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BMC Medical Informatics and Decision... May 2024Suicide is a complex and multifactorial public health problem. Understanding and addressing the various factors associated with suicide is crucial for prevention and... (Meta-Analysis)
Meta-Analysis
OBJECTIVE
Suicide is a complex and multifactorial public health problem. Understanding and addressing the various factors associated with suicide is crucial for prevention and intervention efforts. Machine learning (ML) could enhance the prediction of suicide attempts.
METHOD
A systematic review was performed using PubMed, Scopus, Web of Science and SID databases. We aim to evaluate the performance of ML algorithms and summarize their effects, gather relevant and reliable information to synthesize existing evidence, identify knowledge gaps, and provide a comprehensive list of the suicide risk factors using mixed method approach.
RESULTS
Forty-one studies published between 2011 and 2022, which matched inclusion criteria, were chosen as suitable. We included studies aimed at predicting the suicide risk by machine learning algorithms except natural language processing (NLP) and image processing. The neural network (NN) algorithm exhibited the lowest accuracy at 0.70, whereas the random forest demonstrated the highest accuracy, reaching 0.94. The study assessed the COX and random forest models and observed a minimum area under the curve (AUC) value of 0.54. In contrast, the XGBoost classifier yielded the highest AUC value, reaching 0.97. These specific AUC values emphasize the algorithm-specific performance in capturing the trade-off between sensitivity and specificity for suicide risk prediction. Furthermore, our investigation identified several common suicide risk factors, including age, gender, substance abuse, depression, anxiety, alcohol consumption, marital status, income, education, and occupation. This comprehensive analysis contributes valuable insights into the multifaceted nature of suicide risk, providing a foundation for targeted preventive strategies and intervention efforts.
CONCLUSIONS
The effectiveness of ML algorithms and their application in predicting suicide risk has been controversial. There is a need for more studies on these algorithms in clinical settings, and the related ethical concerns require further clarification.
Topics: Humans; Machine Learning; Suicide; Risk Assessment; Algorithms; Risk Factors
PubMed: 38802823
DOI: 10.1186/s12911-024-02524-0 -
Discover Mental Health May 2024Frequent presenters (FPs) are a group of individuals who visit the hospital emergency department (ED) frequently for urgent care. Many among the group present with the... (Review)
Review
BACKGROUND
Frequent presenters (FPs) are a group of individuals who visit the hospital emergency department (ED) frequently for urgent care. Many among the group present with the main diagnosis of mental health conditions. This group of individual tend to use ED resources disproportionally and significantly affects overall healthcare outcomes. No previous reviews have examined the profiles of FPs with mental health conditions.
AIMS
This study aims to identify the key socio-demographic and clinical characteristics of patients who frequently present to ED with a mental health primary diagnosis by performing a comprehensive systematic review of the existing literature.
METHOD
PRISMA guideline was used. PubMed, PsycINFO, Scopus and Web of Science (WOS) were searched in May 2023. A manual search on the reference list of included articles was conducted at the same time. Covidence was used to perform extraction and screening, which were completed independently by two authors. Inclusion and exclusion criteria were defined.
RESULTS
The abstracts of 3341 non-duplicate articles were screened, with 40 full texts assessed for eligibility. 20 studies were included from 2004 to 2022 conducted in 6 countries with a total patient number of 25,688 (52% male, 48% female, mean age 40.7 years old). 27% were unemployed, 20% married, 41% homeless, and 17% had tertiary or above education. 44% had a history of substance abuse or alcohol dependence. The top 3 diagnoses are found to be anxiety disorders (44%), depressive disorders (39%) schizophrenia spectrum and other psychotic disorders (33%).
CONCLUSION
On average, FPs are middle-aged and equally prevalent in both genders. Current data lacks representation for gender-diverse groups. They are significantly associated with high rates of unemployment, homelessness, lower than average education level, and being single. Anxiety disorder, depressive disorder, and schizophrenia spectrum disorders are the most common clinical diagnoses associated with the group.
PubMed: 38802580
DOI: 10.1007/s44192-024-00070-9 -
The International Journal on Drug Policy Jun 2024A better understanding of global patterns of drug use among people who inject drugs can inform interventions to reduce harms related to different use profiles. This... (Meta-Analysis)
Meta-Analysis Review
BACKGROUND
A better understanding of global patterns of drug use among people who inject drugs can inform interventions to reduce harms related to different use profiles. This review aimed to comprehensively present the geographical variation in drug consumption patterns among this population.
METHODS
Systematic searches of peer reviewed (PsycINFO, Medline, Embase) and grey literature published from 2008-2022 were conducted. Data on recent (past year) and lifetime drug use among people who inject drugs were included. Data were extracted on use of heroin, amphetamines, cocaine, benzodiazepines, cannabis, alcohol, and tobacco; where possible, estimates were disaggregated by route of administration (injecting, non-injecting, smoking). National estimates were generated and, where possible, regional, and global estimates were derived through meta-analysis.
RESULTS
Of 40,427 studies screened, 394 were included from 81 countries. Globally, an estimated 78.1 % (95 %CI:70.2-84.2) and 71.8 % (65.7-77.2) of people who inject drugs had recently used (via any route) and injected heroin, while an estimated 52.8 % (47.0-59.0) and 19.8 % (13.8-26.5) had recently used and injected amphetamines, respectively. Over 90 % reported recent tobacco use (93.5 % [90.8-95.3]) and recent alcohol use was 59.1 % (52.6-65.6). In Australasia recent heroin use was lowest (49.4 % [46.8-52.1]) while recent amphetamine injecting (64.0 % [60.8-67.1]) and recent use of cannabis (72.3 % [69.9-74.6]) were higher than in all other regions. Recent heroin use (86.1 % [78.3-91.4]) and non-injecting amphetamine use (43.3 % [38.4-48.3]) were highest in East and Southeast Asia. Recent amphetamine use (75.8 % [72.7-78.8]) and injecting heroin use (84.8 % (81.4-87.8) were highest in North America while non-injecting heroin use was highest in Western Europe (45.0 % [41.3-48.7]).
CONCLUSION
There is considerable variation in types of drugs and routes of administration used among people who inject drugs. This variation needs to be considered in national and global treatment and harm reduction interventions to target the specific behaviours and harms associated with these regional profiles of use.
Topics: Humans; Substance Abuse, Intravenous; Global Health
PubMed: 38796926
DOI: 10.1016/j.drugpo.2024.104455 -
Clinical Psychology & Psychotherapy 2024Self-compassion and self-forgiveness are two self-focused, positive coping approaches that may reduce risk of problem drinking and/or aid in treatment/recovery from... (Review)
Review
INTRODUCTION
Self-compassion and self-forgiveness are two self-focused, positive coping approaches that may reduce risk of problem drinking and/or aid in treatment/recovery from alcohol use disorder. The present systematic review aimed to evaluate support for the unique and complementary roles of self-compassion and self-forgiveness in alcohol outcomes.
METHODS
A systematic literature search yielded 18 studies examining self-compassion, 18 studies examining self-forgiveness and 1 study examining both constructs in alcohol outcomes.
RESULTS
Findings suggest greater self-compassion and self-forgiveness relate to lower likelihood of problem drinking. Self-forgiveness was considerably more researched in treatment/recovery outcomes than self-compassion; self-forgiveness-based interventions appear able to improve drinking-adjacent outcomes, and self-forgiveness may increase across various alcohol treatments. Finally, research suggests that associations of self-compassion and/or self-forgiveness with alcohol outcomes could be driven by numerous factors, including coping-motivated drinking, depression, psychache, social support perceptions, mental health status and/or psychiatric distress.
CONCLUSIONS
Self-compassion and self-forgiveness both appear protective against harmful alcohol outcomes. Nevertheless, many questions remain about the role of self-forgiveness and, particularly, self-compassion in alcohol treatment and recovery outcomes. Future research should examine whether targeted interventions and/or adjunctive therapeutic supports designed to increase self-compassion or self-forgiveness can reduce alcohol use disorder symptoms to facilitate alcohol treatment and recovery success.
Topics: Humans; Empathy; Alcoholism; Adaptation, Psychological; Forgiveness; Self Concept
PubMed: 38769941
DOI: 10.1002/cpp.2987 -
Psychology Research and Behavior... 2024In the Indian setting, communal riots characterized by intergroup violence have been common and have had an impact on the lives of both people and communities. The goal... (Review)
Review
OBJECTIVE
In the Indian setting, communal riots characterized by intergroup violence have been common and have had an impact on the lives of both people and communities. The goal of this systematic review is to investigate the psychological effects of Indian communal riots in depth. Through a comprehensive review of the literature, the study aims to identify recurring themes, patterns, and variances in the psychological effects encountered by victims of community violence.
METHODS
The researcher searched Science Direct, PubMed, Web of Science, Google Scholar, and PsycINFO for research published between the year 2000 and the year 2022 in each of these databases. The Newcastle-Ottawa Scale was employed to evaluate the study's quality.
RESULTS
After identifying 1189 publications in all, 195 of them were chosen for full-text examination, and 41 research were ultimately included. Twenty studies examined depression and mental health with a prevalence rate of 49%. Five studies (12%) examined post-traumatic stress disorder. In places devastated by riots, the prevalence of post-traumatic stress disorder varied from 4% to 41%. Other studies investigated anxiety, alcohol abuse, and homelessness. However, two studies revealed that group activities could lower depression and suicide rates, perhaps as a result of increased social cohesiveness and group catharsis among subpopulations.
CONCLUSION
The researcher investigated the connection between collective activities and mental health in this systematic review, providing strong evidence that riots, protests, and other collective actions-even peaceful ones-can harm mental health outcomes. Thus, healthcare providers must be aware of the psychological and emotional effects of riots, revolutions, and demonstrations. It is essential to do more study on this newly identified sociopolitical driver of mental health.
PubMed: 38766318
DOI: 10.2147/PRBM.S455783 -
Drug and Alcohol Dependence Jul 2024Cannabis currently stands as the most prevalent illicit substance used by adolescents in France. Its use is associated with an elevated risk of developing psychiatric... (Review)
Review
INTRODUCTION
Cannabis currently stands as the most prevalent illicit substance used by adolescents in France. Its use is associated with an elevated risk of developing psychiatric disorder, affecting neuro-cognitive development, or leading to psycho-social challenges in the long run. Cognitive-behavioral therapies (CBT) have emerged as a preferred approach for treating cannabis use disorders (CUD) in adults.
METHODS
This review is grounded in a systematic search of the PubMed scientific database for randomized controlled trials focusing on CBT treatment for adolescents (12-18 years old) with CUD.
RESULTS
Nine studies met the inclusion criteria. Currently, several variants of CBT-based treatments are available for adolescents, differing in duration based on the intended objectives (ranging from 3 to 24 weeks). These CBT therapies are often complemented by motivational interviewing or family therapy. Only two studies draw comparisons between CBT and alternative therapeutic approaches.
DISCUSSION
The current scientific literature in this field is limited, and the study designs display heterogeneity. However, abbreviated treatment courses appear to have value, especially within the adolescent population. These courses offer treatment advantages and may enhance treatment adherence among these young patients, who may face challenges in maintaining consistent follow-up. Additionally, involving parents in psychotherapeutic care seems to have a positive impact.
CONCLUSION
CBT in adolescents with CUD appears to be a promising approach to assist with maintaining abstinence and managing emotions. However, given the diverse study designs found in the literature, conducting research with standardized treatments on larger patient cohorts would be valuable.
Topics: Humans; Adolescent; Cognitive Behavioral Therapy; Marijuana Abuse; Child; Randomized Controlled Trials as Topic
PubMed: 38759505
DOI: 10.1016/j.drugalcdep.2024.111321 -
Journal of Ethnicity in Substance Abuse May 2024In this study, we attempted to systematically review and meta-analysis the prevalence and risk factors for illicit substance use (ISU) in Türkiye. Based on the PRISMA...
In this study, we attempted to systematically review and meta-analysis the prevalence and risk factors for illicit substance use (ISU) in Türkiye. Based on the PRISMA 2020 statement and checklist, we considered only full-text research articles on ISU among college students (CS) in Türkiye. We searched relevant research Web of Science, PubMed, MEDLINE, Scopus, ScienceDirect, Google Scholar, and ULAKBIM between 11.06.2022-12.31.2022. We applied double arcsin transformation to the prevalence values and used the LFK index and trim and fill method to measure publication bias. In addition, we generated doi and funnel plots of the prevalence values reported in the selected studies. Among systematically reviewed 53 studies, we identified and meta-analyzed ISU prevalence in 37 studies. The mean prevalence of ISU was determined to be 0.06 (95% CI: 0.04 to 0.07). We discovered that cannabis was the most commonly used substance, with an aggregate prevalence rate of 0.044 (95% CI: 0.026 to 0.066). Common risk factors for ISU were found to be gender, parental education, income, mental problems/suicide/attempted suicide, ISU in family members/relatives, smoking, and alcohol use. Despite the lower prevalence of ISU among students in Türkiye, the research findings emphasized that it has recently become a significant public health problem among the young.
PubMed: 38742697
DOI: 10.1080/15332640.2024.2351484 -
Reviews in Medical Virology May 2024Despite advances in HIV treatment, the burden of viral non-suppression (VNS) remains a treatment success concern, particularly in Sub-Saharan African (SSA) countries. We... (Meta-Analysis)
Meta-Analysis Review
Prevalence and factors associated with viral non-suppression in people living with HIV receiving antiretroviral therapy in sub-Saharan Africa: A systematic review and meta-analysis.
Despite advances in HIV treatment, the burden of viral non-suppression (VNS) remains a treatment success concern, particularly in Sub-Saharan African (SSA) countries. We determined the prevalence and factors associated with VNS for people living with HIV (PLHIV) receiving antiretroviral therapy (ART). This review, registered with PROSPERO (CRD42023470234), conducted an extensive search for evidence, focusing on PLHIV living in SSA on ART from the year 2000 to 19 October 2023, across databases including PubMed/MEDLINE, Embase, Web of Science, and Scopus. A total of 2357 articles were screened, from which 32 studies met the criteria for the final analysis, involving 756,620 PLHIV of all ages. The pooled prevalance for VNS was found to be 20.0% (95% CI: 15.43%-25.52%, I = 100%, p-value <0.01) Children and adolescents demonstrated the highest prevalence of VNS (viral load ≥1000 copies/mL) at 27.98% (95% CI: 21.91%-34.97%, I = 94%, p-value <0.01). The study revealed various factors associated with increased odds (risk) of VNS, p-value <0.05. These factors encompassed socio-demographics such as sex, age, education level, and marital status. Additionally, aspects related to HIV care, such as the facility attended, HIV status disclosure and adherence exhibited higher odds of VNS. Suboptimal ART adherence, longer duration on ART, socio-economic factors, lack of family and social support, presence of co-morbidities, advanced WHO HIV clinical stage, ART regimens, lower CD4+ count, abnormal body mass index, history of treatment interruptions, and progression of HIV illness were associated with VNS. Furthermore, behavioural/psychological factors including depression, substance use, negative perceptions towards ART, experiences of abuse, alcohol use, stigma, and certain patterns of sexual behaviour were also identified as factors for VNS. The occurrence of two VNS to every ten PLHIV on ART poses a threat to the progress made towards reaching the third 95% UNAIDS target in SSA. Additionally, these findings highlight the intricate interplay of various factors, encompassing patient characteristics, behavioural patterns, sociocultural influences, and pharmacological factors, all impacting VNS among PLHIV. Recognising its multifaceted nature, we recommend designing and implementing high impact interventions to effectively address VNS in SSA.
Topics: Humans; HIV Infections; Africa South of the Sahara; Prevalence; Viral Load; Anti-HIV Agents; Risk Factors; Adolescent; Female; Male; Adult; Anti-Retroviral Agents; Antiretroviral Therapy, Highly Active; Child
PubMed: 38708846
DOI: 10.1002/rmv.2540 -
The Lancet Regional Health. Europe May 2024While alcohol use is an established risk factor for interpersonal violence, the extent to which people are affected by interpersonal violence from others' drinking has...
BACKGROUND
While alcohol use is an established risk factor for interpersonal violence, the extent to which people are affected by interpersonal violence from others' drinking has not yet been quantified for different world regions. This modelling study aims to provide the first estimates of the national and regional prevalence of interpersonal violence from others' drinking.
METHODS
An international systematic literature search (02/28/2023, Prospero: CRD42022337364) was conducted to identify general adult population studies assessing the prevalence of interpersonal violence from others' drinking with no restrictions to publication date or language. Reports that did not provide data on interpersonal violence from others' drinking (primary outcome), were no original research studies, or captured a selected group of people only, were excluded. Observed prevalence data were extracted and used to build fractional response regression models to predict past-year prevalence of emotional and physical violence from others' drinking in 2019. Random-effects meta-regression models were used to aggregate the observed prevalence of sexual and intimate partner violence. Study risk of bias (ROB) was assessed using a modified version of the Newcastle-Ottawa Scale.
FINDINGS
Out of 13,835 identified reports, 50 were included covering just under 830,000 individuals (women: 347,112; men: 322,331; men/women combined: 160,057) from 61 countries. With an average prevalence of 16·8% (95% CI: 15·2-18·3%) and 28·3% (95% CI: 23·9-32·4%) in men and women combined in the GBD super regions High Income and Central Europe, Eastern Europe, & Central Asia, respectively, emotional violence was the most common form of interpersonal violence from others' drinking. Physical violence averaged around 3% (women) and 5% (men) in both regions. The pooled prevalence of sexual violence from others' drinking in men and women was 1·3% (95% CI: 0·5-3·3%, 95% PI: 0·1-16·9%) and 3·4% (95% CI: 1·4-8·3%, 95% PI: 0·2-35·3%), respectively, and ranged between 0·4% (95% CI: 0·1-1·6%, 95% PI: 0·0-7·3%) and 2·7% (95% CI: 1·1-6·3%, 95% PI: 0·2-30·0%) for different forms of intimate partner violence. ROB was moderate or critical for most reports; accounting for critical ROB did not substantially alter our results.
INTERPRETATION
The share of the population experiencing harms from others' drinking is significant and should be an integral part of public health strategies.
FUNDING
Research reported in this publication was supported by the Canadian Institutes of Health Research (CIHR; grant: CIHR FRN 477887).
PubMed: 38680248
DOI: 10.1016/j.lanepe.2024.100905 -
Clinical Medicine (London, England) May 2024The objective of this review was to gain new insight into the rare condition, Austrian syndrome: the triad of endocarditis, meningitis and pneumonia caused by...
OBJECTIVE
The objective of this review was to gain new insight into the rare condition, Austrian syndrome: the triad of endocarditis, meningitis and pneumonia caused by Streptococcus pneumoniae.
METHODS
A systematic review of case reports was conducted using the PRISMA guideline. Cases were rigorously screened to meet a set of well-defined inclusion criteria. Relevant data was aggregated and reported using descriptive statistics.
RESULTS
Seventy-one cases from 69 case reports were included in the final review. The mean age was 56.5 years with a male-to-female ratio of 2.4:1. Alcoholism was reported in 41% of patients. Altered mental state (69%) and fever (65%) (mean temperature on admission = 38.9°C) were the commonest presenting symptoms. The mean duration of symptoms before presentation to the hospital was 8 days. The aortic valve was most commonly affected (56%). The mean duration of antibiotic therapy was 5.6 weeks. Seventy percent of patients were admitted to the intensive care unit (ICU). Fifty-six percent of patients had valvular surgery. The average length of stay in the hospital was 36.9 days. Mortality was recorded in 28% of patients.
CONCLUSION
Austrian syndrome is rare but deadly. The true incidence is unknown but is commoner in middle-aged men and in alcoholics. Affected patients are usually critically unwell, often requiring ICU admission and prolonged hospital stays. Treatment is aggressive including prolonged courses of antibiotics and often, surgery. Despite these, the case fatality rate is high, with death occurring in over a quarter of patients. Surgery appears to be associated with better prognosis.
Topics: Aged; Female; Humans; Male; Middle Aged; Endocarditis, Bacterial; Meningitis, Pneumococcal; Pneumonia, Pneumococcal; Streptococcus pneumoniae; Syndrome
PubMed: 38649138
DOI: 10.1016/j.clinme.2024.100205