusions: Mental health services should be provided in addition to the existing services in primary healthcare settings, so that the impact of ongoing pandemic on psychological wellbeing of people in Kuwait can be addressed. © 2023, The Author(s).
- Authors: Elaidy, Asmaa , Hammoud, Majeda , N. Albatineh, Ahmed , Ridha, Fatma , Hammoud, Sabri , Elsadek, Hala , Rahman, Muhammad Aziz
- Date: 2023
- Type: Text , Journal article
- Relation: Middle East Current Psychiatry Vol. 30, no. 1 (2023), p.
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- Description: Background: The COVID-19 pandemic has detrimental effects on both physical and psychological well-being of community people worldwide. The purpose of this research was to determine coping strategies and the factors associated with psychological distress and fear among adults in Kuwait during the COVID-19 pandemic. Results: Participants with good-excellent mental health perception had significantly lower prevalence of reporting high psychological distress, while those identified as patients as used health services in the past 4 weeks had significantly higher prevalence of reporting high psychological distress. On the other hand, individuals born in the same country of residence, whose financial situation was impacted by COVID-19 had significantly lower prevalence of reporting high levels of fear from COVID-19. Those with an income source, with co-morbidities, tested negative to COVID-19, being frontline or essential worker, reported medium to high psychological distress and had significantly higher prevalence of high levels of fear of COVID-19. Conclusions: Mental health services should be provided in addition to the existing services in primary healthcare settings, so that the impact of ongoing pandemic on psychological wellbeing of people in Kuwait can be addressed. © 2023, The Author(s).
COVID-19 : factors associated with the psychological distress, fear and resilient coping strategies among community members in Saudi Arabia
- Alharbi, Talal, Alqurashi, Alaa, Mahmud, Ilias, Alharbi, Rayan, Islam, Sheikh, Almustanyir, Sami, Maklad, Ahmed, AlSarraj, Ahmad, Mughaiss, Lujain, Al-Tawfiq, Jaffar, Ahmed, Ahmed, Barry, Mazin, Ghozy, Sherief, Alabdan, Lulwah, Alif, Sheikh, Sultana, Farhana, Salehin, Masudus, Banik, Biswajit, Cross, Wendy, Rahman, Muhammad Aziz
- Authors: Alharbi, Talal , Alqurashi, Alaa , Mahmud, Ilias , Alharbi, Rayan , Islam, Sheikh , Almustanyir, Sami , Maklad, Ahmed , AlSarraj, Ahmad , Mughaiss, Lujain , Al-Tawfiq, Jaffar , Ahmed, Ahmed , Barry, Mazin , Ghozy, Sherief , Alabdan, Lulwah , Alif, Sheikh , Sultana, Farhana , Salehin, Masudus , Banik, Biswajit , Cross, Wendy , Rahman, Muhammad Aziz
- Date: 2023
- Type: Text , Journal article
- Relation: Healthcare (Switzerland) Vol. 11, no. 8 (2023), p.
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- Description: (1) Background: COVID-19 caused the worst international public health crisis, accompanied by major global economic downturns and mass-scale job losses, which impacted the psychosocial wellbeing of the worldwide population, including Saudi Arabia. Evidence of the high-risk groups impacted by the pandemic has been non-existent in Saudi Arabia. Therefore, this study examined factors associated with psychosocial distress, fear of COVID-19 and coping strategies among the general population in Saudi Arabia. (2) Methods: A cross-sectional study was conducted in healthcare and community settings in the Saudi Arabia using an anonymous online questionnaire. The Kessler Psychological Distress Scale (K-10), Fear of COVID-19 Scale (FCV-19S) and Brief Resilient Coping Scale (BRCS) were used to assess psychological distress, fear and coping strategies, respectively. Multivariate logistic regressions were used, and an Adjusted Odds Ratio (AOR) with 95% Confidence Intervals (CIs) was reported. (3) Results: Among 803 participants, 70% (n = 556) were females, and the median age was 27 years; 35% (n = 278) were frontline or essential service workers; and 24% (n = 195) reported comorbid conditions including mental health illness. Of the respondents, 175 (21.8%) and 207 (25.8%) reported high and very high psychological distress, respectively. Factors associated with moderate to high levels of psychological distress were: youth, females, non-Saudi nationals, those experiencing a change in employment or a negative financial impact, having comorbidities, and current smoking. A high level of fear was reported by 89 participants (11.1%), and this was associated with being ex-smokers (3.72, 1.14–12.14, 0.029) and changes in employment (3.42, 1.91–6.11, 0.000). A high resilience was reported by 115 participants (14.3%), and 333 participants (41.5%) had medium resilience. Financial impact and contact with known/suspected cases (1.63, 1.12–2.38, 0.011) were associated with low, medium, to high resilient coping. (4) Conclusions: People in Saudi Arabia were at a higher risk of psychosocial distress along with medium-high resilience during the COVID-19 pandemic, warranting urgent attention from healthcare providers and policymakers to provide specific mental health support strategies for their current wellbeing and to avoid a post-pandemic mental health crisis. © 2023 by the authors.
- Authors: Alharbi, Talal , Alqurashi, Alaa , Mahmud, Ilias , Alharbi, Rayan , Islam, Sheikh , Almustanyir, Sami , Maklad, Ahmed , AlSarraj, Ahmad , Mughaiss, Lujain , Al-Tawfiq, Jaffar , Ahmed, Ahmed , Barry, Mazin , Ghozy, Sherief , Alabdan, Lulwah , Alif, Sheikh , Sultana, Farhana , Salehin, Masudus , Banik, Biswajit , Cross, Wendy , Rahman, Muhammad Aziz
- Date: 2023
- Type: Text , Journal article
- Relation: Healthcare (Switzerland) Vol. 11, no. 8 (2023), p.
- Full Text:
- Reviewed:
- Description: (1) Background: COVID-19 caused the worst international public health crisis, accompanied by major global economic downturns and mass-scale job losses, which impacted the psychosocial wellbeing of the worldwide population, including Saudi Arabia. Evidence of the high-risk groups impacted by the pandemic has been non-existent in Saudi Arabia. Therefore, this study examined factors associated with psychosocial distress, fear of COVID-19 and coping strategies among the general population in Saudi Arabia. (2) Methods: A cross-sectional study was conducted in healthcare and community settings in the Saudi Arabia using an anonymous online questionnaire. The Kessler Psychological Distress Scale (K-10), Fear of COVID-19 Scale (FCV-19S) and Brief Resilient Coping Scale (BRCS) were used to assess psychological distress, fear and coping strategies, respectively. Multivariate logistic regressions were used, and an Adjusted Odds Ratio (AOR) with 95% Confidence Intervals (CIs) was reported. (3) Results: Among 803 participants, 70% (n = 556) were females, and the median age was 27 years; 35% (n = 278) were frontline or essential service workers; and 24% (n = 195) reported comorbid conditions including mental health illness. Of the respondents, 175 (21.8%) and 207 (25.8%) reported high and very high psychological distress, respectively. Factors associated with moderate to high levels of psychological distress were: youth, females, non-Saudi nationals, those experiencing a change in employment or a negative financial impact, having comorbidities, and current smoking. A high level of fear was reported by 89 participants (11.1%), and this was associated with being ex-smokers (3.72, 1.14–12.14, 0.029) and changes in employment (3.42, 1.91–6.11, 0.000). A high resilience was reported by 115 participants (14.3%), and 333 participants (41.5%) had medium resilience. Financial impact and contact with known/suspected cases (1.63, 1.12–2.38, 0.011) were associated with low, medium, to high resilient coping. (4) Conclusions: People in Saudi Arabia were at a higher risk of psychosocial distress along with medium-high resilience during the COVID-19 pandemic, warranting urgent attention from healthcare providers and policymakers to provide specific mental health support strategies for their current wellbeing and to avoid a post-pandemic mental health crisis. © 2023 by the authors.
- Sinclair, Julia, Aslan, Betul, Agabio, Roberta, Anilkumar, Amith, Brosnan, Mark, Day, Ed, Dowling, Nicki, Flood, Chelsey, Grant, Jon, Halliday, Robyn, Hofvander, Björn, Howes, Leesa, Moseley, Rachel, Myers, Bronwyn, O'Connor, Vincent, Shaya, Gabriel, Thomas, Shane, Robinson, Janine, Chamberlain, Samuel
- Authors: Sinclair, Julia , Aslan, Betul , Agabio, Roberta , Anilkumar, Amith , Brosnan, Mark , Day, Ed , Dowling, Nicki , Flood, Chelsey , Grant, Jon , Halliday, Robyn , Hofvander, Björn , Howes, Leesa , Moseley, Rachel , Myers, Bronwyn , O'Connor, Vincent , Shaya, Gabriel , Thomas, Shane , Robinson, Janine , Chamberlain, Samuel
- Date: 2023
- Type: Text , Journal article
- Relation: Comprehensive Psychiatry Vol. 124, no. (2023), p. 152393-152393
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- Description: Autistic people are more likely to report problematic alcohol and other substance use when compared to the general population. Evidence suggests that up to one in three autistic adults may have an alcohol or other substance use disorder (AUD/SUD), although the evidence base for behavioural addictions is less clear. Autistic people may use substances or engage in potentially addictive behaviours as a means of coping with social anxiety, challenging life problems, or camouflaging in social contexts. Despite the prevalence and detrimental effects of AUD, SUD and behavioural addictions in community samples, literature focusing on the intersection between autism and these conditions is scarce, hindering health policy, research, and clinical practice. We aimed to identify the top 10 priorities to build the evidence for research, policy, and clinical practice at this intersection. A priority-setting partnership was used to address this aim, comprising an international steering committee and stakeholders from various backgrounds, including people with declared lived experience of autism and/or addiction. First, an online survey was used to identify what people considered key questions about Substance use, alcohol use, or behavioural addictions in autistic people (SABA-A). These initial questions were reviewed and amended by stakeholders, and then classified and refined to form the final list of top priorities via an online consensus process. The top ten priorities were identified: three research, three policy, and four practice questions. Future research suggestions are discussed. •Little is known about the overlap between autism and addiction, yet both are common.•This priority-setting partnership identified the top research, policy and clinical practice questions regarding this overlap•Identification of these priorities will assist researchers and experts, and policy makers to address key knowledge gaps.
- Lindsay, Riki, McNeil, Dominic, Spittle, Michael
- Authors: Lindsay, Riki , McNeil, Dominic , Spittle, Michael
- Date: 2023
- Type: Text , Journal article , Review
- Relation: Journal of Imagery Research in Sport and Physical Activity Vol. 18, no. 1 (2023), p.
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- Description: Returning to sport and exercise following injury requires the athlete to become more confident in the ability to gradually explore the use of the injured area in increasingly complex and challenging ways. Emotional responses, such as fear of re-injury, are a key mental health barrier to a performer's return to sport and exercise. To navigate such psychological responses, performers need well-developed psychological strategies, like mental imagery (MI), to facilitate a successful return to pre-injury levels of sport and exercise. MI is a well-established strategy for dealing with negative symptoms associated with injury, providing a safe and less intimidating environment to practice movements that may be perceived as risky and otherwise performed within physical training due to the fear of causing further injury. This paper aims to provide sport psychologists with recommendations on how to utilize MI to reduce fear of re-injury during the rehabilitation process to successfully facilitate return to sport and exercise. Specific examples are also outlined and discussed. © 2023 Walter de Gruyter GmbH, Berlin/Boston.
Suicidality among older Australian adults
- Klein, Britt, Shandley, Kerrie, McLaren, Suzanne, Clinnick, Lisa, Nguyen, Huy
- Authors: Klein, Britt , Shandley, Kerrie , McLaren, Suzanne , Clinnick, Lisa , Nguyen, Huy
- Date: 2023
- Type: Text , Journal article
- Relation: Frontiers in Public Health Vol. 10, no. (2023), p.
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- Description: Background: Vulnerability to suicidality is a concern among older adults, particularly as this proportion of the population is growing. Determining what factors contribute to suicidality will help to create a framework for understanding and assessing suicidal risk among older adults and developing effective treatments. This study examined suicidality among older Australian adults. Methods: This study forms part of a larger study to trial a survey to collect cross-sectional data on the mental and physical health of older Australian adults across time. One hundred and fourteen Australian residents aged 65 years and over completed an anonymous survey online or by returning a paper-and-pencil version of the survey by post. The survey took approximately 25 min to complete and comprised of (1) sociodemographic questions (e.g., age, gender, education), (2) validated questionnaires measuring depression, general anxiety, psychological distress, insomnia, substance dependence, problem gambling, and stress, and (3) mental and physical health and wellbeing items (e.g., religiosity, assistance with daily tasks, and mental health service usage in the last 12-months). The dependent variable, suicidality, was measured by asking participants whether they had ever seriously thought about committing suicide. Results: Associations with suicidality were analyzed using Chi-squares and independent samples t-tests. The results found suicidality to be significantly associated with lower levels of satisfaction with the frequency of seeing and/or communicating with friends, and inadequate levels of community engagement. Conclusion: The results of this survey reinforce the importance of social connectedness as a central and significant protective factor against suicidality among older adults. Copyright © 2023 Klein, Shandley, McLaren, Clinnick and Nguyen.
- Authors: Klein, Britt , Shandley, Kerrie , McLaren, Suzanne , Clinnick, Lisa , Nguyen, Huy
- Date: 2023
- Type: Text , Journal article
- Relation: Frontiers in Public Health Vol. 10, no. (2023), p.
- Full Text:
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- Description: Background: Vulnerability to suicidality is a concern among older adults, particularly as this proportion of the population is growing. Determining what factors contribute to suicidality will help to create a framework for understanding and assessing suicidal risk among older adults and developing effective treatments. This study examined suicidality among older Australian adults. Methods: This study forms part of a larger study to trial a survey to collect cross-sectional data on the mental and physical health of older Australian adults across time. One hundred and fourteen Australian residents aged 65 years and over completed an anonymous survey online or by returning a paper-and-pencil version of the survey by post. The survey took approximately 25 min to complete and comprised of (1) sociodemographic questions (e.g., age, gender, education), (2) validated questionnaires measuring depression, general anxiety, psychological distress, insomnia, substance dependence, problem gambling, and stress, and (3) mental and physical health and wellbeing items (e.g., religiosity, assistance with daily tasks, and mental health service usage in the last 12-months). The dependent variable, suicidality, was measured by asking participants whether they had ever seriously thought about committing suicide. Results: Associations with suicidality were analyzed using Chi-squares and independent samples t-tests. The results found suicidality to be significantly associated with lower levels of satisfaction with the frequency of seeing and/or communicating with friends, and inadequate levels of community engagement. Conclusion: The results of this survey reinforce the importance of social connectedness as a central and significant protective factor against suicidality among older adults. Copyright © 2023 Klein, Shandley, McLaren, Clinnick and Nguyen.
Tryptophan and substance abuse : mechanisms and impact
- Davidson, Majid, Rashidi, Niloufar, Hossain, Md Kamal, Raza, Ali, Nurgali, Kulmira, Apostolopoulos, Vasso
- Authors: Davidson, Majid , Rashidi, Niloufar , Hossain, Md Kamal , Raza, Ali , Nurgali, Kulmira , Apostolopoulos, Vasso
- Date: 2023
- Type: Text , Journal article , Review
- Relation: International Journal of Molecular Sciences Vol. 24, no. 3 (2023), p.
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- Description: Addiction, the continuous misuse of addictive material, causes long-term dysfunction in the neurological system. It substantially affects the control strength of reward, memory, and motivation. Addictive substances (alcohol, marijuana, caffeine, heroin, methamphetamine (METH), and nicotine) are highly active central nervous stimulants. Addiction leads to severe health issues, including cardiovascular diseases, serious infections, and pulmonary/dental diseases. Drug dependence may result in unfavorable cognitive impairments that can continue during abstinence and negatively influence recovery performance. Although addiction is a critical global health challenge with numerous consequences and complications, currently, there are no efficient options for treating drug addiction, particularly METH. Currently, novel treatment approaches such as psychological contingency management, cognitive behavioral therapy, and motivational enhancement strategies are of great interest. Herein, we evaluate the devastating impacts of different addictive substances/drugs on users′ mental health and the role of tryptophan in alleviating unfavorable side effects. The tryptophan metabolites in the mammalian brain and their potential to treat compulsive abuse of addictive substances are investigated by assessing the functional effects of addictive substances on tryptophan. Future perspectives on developing promising modalities to treat addiction and the role of tryptophan and its metabolites to alleviate drug dependency are discussed. © 2023 by the authors.
- Authors: Davidson, Majid , Rashidi, Niloufar , Hossain, Md Kamal , Raza, Ali , Nurgali, Kulmira , Apostolopoulos, Vasso
- Date: 2023
- Type: Text , Journal article , Review
- Relation: International Journal of Molecular Sciences Vol. 24, no. 3 (2023), p.
- Full Text:
- Reviewed:
- Description: Addiction, the continuous misuse of addictive material, causes long-term dysfunction in the neurological system. It substantially affects the control strength of reward, memory, and motivation. Addictive substances (alcohol, marijuana, caffeine, heroin, methamphetamine (METH), and nicotine) are highly active central nervous stimulants. Addiction leads to severe health issues, including cardiovascular diseases, serious infections, and pulmonary/dental diseases. Drug dependence may result in unfavorable cognitive impairments that can continue during abstinence and negatively influence recovery performance. Although addiction is a critical global health challenge with numerous consequences and complications, currently, there are no efficient options for treating drug addiction, particularly METH. Currently, novel treatment approaches such as psychological contingency management, cognitive behavioral therapy, and motivational enhancement strategies are of great interest. Herein, we evaluate the devastating impacts of different addictive substances/drugs on users′ mental health and the role of tryptophan in alleviating unfavorable side effects. The tryptophan metabolites in the mammalian brain and their potential to treat compulsive abuse of addictive substances are investigated by assessing the functional effects of addictive substances on tryptophan. Future perspectives on developing promising modalities to treat addiction and the role of tryptophan and its metabolites to alleviate drug dependency are discussed. © 2023 by the authors.
Burnout, stress and resilience of an Australian regional hospital during COVID-19: a longitudinal study
- Armstrong, Samantha, Porter, Joanne, Larkins, Jo-Ann, Mesagno, Christopher
- Authors: Armstrong, Samantha , Porter, Joanne , Larkins, Jo-Ann , Mesagno, Christopher
- Date: 2022
- Type: Text , Journal article
- Relation: BMC health services research Vol. 22, no. 1 (2022), p. 1-1115
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- Description: Abstract Coronavirus disease 2019 (COVID-19) has placed huge strain on hospital staff around the world. The aim of the current longitudinal study was to investigate the resilience, stress and burnout of hospital staff located at a large, regional hospital in Victoria, Australia during the COVID-19 pandemic over time via cross-sectional surveys. The surveys were disseminated six times from August 2020 to March 2021, with the first three data collection points distributed during a state-wide lockdown. A total of 558 responses from various professional roles within the hospital over the survey period were included in the sample. Analysis of variance indicated significant main effects for the psychological variables across time, age, and workload. Hospital staff reported an increase in burnout levels throughout the eight-months. Significant negative relationships were observed between resilience and burnout, and between resilience and stress. A backward regression highlighted the contribution of resilience, stress, age, and nursing roles on burnout. Hierarchical regression analysis indicated that resilience contributed to the stress-burnout relationship. This study strengthens the evidence between resilience and burnout among healthcare workers and hospital staff and highlights the need for psychological wellbeing programs to be implemented for hospital staff impacted by a prolonged worldwide pandemic.
- Authors: Armstrong, Samantha , Porter, Joanne , Larkins, Jo-Ann , Mesagno, Christopher
- Date: 2022
- Type: Text , Journal article
- Relation: BMC health services research Vol. 22, no. 1 (2022), p. 1-1115
- Full Text:
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- Description: Abstract Coronavirus disease 2019 (COVID-19) has placed huge strain on hospital staff around the world. The aim of the current longitudinal study was to investigate the resilience, stress and burnout of hospital staff located at a large, regional hospital in Victoria, Australia during the COVID-19 pandemic over time via cross-sectional surveys. The surveys were disseminated six times from August 2020 to March 2021, with the first three data collection points distributed during a state-wide lockdown. A total of 558 responses from various professional roles within the hospital over the survey period were included in the sample. Analysis of variance indicated significant main effects for the psychological variables across time, age, and workload. Hospital staff reported an increase in burnout levels throughout the eight-months. Significant negative relationships were observed between resilience and burnout, and between resilience and stress. A backward regression highlighted the contribution of resilience, stress, age, and nursing roles on burnout. Hierarchical regression analysis indicated that resilience contributed to the stress-burnout relationship. This study strengthens the evidence between resilience and burnout among healthcare workers and hospital staff and highlights the need for psychological wellbeing programs to be implemented for hospital staff impacted by a prolonged worldwide pandemic.
EDBase : generating a lexicon base for eating disorders via social media
- Anwar, Tarique, Fuller-Tyszkiewicz, Matthew, Jarman, Hannah, Abuhassan, Mohammad, Shatte, Adrian, WIRED Team, Sukunesan, Suku
- Authors: Anwar, Tarique , Fuller-Tyszkiewicz, Matthew , Jarman, Hannah , Abuhassan, Mohammad , Shatte, Adrian , WIRED Team , Sukunesan, Suku
- Date: 2022
- Type: Text , Journal article
- Relation: IEEE Journal of Biomedical and Health Informatics Vol. 26, no. 12 (2022), p. 6116-6125
- Full Text: false
- Reviewed:
- Description: Eating disorders (EDs) are characterised by abnormal eating habits and obsessive thought about food, weight, shape, and body image. EDs are experienced by a significant portion of our population. Social media is identified as a possible source of influence for EDs, and there is growing evidence of a large amount of ED-related discussions on the Web via social media platforms, such as Twitter. With this growing trend, automatic content analysis for EDs is becoming increasingly important. To date, there does not exist any comprehensive benchmark ED lexicon to identify ED-related conversations that would, in turn, facilitate these content analysis tasks. In this paper, we propose a novel method for generating a lexicon base for ED language, called EDBase. The method starts with collecting over 3.7 million ED-focused tweets. In order to semantically represent potential ED terminology in a vector space, an ED word embedding model (EDModel) is trained. Then we develop a novel multi-seeded hierarchical density-based algorithm with contrasting corpora for ED lexicon expansion. The EDModel is queried by the proposed lexicon expansion algorithm to expand the seed terms to a comprehensive lexicon base. Our EDBase consists of a (further expandable) list of 3794 high-quality ED terms, quantified by an ED score, and linked to their parent terms. The proposed method significantly outperforms all existing alternative baseline methods and models by over 25% in terms of precision and 1500 in terms of true positives. This research is expected to be impactful in the health data science and healthcare community. © 2021 IEEE.
- Linardon, Jake, Shatte, Adrian, Rosato, John, Fuller-Tyszkiewicz, Matthew
- Authors: Linardon, Jake , Shatte, Adrian , Rosato, John , Fuller-Tyszkiewicz, Matthew
- Date: 2022
- Type: Text , Journal article
- Relation: Psychological Medicine Vol. 52, no. 9 (2022), p. 1679-1690
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- Description: Abstract Background Although effective treatments exist for diagnostic and subthreshold-level eating disorders (EDs), a significant proportion of affected individuals do not receive help. Interventions translated for delivery through smartphone apps may be one solution towards reducing this treatment gap. However, evidence for the efficacy of smartphones apps for EDs is lacking. We developed a smartphone app based on the principles and techniques of transdiagnostic cognitive-behavioral therapy for EDs and evaluated it through a pre-registered randomized controlled trial. Methods Symptomatic individuals (those who reported the presence of binge eating) were randomly assigned to the app ( n = 197) or waiting list ( n = 195). Of the total sample, 42 and 31% exhibited diagnostic-level bulimia nervosa and binge-eating disorder symptoms, respectively. Assessments took place at baseline, 4 weeks, and 8 weeks post-randomization. Analyses were intention-to-treat. The primary outcome was global levels of ED psychopathology. Secondary outcomes were other ED symptoms, impairment, and distress. Results Intervention participants reported greater reductions in global ED psychopathology than the control group at post-test ( d = −0.80). Significant effects were also observed for secondary outcomes ( d 's = −0.30 to −0.74), except compensatory behavior frequency. Symptom levels remained stable at follow-up. Participants were largely satisfied with the app, although the overall post-test attrition rate was 35%. Conclusion Findings highlight the potential for this app to serve as a cost-effective and easily accessible intervention for those who cannot receive standard treatment. The capacity for apps to be flexibly integrated within current models of mental health care delivery may prove vital for addressing the unmet needs of people with EDs.
- Zhong, Yaping, Zhao, Huan, Lee, Tsorng-Yeh, Yu, Tianchi, Liu, Ming, Ji, Ji
- Authors: Zhong, Yaping , Zhao, Huan , Lee, Tsorng-Yeh , Yu, Tianchi , Liu, Ming , Ji, Ji
- Date: 2022
- Type: Text , Journal article
- Relation: BMJ open Vol. 12, no. 9 (2022), p. e065799-e065799
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- Description: ObjectivesThis study aimed to examine COVID-19 patients’ experiences in a Fangcang shelter hospital in China, to provide insights into the effectiveness of this centralised isolation strategy as a novel solution to patient management during emerging infectious disease outbreaks.DesignThis study adopted a qualitative descriptive design. Data were collected by individual semistructured interviews and analysed using thematic analysis.SettingThis study was undertaken in 1 of the 16 Fangcang shelter hospitals in Wuhan, China between 28 February 2020 and 7 March 2020. Fangcang shelter hospitals were temporary healthcare facilities intended for large-scale centralised isolation, treatment and disease monitoring of mild-to-moderate COVID-19 cases. These hospitals were an essential component of China’s response to the first wave of the COVID-19 pandemic.ParticipantsA total of 27 COVID-19 patients were recruited by purposive sampling. Eligible participants were (1) COVID-19 patients (2) above 18 years of age and (3) able to communicate effectively. Exclusion criteria were (1) being clinically or emotionally unstable and (2) experiencing communication difficulties.ResultsThree themes and nine subthemes were identified. First, COVID-19 patients experienced a range of psychological reactions during hospitalisation, including fear, uncertainty, helplessness and concerns. Second, there were positive and negative experiences associated with communal living. While COVID-19 patients’ evaluation of essential services in the hospital was overall positive, privacy and hygiene issues were highlighted as stressors during their hospital stay. Third, positive peer support and a trusting patient–healthcare professional relationship served as a birthplace for resilience, trust and gratitude in COVID-19 patients.ConclusionsOur findings suggest that, while sacrificing privacy, centralised isolation has the potential to mitigate negative psychological impacts of social isolation in COVID-19 patients by promoting meaningful peer connections, companionship and support within the shared living space. To our knowledge, this is the first study bringing patients’ perspectives into healthcare service appraisal in emergency shelter hospitals.
Exploring mental health clinicians' perceptions of the zero suicide prevention Initiative
- Porter, Joanne, Dabkowski, Elissa, Connolly, Owen, Prokopiv, Valerie
- Authors: Porter, Joanne , Dabkowski, Elissa , Connolly, Owen , Prokopiv, Valerie
- Date: 2022
- Type: Text , Journal article
- Relation: International Journal of Mental Health Nursing Vol. 31, no. 3 (2022), p. 536-543
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- Description: Suicide continues to impact rural and regional families and communities across Australia and has become a key focus of healthcare, research, and government policy in recent years. The challenge for healthcare organizations is to translate policy visions and research for clinicians to effectively embed in day to day practice when supporting people who experience suicidal crisis. This study explored the introduction of an evidence-based Zero Suicide framework that includes a suicide prevention pathway and training package to a rural and regional community mental health team in Victoria, Australia. A qualitative semi-structured interview technique was used to explore the perceptions of mental health clinicians of the Zero Suicide approach, the training package and the barriers to inform its implementation across a specialist mental health service. Clinicians were complimentary of the intent of Zero Suicide and the training package and felt they had increased confidence in delivering suicide safe care. Four major themes were identified through thematic analysis: (i) Minimizing risk with realistic expectations; (ii) A good approach to making a difference; (iii) Lessons learnt; and (iv) Barriers to implementation needing to change culture. Overall participants identified the importance of continued regular suicide prevention training for all staff but also in tailoring it to different consumer and clinician needs. In addition, organizational structure and adequate staff resourcing were important to participants as was working within a safety culture. © 2021 John Wiley & Sons Australia, Ltd.
- Authors: Porter, Joanne , Dabkowski, Elissa , Connolly, Owen , Prokopiv, Valerie
- Date: 2022
- Type: Text , Journal article
- Relation: International Journal of Mental Health Nursing Vol. 31, no. 3 (2022), p. 536-543
- Full Text:
- Reviewed:
- Description: Suicide continues to impact rural and regional families and communities across Australia and has become a key focus of healthcare, research, and government policy in recent years. The challenge for healthcare organizations is to translate policy visions and research for clinicians to effectively embed in day to day practice when supporting people who experience suicidal crisis. This study explored the introduction of an evidence-based Zero Suicide framework that includes a suicide prevention pathway and training package to a rural and regional community mental health team in Victoria, Australia. A qualitative semi-structured interview technique was used to explore the perceptions of mental health clinicians of the Zero Suicide approach, the training package and the barriers to inform its implementation across a specialist mental health service. Clinicians were complimentary of the intent of Zero Suicide and the training package and felt they had increased confidence in delivering suicide safe care. Four major themes were identified through thematic analysis: (i) Minimizing risk with realistic expectations; (ii) A good approach to making a difference; (iii) Lessons learnt; and (iv) Barriers to implementation needing to change culture. Overall participants identified the importance of continued regular suicide prevention training for all staff but also in tailoring it to different consumer and clinician needs. In addition, organizational structure and adequate staff resourcing were important to participants as was working within a safety culture. © 2021 John Wiley & Sons Australia, Ltd.
- Carroll, Matthew, Gao, Caroline, Campbell, Timothy, Smith, Catherine, Dimitriadis, Christina, Berger, Emily, Maybery, Darryl, Ikin, Jillian, Abramson, Michael, Sim, Malcolm, McFarlane, Alexander, Smith, Karen, Guo, Yuming
- Authors: Carroll, Matthew , Gao, Caroline , Campbell, Timothy , Smith, Catherine , Dimitriadis, Christina , Berger, Emily , Maybery, Darryl , Ikin, Jillian , Abramson, Michael , Sim, Malcolm , McFarlane, Alexander , Smith, Karen , Guo, Yuming
- Date: 2022
- Type: Text , Journal article
- Relation: Atmospheric Pollution Research Vol. 13, no. 5 (2022), p.
- Full Text: false
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- Description: Climate change and an increase in the number of major fire events occurring around the world have drawn attention to the importance of understanding the association between air pollution events and mental health. In 2014, the Morwell open-cut brown coal mine adjacent to the Hazelwood power station in the Latrobe Valley region of Victoria, Australia, caught fire as a result of nearby wildfires, and exposed the local community to a prolonged period of deteriorated air quality. The aim of this study was to examine how exposure to coal mine fire-related fine particulate matter (PM2.5) during the event affected the utilisation of local health services (ambulance attendances; emergency department (ED) presentations; hospital admissions) for mental health conditions. A time-series analysis indicated that mine fire-related PM2.5 exposure was associated with short-term increases in ambulance attendances and ED presentations but not hospital admissions. To allow for delays between exposure and changes in service utilisation, different lag periods were assessed. The most prominent effects were observed over a 5-day lag period where, for each 10 μg/m3 increase in daily mean mine fire-related PM2.5, the risk of an ambulance attendance for anxiety increased by 38% (95%CI: 13%–69%) and the risk of an ED presentation for depression increased by 36% (95%CI: 3%–79%). Accordingly, ambulance and hospital services should expect to encounter an increase in the number of people seeking assistance for mental health conditions during extreme air pollution events and mechanisms need to be in place to ensure that surges in demand for mental health care during these circumstances can be accommodated. © 2022 Turkish National Committee for Air Pollution Research and Control
Mental health at the COVID-19 frontline : an assessment of distress, fear, and coping among staff and attendees at screening clinics of rural/regional settings of Victoria, Australia
- Rahman, Muhammad Aziz, Ford, Dale, Sousa, Grace, Hedley, Lorraine, Greenstock, Louise, Cross, Wendy, Brumby, Susan
- Authors: Rahman, Muhammad Aziz , Ford, Dale , Sousa, Grace , Hedley, Lorraine , Greenstock, Louise , Cross, Wendy , Brumby, Susan
- Date: 2022
- Type: Text , Journal article
- Relation: Journal of Rural Health Vol. 38, no. 4 (2022), p. 773-787
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- Description: Purpose: Research examining psychological well-being associated with COVID-19 in rural/regional Australia is limited. This study aimed to assess the extent of psychological distress, fear of COVID-19, and coping strategies among the attendees in COVID-19 screening clinics at 2 rural Victorian settings. Methods: A cross-sectional study was conducted during July 2020 to February 2021 inclusive. Participants were invited to fill in an online questionnaire. Kessler Psychological Distress Scale (K-10), Fear of COVID-19 Scale, and Brief Resilient Coping Scale were used to assess psychological distress, fear of COVID-19, and coping, respectively. Findings: Among 702 total participants, 69% were females and mean age (±SD) was 49 (±15.8) years. One in 5 participants (156, 22%) experienced high to very high psychological distress, 1 in 10 (72, 10%) experienced high fear, and more than half (397, 57%) had medium to high resilient coping. Participants with mental health issues had higher distress (AOR 10.4, 95% CI: 6.25-17.2) and fear (2.56, 1.41-4.66). Higher distress was also associated with having comorbidities, increased smoking (5.71, 1.04-31.4), and alcohol drinking (2.03, 1.21-3.40). Higher fear was associated with negative financial impact, drinking alcohol (2.15, 1.06-4.37), and increased alcohol drinking. Medium to high resilient coping was associated with being ≥60 years old (1.84, 1.04-3.24) and completing Bachelor and above levels of education. Conclusion: People who had pre-existing mental health issues, comorbidities, smoked, and consumed alcohol were identified as high-risk groups for poorer psychological well-being in rural/regional Victoria. Specific interventions to support the mental well-being of these vulnerable populations, along with engaging health care providers, should be considered. © 2021 The Authors. The Journal of Rural Health published by Wiley Periodicals LLC on behalf of National Rural Health Association.
- Authors: Rahman, Muhammad Aziz , Ford, Dale , Sousa, Grace , Hedley, Lorraine , Greenstock, Louise , Cross, Wendy , Brumby, Susan
- Date: 2022
- Type: Text , Journal article
- Relation: Journal of Rural Health Vol. 38, no. 4 (2022), p. 773-787
- Full Text:
- Reviewed:
- Description: Purpose: Research examining psychological well-being associated with COVID-19 in rural/regional Australia is limited. This study aimed to assess the extent of psychological distress, fear of COVID-19, and coping strategies among the attendees in COVID-19 screening clinics at 2 rural Victorian settings. Methods: A cross-sectional study was conducted during July 2020 to February 2021 inclusive. Participants were invited to fill in an online questionnaire. Kessler Psychological Distress Scale (K-10), Fear of COVID-19 Scale, and Brief Resilient Coping Scale were used to assess psychological distress, fear of COVID-19, and coping, respectively. Findings: Among 702 total participants, 69% were females and mean age (±SD) was 49 (±15.8) years. One in 5 participants (156, 22%) experienced high to very high psychological distress, 1 in 10 (72, 10%) experienced high fear, and more than half (397, 57%) had medium to high resilient coping. Participants with mental health issues had higher distress (AOR 10.4, 95% CI: 6.25-17.2) and fear (2.56, 1.41-4.66). Higher distress was also associated with having comorbidities, increased smoking (5.71, 1.04-31.4), and alcohol drinking (2.03, 1.21-3.40). Higher fear was associated with negative financial impact, drinking alcohol (2.15, 1.06-4.37), and increased alcohol drinking. Medium to high resilient coping was associated with being ≥60 years old (1.84, 1.04-3.24) and completing Bachelor and above levels of education. Conclusion: People who had pre-existing mental health issues, comorbidities, smoked, and consumed alcohol were identified as high-risk groups for poorer psychological well-being in rural/regional Victoria. Specific interventions to support the mental well-being of these vulnerable populations, along with engaging health care providers, should be considered. © 2021 The Authors. The Journal of Rural Health published by Wiley Periodicals LLC on behalf of National Rural Health Association.
Mental health nurses perceptions of missed nursing care in acute inpatient units : a multi-method approach
- Joseph, Bindu, Plummer, Virginia, Cross, Wendy
- Authors: Joseph, Bindu , Plummer, Virginia , Cross, Wendy
- Date: 2022
- Type: Text , Journal article
- Relation: International Journal of Mental Health Nursing Vol. 31, no. 3 (2022), p. 697-707
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- Description: Nurses have key roles in caring for hospitalized patients. Missed nursing care can lead to adverse outcomes, from minor discomfort to patient death. Mental health nurses have a significant role in advancing knowledge and practice due to missed, delayed, or unfinished nursing care. They are identifying, escalating, and managing warning signs of mental and physical health deterioration where the risk to patients is high in terms of compromised care quality and neglect and the evidence is scant. This study aimed to examine mental health nurses’ perceptions of missed nursing care in acute mental health inpatient units in an Australian regional health service. A cross-sectional survey was undertaken using a modified Kalisch Phelan MISSCARE questionnaire and a qualitative content analysis was undertaken for narrative responses. Of 70 participants, the majority were aged 30–44 years, with >5 years of experience. The results indicated that care planning, safety audits, communication, and assessment of oral intake were perceived as care most frequently missed. Factors contributing to missed care need urgent exploration to ensure timely reduction of patient risk and enhancements to safe quality care. © 2022 The Authors. International Journal of Mental Health Nursing published by John Wiley & Sons Australia, Ltd.
- Authors: Joseph, Bindu , Plummer, Virginia , Cross, Wendy
- Date: 2022
- Type: Text , Journal article
- Relation: International Journal of Mental Health Nursing Vol. 31, no. 3 (2022), p. 697-707
- Full Text:
- Reviewed:
- Description: Nurses have key roles in caring for hospitalized patients. Missed nursing care can lead to adverse outcomes, from minor discomfort to patient death. Mental health nurses have a significant role in advancing knowledge and practice due to missed, delayed, or unfinished nursing care. They are identifying, escalating, and managing warning signs of mental and physical health deterioration where the risk to patients is high in terms of compromised care quality and neglect and the evidence is scant. This study aimed to examine mental health nurses’ perceptions of missed nursing care in acute mental health inpatient units in an Australian regional health service. A cross-sectional survey was undertaken using a modified Kalisch Phelan MISSCARE questionnaire and a qualitative content analysis was undertaken for narrative responses. Of 70 participants, the majority were aged 30–44 years, with >5 years of experience. The results indicated that care planning, safety audits, communication, and assessment of oral intake were perceived as care most frequently missed. Factors contributing to missed care need urgent exploration to ensure timely reduction of patient risk and enhancements to safe quality care. © 2022 The Authors. International Journal of Mental Health Nursing published by John Wiley & Sons Australia, Ltd.
Methods and applications of social media monitoring of mental health during disasters : scoping review
- Teague, Samantha, Shatte, Adrian, Weller, Emmelyn, Fuller-Tyszkiewicz, Matthew, Hutchinson, Delyse
- Authors: Teague, Samantha , Shatte, Adrian , Weller, Emmelyn , Fuller-Tyszkiewicz, Matthew , Hutchinson, Delyse
- Date: 2022
- Type: Text , Journal article , Review
- Relation: JMIR Mental Health Vol. 9, no. 2 (2022), p.
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- Description: Background: With the increasing frequency and magnitude of disasters internationally, there is growing research and clinical interest in the application of social media sites for disaster mental health surveillance. However, important questions remain regarding the extent to which unstructured social media data can be harnessed for clinically meaningful decision-making. Objective: This comprehensive scoping review synthesizes interdisciplinary literature with a particular focus on research methods and applications. Methods: A total of 6 health and computer science databases were searched for studies published before April 20, 2021, resulting in the identification of 47 studies. Included studies were published in peer-reviewed outlets and examined mental health during disasters or crises by using social media data. Results: Applications across 31 mental health issues were identified, which were grouped into the following three broader themes: estimating mental health burden, planning or evaluating interventions and policies, and knowledge discovery. Mental health assessments were completed by primarily using lexical dictionaries and human annotations. The analyses included a range of supervised and unsupervised machine learning, statistical modeling, and qualitative techniques. The overall reporting quality was poor, with key details such as the total number of users and data features often not being reported. Further, biases in sample selection and related limitations in generalizability were often overlooked. Conclusions: The application of social media monitoring has considerable potential for measuring mental health impacts on populations during disasters. Studies have primarily conceptualized mental health in broad terms, such as distress or negative affect, but greater focus is required on validating mental health assessments. There was little evidence for the clinical integration of social media-based disaster mental health monitoring, such as combining surveillance with social media-based interventions or developing and testing real-world disaster management tools. To address issues with study quality, a structured set of reporting guidelines is recommended to improve the methodological quality, replicability, and clinical relevance of future research on the social media monitoring of mental health during disasters. © 2022 Samantha J Teague, Adrian B R Shatte, Emmelyn Weller, Matthew Fuller-Tyszkiewicz, Delyse M Hutchinson.
- Authors: Teague, Samantha , Shatte, Adrian , Weller, Emmelyn , Fuller-Tyszkiewicz, Matthew , Hutchinson, Delyse
- Date: 2022
- Type: Text , Journal article , Review
- Relation: JMIR Mental Health Vol. 9, no. 2 (2022), p.
- Full Text:
- Reviewed:
- Description: Background: With the increasing frequency and magnitude of disasters internationally, there is growing research and clinical interest in the application of social media sites for disaster mental health surveillance. However, important questions remain regarding the extent to which unstructured social media data can be harnessed for clinically meaningful decision-making. Objective: This comprehensive scoping review synthesizes interdisciplinary literature with a particular focus on research methods and applications. Methods: A total of 6 health and computer science databases were searched for studies published before April 20, 2021, resulting in the identification of 47 studies. Included studies were published in peer-reviewed outlets and examined mental health during disasters or crises by using social media data. Results: Applications across 31 mental health issues were identified, which were grouped into the following three broader themes: estimating mental health burden, planning or evaluating interventions and policies, and knowledge discovery. Mental health assessments were completed by primarily using lexical dictionaries and human annotations. The analyses included a range of supervised and unsupervised machine learning, statistical modeling, and qualitative techniques. The overall reporting quality was poor, with key details such as the total number of users and data features often not being reported. Further, biases in sample selection and related limitations in generalizability were often overlooked. Conclusions: The application of social media monitoring has considerable potential for measuring mental health impacts on populations during disasters. Studies have primarily conceptualized mental health in broad terms, such as distress or negative affect, but greater focus is required on validating mental health assessments. There was little evidence for the clinical integration of social media-based disaster mental health monitoring, such as combining surveillance with social media-based interventions or developing and testing real-world disaster management tools. To address issues with study quality, a structured set of reporting guidelines is recommended to improve the methodological quality, replicability, and clinical relevance of future research on the social media monitoring of mental health during disasters. © 2022 Samantha J Teague, Adrian B R Shatte, Emmelyn Weller, Matthew Fuller-Tyszkiewicz, Delyse M Hutchinson.
Multimodal educational data fusion for students' mental health detection
- Guo, Teng, Zhao, Wenhong, Alrashoud, Mubarak, Tolba, Amr, Firmin, Sally, Xia, Feng
- Authors: Guo, Teng , Zhao, Wenhong , Alrashoud, Mubarak , Tolba, Amr , Firmin, Sally , Xia, Feng
- Date: 2022
- Type: Text , Journal article
- Relation: IEEE Access Vol. 10, no. (2022), p. 70370-70382
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- Description: Mental health issues can lead to serious consequences like depression, self-mutilation, and worse, especially for university students who are not physically and mentally mature. Not all students with poor mental health are aware of their situation and actively seek help. Proactive detection of mental problems is a critical step in addressing this issue. However, accurate detections are hard to achieve due to the inherent complexity and heterogeneity of unstructured multi-modal data generated by campus life. Against this background, we propose a detection framework for detecting students' mental health, named CASTLE (educational data fusion for mental health detection). Three parts are involved in this framework. First, we utilize representation learning to fuse data on social life, academic performance, and physical appearance. An algorithm, named MOON (multi-view social network embedding), is proposed to represent students' social life in a comprehensive way by fusing students' heterogeneous social relations effectively. Second, a synthetic minority oversampling technique algorithm (SMOTE) is applied to the label imbalance issue. Finally, a DNN (deep neural network) model is utilized for the final detection. The extensive results demonstrate the promising performance of the proposed methods in comparison to an extensive range of state-of-the-art baselines. © 2013 IEEE.
- Authors: Guo, Teng , Zhao, Wenhong , Alrashoud, Mubarak , Tolba, Amr , Firmin, Sally , Xia, Feng
- Date: 2022
- Type: Text , Journal article
- Relation: IEEE Access Vol. 10, no. (2022), p. 70370-70382
- Full Text:
- Reviewed:
- Description: Mental health issues can lead to serious consequences like depression, self-mutilation, and worse, especially for university students who are not physically and mentally mature. Not all students with poor mental health are aware of their situation and actively seek help. Proactive detection of mental problems is a critical step in addressing this issue. However, accurate detections are hard to achieve due to the inherent complexity and heterogeneity of unstructured multi-modal data generated by campus life. Against this background, we propose a detection framework for detecting students' mental health, named CASTLE (educational data fusion for mental health detection). Three parts are involved in this framework. First, we utilize representation learning to fuse data on social life, academic performance, and physical appearance. An algorithm, named MOON (multi-view social network embedding), is proposed to represent students' social life in a comprehensive way by fusing students' heterogeneous social relations effectively. Second, a synthetic minority oversampling technique algorithm (SMOTE) is applied to the label imbalance issue. Finally, a DNN (deep neural network) model is utilized for the final detection. The extensive results demonstrate the promising performance of the proposed methods in comparison to an extensive range of state-of-the-art baselines. © 2013 IEEE.
Nursing and midwifery students’ mental health status and intention to leave during Covid-19 pandemic
- Haririan, Hamidreza, Samadi, Parisa, Lalezari, Elnaz, Habibzadeh, Sajad, Porter, Joanne
- Authors: Haririan, Hamidreza , Samadi, Parisa , Lalezari, Elnaz , Habibzadeh, Sajad , Porter, Joanne
- Date: 2022
- Type: Text , Journal article
- Relation: SAGE Open Nursing Vol. 8, no. (2022), p.
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- Description: Introduction: COVID-19 has not only affected the physical health of people but it has also had a major impact on their mental health. Objective: To investigate the nursing, midwifery, and operating room students’ mental health and intention to leave during COVID-19 pandemic. Methods: This cross-sectional study was conducted at the nursing and midwifery school of Tabriz, Iran. Over a period of three months (February–May 2021) and through random sampling, 284 students were selected. The research tool consisted of three parts including demographic information, Depression Anxiety Stress scales, and a questionnaire on intention to leave. Results: More than 20% of the students experienced some degrees of depression, anxiety, and stress. Nearly one-third of participants mentioned a high level of intention to leave. Nursing students had a higher level of a turnover tendency than other students (p =.004). Male students and who experienced moderate to high level of depression displayed greater intention to leave (p =.005). Conclusion: Students suffered from some degrees of stress, anxiety, and depression during the COVID-19, and it strengthened the participants’ intention to leave. Relevant authorities are recommended to improve mental health of the students by providing psychological counseling sessions, reducing their direct contact with patients, and providing personal protective equipment. © The Author(s) 2022.
Nursing and midwifery students’ mental health status and intention to leave during Covid-19 pandemic
- Authors: Haririan, Hamidreza , Samadi, Parisa , Lalezari, Elnaz , Habibzadeh, Sajad , Porter, Joanne
- Date: 2022
- Type: Text , Journal article
- Relation: SAGE Open Nursing Vol. 8, no. (2022), p.
- Full Text:
- Reviewed:
- Description: Introduction: COVID-19 has not only affected the physical health of people but it has also had a major impact on their mental health. Objective: To investigate the nursing, midwifery, and operating room students’ mental health and intention to leave during COVID-19 pandemic. Methods: This cross-sectional study was conducted at the nursing and midwifery school of Tabriz, Iran. Over a period of three months (February–May 2021) and through random sampling, 284 students were selected. The research tool consisted of three parts including demographic information, Depression Anxiety Stress scales, and a questionnaire on intention to leave. Results: More than 20% of the students experienced some degrees of depression, anxiety, and stress. Nearly one-third of participants mentioned a high level of intention to leave. Nursing students had a higher level of a turnover tendency than other students (p =.004). Male students and who experienced moderate to high level of depression displayed greater intention to leave (p =.005). Conclusion: Students suffered from some degrees of stress, anxiety, and depression during the COVID-19, and it strengthened the participants’ intention to leave. Relevant authorities are recommended to improve mental health of the students by providing psychological counseling sessions, reducing their direct contact with patients, and providing personal protective equipment. © The Author(s) 2022.