scholarly journals A review and meta-analysis of machine intelligence approaches for mental health issues and depression detection

Author(s):  
Ravita Chahar ◽  
Ashutosh Kumar Dubey ◽  
Sushil Kumar Narang
2021 ◽  
Author(s):  
Yi Yang ◽  
Siu Ching Wong ◽  
Ingrid Obsuth ◽  
Aja Murray

Abstract BackgroundResearch into the transdiagnostic processes underlying multiple mental health problems is promising for making clinical practice and interventions more effective and resource-efficient. In this protocol, we describe a systematic review and meta-analysis that will explore time perspective, defined as an individual’s relative investment of attention on past, present, and future, as a possible transdiagnostic factor that may contribute to issues across wide-ranging domains of mental health. MethodsA systematic review and meta-analysis will be conducted to quantify the associations between mental health issue and specific dimensions of time perspective (past, present, future), respectively. The review will include quantitatively measured associations between time perspective and psychological problems published in a peer-reviewed journal from 1st January 1990 up until 1st March 2021, in the English language. Electronic searches will be conducted in Google Scholar, PubMed, MEDLINE, PsycINFO, and Web of Science, and EMBASE and supplemented by expert consultation and inspection of the reference lists of included papers. Screening, quality assessment and data extraction will be conducted by two reviewers independently, and potential conflicts will be resolved through discussion with a third reviewer. Random-effects meta-analysis will be conducted using the metafor package in R statistical software, and quality assessment will employ The Newcastle-Ottawa Quality Assessment Form for Cohort Studies and for Case-Control Studies. The Quality In Prognosis Studies (QUIPS) will be used to evaluate risk of bias. A narrative synthesis will additionally be used to summarize and interpret the results. DiscussionThe present review will provide the first systematic synthesis exploring the associations between time perspective defined as a multidimensional construct and a broad range of mental health issues. This will help evaluate the extent to which time perspective can be considered a key transdiagnostic factor in mental health and thus a key intervention target for the prevention and treatment of multiple mental health issues simultaneously. With a clearer view of the relations between time perspective and various mental health issues based on a robust synthesis, more focused, effective, and efficient interventions may be delivered. Systematic review registrationPROSPERO CRD42021228869


2019 ◽  
Vol 23 (2) ◽  
pp. 81-85 ◽  
Author(s):  
Andrew Voyce

Purpose The purpose of this paper is to validate peer support in mental health care. Design/methodology/approach Literature review and meta-analysis methodology are used. Findings The unintentional nature of peer support is a valid methodology for the understanding of mental health issues and mental health care. Research limitations/implications The limitation is that peer experience should be accepted as a valued method for research. Practical implications Professional domains may not keep a monopoly of research approaches in mental health. Social implications Peer support may mean more avenues for empowerment of mental health service users from peer role models who have unintentional acquaintance with mental health issues and care. Originality/value This research refers to ethnographic precedents to describe methodology relevant to twenty-first century peer support in mental health. It is original in valuing the unintentional participant observation acquired from experience of the mental health system.


Mindfulness ◽  
2021 ◽  
Author(s):  
Linda Corbally ◽  
Mick Wilkinson

Abstract Objectives The objective of this systematic review and meta-analysis was to examine controlled trial evidence for the effectiveness of mindfulness-based interventions on stress, anxiety and depression in the perinatal period in women without pre-existing mental health issues. Methods Six databases were searched for studies exploring the effects of mindfulness-based interventions on mental health outcomes of women during the perinatal period. Quality of both controlled trial meeting inclusion criteria were assessed using a tool specifically designed for meta-analyses of mindfulness-based interventions. Effect sizes were extracted for measures of mindfulness, depression, stress and anxiety outcomes. Effects were pooled in separate meta-analyses for all outcomes except anxiety which lacked sufficient studies. Results Twelve studies were analysed. Pooled effects suggest that mindfulness-based interventions cause small but clear increases in mindfulness and reductions in depression in women without pre-existing disorders. Effects of mindfulness-based interventions on other outcomes were unclear and confounded by heterogeneity. Conclusions Available controlled trial evidence suggests that mindfulness-based interventions improve mindfulness and decrease symptoms of depression during pregnancy in women without pre-existing mental health issues and might be a useful approach to prevent or attenuate the development of depression in the perinatal period.


2021 ◽  
Vol 10 (9) ◽  
pp. 334
Author(s):  
Hadi Farahani ◽  
Natalie Joubert ◽  
Janet Carter Anand ◽  
Timo Toikko ◽  
Mohamad Tavakol

This systematic review followed the guidelines of the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) statement. The primary aim of this research was to identify risks and protective factors for the mental health of forced migrants. The secondary aim was to suggest an alternative, more comprehensive approach in social work that surpasses usual diagnoses and intrinsically contradicts the medicalization of mental health issues of forced migrants. The search was conducted between January 2015 and January 2021. As a result, 29 studies met inclusion criteria. Medicalizing mental health issues by relying solely on the effectiveness of medicine was a controversial risk factor that negatively affected daily life activities of refugees and reduced their willingness for seeking professional mental health services. Empowering vulnerable minorities by giving them back their power and agency to be able to speak for themselves and raise voices of trauma and recovery was the missing protective factor for a sustainable mental health practice. The benefits of group-based interventions were highlighted in which communities and individuals address mental health issues as well as isolation through building collective identities and support networks. Information and communication technologies (ICTs) can add more strength to any kind of mental health interventions. Finally, the benefits of applying an ecological perspective for the study of the mental health of refugees, and its implications for a sustainable intercultural practice, were discussed. Social workers in this model are the representatives of at-risk groups, and thus require more agency and creativity in reflecting client’s concrete needs.


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