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Biological Psychiatry Jun 2024Research in machine-learning (ML) algorithms using natural behavior (i.e., text, audio, and video data) suggests that these techniques could contribute to... (Review)
Review
Use of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations: A Systematic Review.
Research in machine-learning (ML) algorithms using natural behavior (i.e., text, audio, and video data) suggests that these techniques could contribute to personalization in psychology and psychiatry. However, a systematic review of the current state-of-the-art is missing. Moreover, individual studies often target ML experts, and may overlook potential clinical implications of their findings. In a narrative accessible to mental health professionals, we present a systematic review, conducted in 5 psychology and 2 computer-science databases. We included 128 studies assessing the predictive power of ML algorithms using text, audio, and/or video data in the prediction of anxiety and post-traumatic stress (PTSD). Most studies (n = 87) aimed at predicting anxiety, the remainder (n = 41) focused on PTSD. They were mostly published since 2019, in computer science journals, and tested algorithms using text (n = 72), as opposed to audio or video. They focused mainly on general populations (n = 92), less on laboratory experiments (n = 23) or clinical populations (n = 13). Methodological quality varied, as did reported metrics of the predictive power, hampering comparison across studies. Two thirds of studies, focusing on both disorders, reported acceptable to very good predictive power (including high-quality studies only). Results of 33 studies were uninterpretable, mainly due to missing information. Research into ML algorithms using natural behavior is in its infancy, but shows potential to contribute to diagnostics of mental disorders, such as anxiety and PTSD, in the future, if standardization of methods, reporting of results, and research in clinical populations are improved.
PubMed: 38866173
DOI: 10.1016/j.biopsych.2024.06.002 -
The South African Journal of... 2023Female genital mutilation (FGM/C) defined as 'all procedures that involve partial or total removal of the external female genitalia, or other injury to the female... (Review)
Review
BACKGROUND
Female genital mutilation (FGM/C) defined as 'all procedures that involve partial or total removal of the external female genitalia, or other injury to the female genital organs for non-medical reasons' is a cultural practice having several consequences on women's health. Medical and sexual consequences have been documented, but the link between FGM/C and the development of psychological symptoms is not clearly established. The influence of contextual factors is poorly understood.
OBJECTIVES
To evaluate the psychological impact of FGM/C and how victims experience it.
METHOD
A mixed method systematic review was conducted. The inclusion criteria were observational primary studies involving women who had undergone FGM/C and had experienced psychological symptoms. Publication bias was assessed by using the Mixed Methods Appraisal Tool. A configurative strategy that involved a comparison of quantitative and qualitative data was used, followed by an analysis of causal link between FGM/C and induced psychological disorders.
RESULTS
Fourteen studies were included. Post-traumatic stress disorder (PTSD), depression, anxiety and somatisation showed a significantly higher prevalence in women who have experienced FGM/C versus non-mutilated women. Female genital mutilation type II or III were identified as predictors of disorder severity. Qualitative studies showed a significant difference in the perception of FGM/C between immigrant and non-immigrant women, as well as the multidimensional nature of the factors influencing disorders' onsets.
CONCLUSION
Our study showed a high association of FGM/C (and its degree of severity) with psychological disorders such as PTSD, depression, anxiety and somatisation. It also illustrates contextual factors, including socio-cultural factors that may influence the intensity of these psychological disorders.
CLINICAL IMPLICATIONS
It is important for health professionals to be aware of the psychological consequences of FGM/C and the different factors influencing FGM/C perception. Indeed, a feeling of 'Being abnormal' can be awakened among patients because of health professionals' incorrect behaviours.
PubMed: 38855076
DOI: 10.4102/sajp.v79i1.1877 -
Annals of Medicine and Surgery (2012) Jun 2024This systematic review aimed to investigate resilience and its related factors in caregivers of adult patients with cancer.
BACKGROUND
This systematic review aimed to investigate resilience and its related factors in caregivers of adult patients with cancer.
MATERIALS AND METHODS
A systematic search of online electronic databases including Scopus, PubMed, Web of Science, Iranmedex, and Scientific Information Database (SID) was performed using keywords extracted from Medical Subject Headings such as "Psychological Resilience", "Caregiver", and "Cancer" from the earliest to 6 June 2023. The quality of the studies included in this review was evaluated using the appraisal tool for cross-sectional studies (AXIS tool).
RESULTS
A total of 2735 caregivers of cancer patients participated in 15 studies. The majority of the studies found that caregivers of cancer patients had high levels of resilience. Factors related to the resilience of cancer patients' caregivers included caregivers' social support, caregivers' quality of life, patients' resilience, caregivers' family function, patients' performance, caregivers' age, caregivers' health status, caregivers' self-esteem, caregivers post-traumatic growth, caregivers religious, caregivers hope, caregivers positive affect, patients age, patients social support, patients resilience support, patients quality of life, caregivers' anxiety, caregivers' depression, caregivers' burden, caregivers level of education, caregivers financial problem, caregivers memory, caregivers negative affect, caregivers post-traumatic stress disorder, maternal distress, and patients post-traumatic stress disorder.
CONCLUSION
Therefore, healthcare administrators and policymakers can enhance the resilience of caregivers and the quality of care they provide by instituting ongoing training initiatives focused on evaluating mental well-being and implementing coping strategies for managing stress and depression.
PubMed: 38846864
DOI: 10.1097/MS9.0000000000001469 -
Frontiers in Psychiatry 2024The concept of interoception has existed since the beginning of the 1900s. It is suggested that humans can observe feelings arising from the body that allows them to...
The concept of interoception has existed since the beginning of the 1900s. It is suggested that humans can observe feelings arising from the body that allows them to develop a sense of their emotional status and physical condition. The term interoceptive awareness appears to originate with clinicians working with individuals who had experienced trauma, in particular Post Traumatic Stress Disorder (PTSD). The purpose of this scoping review was to provide an overview of the existing literature surrounding the combination of these two themes: interoceptive awareness and PTSD. A total of 226 articles were initially screened and 52 articles were retained for comprehensive review. Nine articles were excluded, resulting in 43 studies included in the review. The review aimed to answer: (a) how is interoceptive awareness defined? (b) how is interoceptive awareness measured? (c) what is the function of interoceptive awareness? (d) is there/what is the relationship between interoceptive awareness and PTSD? The scoping review identified nine terms that are used synonymously throughout the literature surrounding interoceptive awareness and PTSD, and three primary ways in which interoceptive awareness is measured in relation to PTSD. The primary function documented was the role interoceptive awareness played in an individual's ability to regulate their emotions, and the most common and compelling function emerging was the association with emotion regulation. The evidence supports the utilisation of a definition of interoceptive awareness to include one that includes the quality of cognitive appraisal and focuses on the adaptive mindful approach to internal physical sensations as opposed to the heightened ruminative self-focus. Limitations and future research are suggested.
PubMed: 38840943
DOI: 10.3389/fpsyt.2024.1355442 -
Sultan Qaboos University Medical Journal May 2024This study aimed to assess the prevalence of neuropsychiatric sequelae following traumatic brain injury (TBI) among the Western Asian, South Asian and African regions of... (Meta-Analysis)
Meta-Analysis Review
This study aimed to assess the prevalence of neuropsychiatric sequelae following traumatic brain injury (TBI) among the Western Asian, South Asian and African regions of the global south. All studies on psychiatric disturbances or cognitive impairment following TBI conducted (until August 2021) in the 83 countries that constitute the aforementioned regions were reviewed; 6 databases were selected for the literature search. After evaluating the articles using the Joanna Briggs Institute guidelines, the random effects model was used to estimate the prevalence of depression, anxiety, post-traumatic stress disorder (PTSD), TBI-related sleep disturbance (TBI-SD), obsessive-compulsive disorder (OCD) and cognitive impairment. Of 56 non-duplicated studies identified in the initial search, 27 were eligible for systematic review and 23 for meta-analysis. The pooled prevalence of depression in 1,882 samples was 35.35%, that of anxiety in 1,211 samples was 28.64%, that of PTSD in 426 samples was 19.94%, that of OCD in 313 samples was 19.48%, that of TBI-SD in 562 samples was 26.67% and that of cognitive impairment in 941 samples was 49.10%. To date, this is the first critical review to examine the spectrum of post-TBI neuropsychiatric sequelae in the specified regions. Although existing studies lack homogeneous data due to variability in the diagnostic tools and outcome measures utilised, the reported prevalence rates are significant and comparable to statistics from the global north.
Topics: Humans; Brain Injuries, Traumatic; Prevalence; Stress Disorders, Post-Traumatic; Obsessive-Compulsive Disorder; Depression; Cognitive Dysfunction; Anxiety; Sleep Wake Disorders; Africa; Mental Disorders
PubMed: 38828247
DOI: 10.18295/squmj.12.2023.088 -
JCPP Advances Jun 2024This systematic review addresses how adolescent-rated parent-child communication (PCC) quality is related to adolescent mental health.
BACKGROUND
This systematic review addresses how adolescent-rated parent-child communication (PCC) quality is related to adolescent mental health.
METHODS
We performed a systematic literature search in Medline and APA PsycInfo, including peer-reviewed quantitative studies examining associations between adolescent-rated dyadic PCC quality and general as well as specific measures of adolescent mental health. Qualitative and case studies were excluded, as were studies reporting only parent-rated communication quality or instruments assessing other constructs than dyadic PCC. We screened 5314 articles, of which 37 were included in the review. We assessed study quality with the Mixed Methods Appraisal Tool.
RESULTS
We synthesized the findings in a table and narratively, reporting the main outcomes organized according to mental health constructs. The included studies were mainly cross-sectional. The results showed that adolescent-rated PCC quality is negatively associated with mental health constructs, demonstrating small to large effects across different mental health constructs and populations. The associations were found for general mental health and specific domains, including depression, anxiety, psychosis, suicidal ideation, post-traumatic stress symptoms, and addictive internet use/gaming.
CONCLUSIONS
The findings demonstrate that PCC is a relevant variable to consider in assessing adolescent mental health and preventive efforts. Limitations include the exclusive focus on adolescent-reported PCC questionnaires since parent- and observer-rated instruments may lead to different results. Also, PCC is related to other constructs, such as dyadic relationships, that were not included in this review. We conclude that PCC is a relevant variable to consider in mental health research. Our findings suggest that PCC may be considered in mental health practice, both in terms of assessing its quality and potentially by tailoring interventions to enhance PCC. These may represent a mean to promote adolescent mental health.
PubMed: 38827979
DOI: 10.1002/jcv2.12205 -
Frontiers in Public Health 2024The incorporation of animals into interventions focused on military families is a relatively new concept. Though animal-assisted interventions (AAIs) have been studied...
INTRODUCTION
The incorporation of animals into interventions focused on military families is a relatively new concept. Though animal-assisted interventions (AAIs) have been studied in the context of military veterans, few studies incorporate members of the military family or focus on the family members' experiences.
METHODS
This systematic review investigates the effects of AAIs on the wellbeing of military family members beyond the veteran themselves through three aims: (1) by describing the characteristics of AAIs for military family members, (2) by evaluating the quality of the methodology present within the current literature, and (3) by identifying key concepts and knowledge gaps within the findings reported to date.
RESULTS
A total of nine articles met the criteria to be included in the review. Though the inclusion criteria and search terms included all types of animal-assisted interventions, the only interventions represented were service dogs ( = 4) and equine-assisted services ( = 5).
DISCUSSION
Findings suggest AAIs could be beneficial in areas such as communication, relational bonds, and psychosocial well-being. Though additional research is necessary, AAIs may be an effective complementary intervention for military families.
Topics: Humans; Animal Assisted Therapy; Military Family; Animals; Dogs; Military Personnel; Family; Horses; Veterans
PubMed: 38813415
DOI: 10.3389/fpubh.2024.1372189 -
Current Problems in Cardiology Aug 2024Post-traumatic stress disorder (PTSD) is increasingly recognized for its effects beyond mental health, with emerging evidence suggesting a significant association with... (Meta-Analysis)
Meta-Analysis
BACKGROUND
Post-traumatic stress disorder (PTSD) is increasingly recognized for its effects beyond mental health, with emerging evidence suggesting a significant association with cardiovascular diseases (CVD). This systematic review and meta-analysis aimed to synthesize available evidence on the association between PTSD and various cardiovascular outcomes.
METHODS
We conducted a comprehensive literature search in databases until March 15, 2024. Studies were included if they were observational in design and assessed the association between PTSD and cardiovascular outcomes. Data were extracted on study characteristics, participant demographics, PTSD assessment, cardiovascular outcomes, and effect estimates. Meta-analyses were performed using random-effects models, and heterogeneity was assessed using the I² statistic. All statistical analyses were conducted using R software version 4.3.
RESULTS
Twenty studies met the inclusion criteria, encompassing a total of over 335,000 participants. The pooled analyses demonstrated a statistically significant increased risk of any CVD (HR = 1.417, 95 % CI: 1.313-1.522), MI (HR = 1.415, 95 % CI: 1.331-1.500), and stroke (HR = 2.074, 95 % CI: 1.165-2.982) associated with PTSD. Substantial heterogeneity was observed across the studies for stroke and MACE, and evidence of publication bias was noted.
CONCLUSION
This meta-analysis confirms a significant association between PTSD and an increased risk of several cardiovascular outcomes, indicating the importance of integrating cardiovascular risk management with psychiatric care for PTSD patients to mitigate the heightened risk of CVDs. Future research should focus on exploring the underlying mechanisms and potential interventions to manage both PTSD and its associated cardiovascular risks effectively.
Topics: Humans; Cardiovascular Diseases; Risk Assessment; Risk Factors; Stress Disorders, Post-Traumatic
PubMed: 38797508
DOI: 10.1016/j.cpcardiol.2024.102632 -
Children (Basel, Switzerland) May 2024This systematic review aggregates research on psychotherapeutic interventions for Post-Traumatic Stress Disorder (PTSD) in children and adolescents. PTSD in this... (Review)
Review
This systematic review aggregates research on psychotherapeutic interventions for Post-Traumatic Stress Disorder (PTSD) in children and adolescents. PTSD in this demographic presents differently from adults, necessitating tailored therapeutic approaches. In children and adolescents, PTSD arises from exposure to severe danger, interpersonal violence, or abuse, leading to significant behavioral and emotional disturbances that jeopardize long-term development. The review focuses on describing PTSD within two age groups, children (6 to 12 years) and adolescents (12 to 18 years), while evaluating the effectiveness of various clinical interventions aimed at this condition. Utilizing the PRISMA guidelines, this review systematically examines studies that assess clinical interventions for PTSD in the younger population. Key symptoms of PTSD in children and adolescents include avoidance, overstimulation, flashbacks, depression, and anxiety. The review identifies several effective treatments, including Cognitive Behavioral Therapy (CBT), Trauma-Focused CBT (TF-CBT), Eye Movement Desensitization and Reprocessing (EMDR), Systemic Therapy, Play Therapy, Exposure Therapy, Relaxation Techniques, and Psychodynamic Psychotherapy. Particularly, TF-CBT is highlighted as the most effective and commonly used method in treating childhood and adolescent PTSD, as supported by most of the studies reviewed. A significant outcome of this study is the short-term effectiveness of CBT in reducing PTSD symptoms in children and adolescents. The findings underline the importance of psychotherapeutic interventions and mark a substantial advancement in understanding PTSD in young populations. It is crucial for practitioners to integrate various psychotherapeutic strategies into their practice to improve patient outcomes and treatment efficacy.
PubMed: 38790574
DOI: 10.3390/children11050579 -
Frontiers in Psychiatry 2024Post-traumatic stress disorder (PTSD) is a significant mental health concern globally, particularly prevalent in populations exposed to war and conflict. This systematic...
BACKGROUND
Post-traumatic stress disorder (PTSD) is a significant mental health concern globally, particularly prevalent in populations exposed to war and conflict. This systematic review and meta-analysis aim to examine the prevalence and factors associated with PTSD among the Ethiopian population residing in war-affected communities.
METHODS
The review was reported according to the PRISMA guidelines. Related eligible published articles were searched in electronic online databases such as PubMed, Scopus, Web of Science, MEDLINE/PubMed, Scopus, Embase, Science Direct, Web of Science, Google Scholar, and Google, which reported the prevalence and risk factors of PTSD among people dwelling in the war-affected area until January 2024. The relevant data was extracted using a Microsoft Excel spreadsheet. The meta-analysis was conducted using STATA version 11. The estimated pooled prevalence and risk factors were estimated using a random effect model. The potential risk of publication bias was checked using a funnel plot and Egger's statistical test.
RESULTS
A total of nine published studies with 6107 participants were analyzed in this meta-analysis. The estimated pooled prevalence of PTSD among people living in war-affected areas was 48.4%, with a 95% CI (37.1, 59.8). This study found a higher prevalence of PTSD among women than men. Being female (OR= 2.2, 95% CI: 1.2, 4.3), witnessing a murder of a loved one (OR= 3.0, 95% CI: 1.2, 7.5), depression symptoms (OR= 2.8, 95% CI: 1.4, 5.6), and anxiety symptoms (OR= 3.4, 95% CI: 1.4, 8.0), a close family member killed or seriously injured (OR= 3.1, 95% CI: 1.2, 7.7), a moderate and high perceived threat to life (OR= 3.4, 95% CI: 1.3, 9.1), and poor social support (OR= 4.4, 95% CI: 1.1, 18.7) were associated with post-traumatic stress disorder.
CONCLUSION
The result of this study shows the high prevalence rate of PTSD in people living in war-affected areas. disparities in PTSD prevalence, with women being at higher risk, and identified risk factors were witnessing the murder of a loved one, experiencing depression and anxiety, and perceived threat to life. Addressing PTSD in war-affected communities requires comprehensive interventions that consider both individual and contextual factors.
SYSTEMATIC REVIEW REGISTRATION
www.crd.york.ac.uk/PROSPERO/, identifier CRD42024501384.
PubMed: 38784164
DOI: 10.3389/fpsyt.2024.1399013