A Comprehensive Survey on Federated Learning Applications in Computational Mental Healthcare

Mental health is a significant issue worldwide,and the utilization of technology to assist mental health has seen a growing trend.This aims to alleviate the workload on healthcare professionals and aid individuals.Numerous applications have been developed to support the challenges in intelligent healthcare systems.However,because mental health data is sensitive,privacy concerns have emerged.Federated learning has gotten some attention.This research reviews the studies on federated learning and mental health related to solving the issue of intelligent healthcare systems.It explores various dimensions of federated learning in mental health,such as datasets(their types and sources),applications categorized based on mental health symptoms,federated mental health frameworks,federated machine learning,federated deep learning,and the benefits of federated learning in mental health applications.This research conducts surveys to evaluate the current state of mental health applications,mainly focusing on the role of Federated Learning(FL)and related privacy and data security concerns.The survey provides valuable insights into how these applications are emerging and evolving,specifically emphasizing FL’s impact.

Sexual and Reproductive Health Knowledge and Behaviour among Adolescents in Rural Burkina Faso

Background: Adolescents in developing countries have limited knowledge about the prevention of STIs and unwanted pregnancies. In several African countries, risky sexual behaviour persists, including early sexual debut, multiple sexual partners, economic and sexual exchange, and low condom and contraceptive use. The purpose of this study is to assess the sexual and reproductive health knowledge and behaviour of adolescents in rural Burkina Faso in order to improve their sexual and reproductive health. Method: This was a descriptive cross-sectional study with prospective data collection conducted from 07 March to 04 April 2022 in the area of the Demographic and Health Surveillance System of the Nouna Research Centre. A questionnaire was administered to a randomly selected sample of 1202 adolescents. Results: The mean age of the adolescents was 14.1 years and 56.6% were male. Only 58.2% of the adolescents had ever heard of HIV/AIDS. Of these, 95.7% did not know their HIV status. In addition, 15.8% had ever had sexual intercourse and 2.4% had been sexually active at an early age. Almost 45% had not used any contraceptive method the last time they had sex. Condoms were the most frequently used contraceptive method (47.4%). Among teenagers, 27.6% had been pregnant at least once, 7.3% were married and the average age at marriage was 18.45 years. Almost 7% (6.9%) of teenagers had more than one sexual partner. Conclusion: Adolescents have limited knowledge about reproductive health. Risky sexual behaviour persists. Awareness campaigns need to be intensified to improve their sexual and reproductive health.

Illness perception and cardiovascular health behaviour among persons with ischemic heart disease in Indonesia

Objective:A study was conducted to explore the level of illness perception,the level of cardiovascular health behaviour and the relationship between illness perception and cardiovascular health behaviour among persons with ischemic heart disease(IHD)in a community setting.Method:The participants comprised 235 persons with IHD.The instruments used were as follows:1)Demographic Data and Health Information,2)The Brief Illness Perception Questionnaire(Brief IPQ),3)The Open-ended Questionnaire(OEQ),and 4)The Modified Cardiac Health Behaviour Scale(MCHBS).Findings from the OEQ are used to assess in-depth illness perception and to extend the information obtained from the Brief IPQ.The design of the study was descriptive correlational.The data were analysed using descriptive statistics to present the demographic data and health information.Inferential statistics was used to resolve the relationship between illness perception and cardiovascular health behaviour by using Pearson's Product Moment Correlation.Result:The mean score of illness perception was at a moderate level(M=43.65,SD=3.93),whereas the mean score of cardiovascular health behaviour was at a high level(M=80.29,SD=5.42).A significant positive relationship existed between illness perception and cardiovascular health behaviour among persons with IHD(r=0.38,P<0.01).Conclusion:Persons with higher illness perception showed a positive correlation with higher cardiovascular health behaviour at a significant level of 0.01.Results provided important information for nurses to develop an intervention program to promoting appropriate illness perception and cardiovascular health behaviour among persons with IHD.

Addressing the public health concerns of physical inactivity, low levels of fitness, and unhealthy weight among Chinese school-aged children

In China, sports and physical activity （PA） have tradition- ally been an integral part of school curricula to promote fitness and enhance healthy growth among children and ado- lescents. Three decades of economic reforms, however, have brought major changes in social, economic.

Predictors of health-promoting behaviour among older adults with hypertension in Indonesia

Objectives:This study aimed to determine the predictors of health-promoting behaviour among older adults with hypertension in Bengkulu City,Bengkulu,Indonesia.Methods:A cross-sectional study was conducted in 333 older adults with hypertension,who were selected using multistage sampling method.Data were obtained by face-to-face interview with structured questionnaires.The questionnaires used in this study included the Health-Promoting Lifestyle Profile II(HPLP II),Hypertension Knowledge-Level Scale(HK-LS),Self-Rated Abilities for Health Practices Scale(SRAHP),Barriers to Health-promoting Behaviour Scales(BAS),Benefits to Health-Promoting Behaviour Scales(BES),Multidimensional Scale of Perceived Social Support(MSPSS)and Situational Influences Questionnaire(SIQ).Data were analysed by using multiple linear regressions.Results:The mean and standard deviation(Mean±SD)of each questionnaire were as follows:HPLP II,2.55±0.19;HK-LS,11.83±3.00;SRAHP,2.00±5.87;BAS,27.89±2.70;BES,34.29±2.29;MSPSS,60.35±8.12;and SIQ,47.71±6.66.According to the multiple linear regression model,36.9% of the variation in health-promoting behaviour among older adults with hypertension can be explained by six variables,namely,education,knowledge,self-efficacy,perceived barriers,social support and situational influences(adjusted R^(2)=0.369).Conclusions:High and good-quality education will increase the level of health-promoting behaviour,whereas barriers,such as expense and time requirement,can decrease it.Situational influences and support from family and friends can also influence the older adult's attempts to change their health behaviour.Increased self-efficacy will clearly result in improved health-promoting behaviour of older adults with hypertension.

Health-seeking behaviour and student perception of health care services in a university community in Nigeria

Objectives: Examining consumers’ healthcare behavior can help in the design of ways to ensure better access to health and the quality of care. Health-seeking behavior is viewed as the varied response of individuals to states of ill-health, depending on their knowledge and perceptions of health, socioeconomic constraints, adequacy of available health services and attitude of healthcare providers. This study examines health-seeking behavior of university students, their use of healthcare services in the community and barriers to seeking help at the university health centre. Method: Structured questionnaires were validated and administered on a random sample of university students spread over different academic disciplines in a large institution. The sample consisted of 1608 undergraduate students attending the public university in southwesternNigeria. The demographic profile reflects the national university student population. Relevant information was collected on preferred health services consulted by the undergraduates such as barriers to seeking adequate medical attention and their experiences with salient aspects of service delivery. Responses were weighted and the average was taken to be representative. Results: Students consulted their peers (37.5%) in health related academic disciplines rather than seek treatment at the university health centre. Some students (24.7%) preferred community pharmacies while others took personal responsibilities for their health or abstained from medical care for religious reasons (16.8%). Significant barriers to seeking medical attention at the health centre were cost of care, protracted waiting time, inadequate health information, unfriendly attitude of healthcare workers and drug shortage. Conclusions: Students sought help from community pharmacies (ease of access) and from peers in health related academic programmes rather than from physicians at the health centre. Health-seeking behavior of the students was influenced, essentially, by the nature of ailment, waiting time in the health facility and attitude of healthcare professionals. Implications for policy, practice or delivery: The findings of this research identified the relative use of available health services within the university. Initiatives to improve student access to the university health centre should address significant barriers of patient delays, the need for attitudinal change and continuing professional development of relevant workers in the health facility. Promotional activities may be necessary to inform and educate students on rational use of medicines and access to treatment at the health centre.

Health Care Seeking Behaviour and Predictors of Combined Orthodox and Traditional Health Care Utilization among Households in Communities in Owerri, Imo State, Nigeria

Background: Health care seeking behaviour is a complex, dynamic and multidimensional process that involves a sequence of remedial actions that are influenced by the interaction between the individual, household and community with the intention of addressing perceived ill health. Objective: To determine health care seeking attitude and behaviour and the predictors of combined orthodox and traditional health care use among households in communities in Owerri, Imo State. Nigeria. Methods: A cross sectional design that used a multistage random sampling technique to select 500 participants from households in two communities in Owerri, Imo State. Data was collected using a pretested, semi structured questionnaire. Descriptive analyses were done with frequencies and summary statistics. Chi square statistics were computed to determine significant relationships and binary logistic regression was used to determine predictors of combined use. P was set at 0.05 significance level. Results: The results revealed that, while just more than half of the respondents (56.4%) had a moderate to good level of overall knowledge of health care, almost all of the respondents (96.2%) also had a moderate to good level of overall positive attitude towards seeking health care;with less than one third (29.4%) using combined orthodox and traditional health care treatments. It further revealed that, respondents who were female, traders and from households of polygamous families were significantly more likely to use combined orthodox and traditional health care treatments (p < 0.05) while those with a tertiary level of education, from households with a professional as head, having private water closet toilets and earning a monthly income of more than 50,000 Naira ($140) were significantly less likely to use combined orthodox and traditional health care treatments (p < 0.05). Conclusion: There is a need to be more sensitive to the realities of the combined use of orthodox and traditional treatments, as its use will be difficult to prevent because this behaviour is rooted in the traditional and cultural belief system of our societies.

The Impact of Behavioural Insights on Effective Prescription of Antibiotics by Doctors: A Case Study from Latifa Hospital for Women and Children, Dubai Health Authority

Introduction: Wise prescription of antibiotics is an ethical duty of physicians in view of rising antimicrobial resistance in the community, it should be balanced between the health requirements of the patients and resulting long-term antibiotics resistance. Overuse of antimicrobials is a major cause of emerging resistance to antimicrobials. There are multiple factors in the community that influence the physician’s antibiotic prescriptions. Methods: This is a systematic case-control study on antibiotics prescription for paediatric patients attending Latifa Hospital for Women and Children (LWCH), Dubai Health Authority, to know the effects of behavioral interventions on rates of inappropriate antimicrobials prescription by doctors in the Paediatric Emergency Department. Results: The results of our study showed the effectiveness of behavioral insights by peer comparison in antibiotic use among paediatricians in Latifa Hospital had a statistical significance (P = 0.0038). The rate of the prescription decreased from 41% to 21%, a difference of 20%. Conclusion: The study concluded behavioural intervention is an effective measure in reducing the improper prescription of antibiotics in the hospital setting.

Classification,prevalence and integrated care for neurodevelopmental and child mental health disorders:A brief overview for paediatricians

‘Neurodevelopmental disorders’comprise a group of congenital or acquired longterm conditions that are attributed to disturbance of the brain and or neuromuscular system and create functional limitations,including autism spectrum disorder,attention deficit/hyperactivity disorder,tic disorder/Tourette’s syndrome,developmental language disorders and intellectual disability.Cerebral palsy and epilepsy are often associated with these conditions within the broader framework of paediatric neurodisability.Co-occurrence with each other and with other mental health disorders including anxiety and mood disorders and behavioural disturbance is often the norm.Together these are referred to as neurodevelopmental,emotional,behavioural,and intellectual disorders(NDEBIDs)in this paper.Varying prevalence rates for NDEBID have been reported in developed countries,up to 15%,based on varying methodologies and definitions.NDEBIDs are commonly managed by either child health paediatricians or child/adolescent mental health(CAMH)professionals,working within multidisciplinary teams alongside social care,education,allied healthcare practitioners and voluntary sector.Fragmented services are common problems for children and young people with multi-morbidity,and often complicated by subthreshold diagnoses.Despite repeated reviews,limited consensus among clinicians about classification of the various NDEBIDs may hamper service improvement based upon research.The recently developed“Mental,Behavioural and Neurodevelopmental disorder”chapter of the International Classification of Diseases-11 offers a way forward.In this narrative review we search the extant literature and discussed a brief overview of the aetiology and prevalence of NDEBID,enumerate common problems associated with current classification systems and provide recommendations for a more integrated approach to the nosology and clinical care of these related conditions.

Family function and health behaviours of stroke survivors

Purpose:To investigate health behaviours and family function in stroke survivors,and evaluate the relationships among them.Methods:Patients who were diagnosed with stroke before and went back to neurology clinic between August 2011 and February 2012 in a tertiary hospital in Guangzhou,China were recruited for this study.Patients that were discharged and living at home for at least two months were asked to complete Family Assessment Device(FAD)and Health Promoting Lifestyle Profile,version II(HPLP-II)questionnaires.Individual items were scored between 1 and 4 points,and survey scores were compared and analysed using Pearson's correlations.Results:The mean overall FAD family function score was 2.18±0.25 points,with lower scores observed for problem solving and role function factors,and higher scores for communication,affection involvement,and behaviour control.The mean overall HPLP-II health behaviour score was 2.27±0.36 points,with the highest score for the nutrition factor,and the lowest score for the exercise factor.The total score of family function negatively correlated with health behaviours(r?0.535,p<0.01).Conclusions:Family function and health behaviours in stroke survivors are related,and need further improvement.Healthcare workers should pay close attention to patients'family function and health behaviours and find the reasons which may be influence their level.

Health behaviours and wellbeing of health workers amidst the COVID-19 pandemic

The coronavirus disease 2019(COVID-19)pandemic has led to heightened levels of anxiety and stress levels towards the health threats posed by the SARS-CoV-2 virus.At least 10%of those infected were health workers.In addition,a large proportion of infected cases and deaths were possibly due to SARS-CoV-2 infections acquired in hospitals or long-term care facilities.Health workers,especially those working on the frontline play a crucial role in controlling and preventing the COVID-19 pandemic.Previous studies reported that health workers were exposed to severe emotional stress(i.e.,burnout,depression and anxiety symptoms)during the outbreaks of infectious diseases including severe acute respiratory syndrome(SARS),Ebola and Middle East respiratory syndrome(MERS).It is therefore important to be aware that prolonged exposure to moderate-to severe stress can have negative health consequences and reduce the work performance of health workers.Therefore,some immediate measures should be taken by the health care institutions and relevant health authorities to ensure that Chinese health workers are better supported in caring for large number of COVID-19 patients.Future studies should examine the health status and work efficiency of health workers working in high stress environment amidst the COVID-19 pandemic or other disasters.

Widening the perspectives of fracture prevention in osteoporosis by identifying subgroups based upon psychological aspects and health behaviour

The potential importance of psychological aspects in relation to risk factors for fractures and preventing unhealth behaviour has rarely been investigated in the field of osteoporosis. This study explores some psychological aspects and health behaviour of people detected to have osteoporosis at the time of a forearm fracture. Moreover, it aims at revealing subgroups within this population with clinical relevance for managing secondary prevention actions. Data collection was based on questionnaires and physical tests. Eighty-five individual were analysed. The results confirm earlier research on a similar population having relatively good self-reported health behaviour. The individuals reported high quality of life, high amount of physical activity and low alcohol intake. A majority reported good osteoporosis knowledge, a high sense of coherence (mean = 74) and high activity-specific balance confidence (mean = 81). Furthermore, hierarchical cluster analysis indicated a typology of two subgroups where 75% matched a health-resilient group while 25% matched a health-vulnerable group. The vulnerable group had a significantly lower sense of coherence SOC (p = 0.02) and activity-specific balance confidence, ABC (p = 0.001). This pattern was confirmed from behavioural aspects but only regarding one traditional risk factor namely the history of fractures. The health-vulnerable group achieved a significantly weaker physical profile, less reported time spent outdoors and lower quality of life. The differences found between the subgroups indicate that this typology, as a complement to models based upon relative risk like FRAX, can be relevant for widening perspectives in future research and clinical practice of fracture prevention in osteoporosis.

Promoting Health Behavior Change in Canada: A Quality Improvement Project Integrating Prevention and Wellness in Frontline Care

Background: The critical need for Health Behaviour Change (HBC) for preventative care has been highlighted by the COVID-19 pandemic. This quality improvement project assessed the effectiveness and acceptability of Fountain of Health HBC tools as a minimal intervention for primary and secondary prevention among Canadian clinicians and their patients. Methods: Clinicians received HBC education and tools (paper tools and app-based) to assist their patients in setting a S.M.A.R.T (Specific, Measurable, Action-oriented, Realistic, Time-limited) goal at baseline and assessed four weeks later. Primary outcome measures were: 1) patient self-report of success at goal attainment;2) patient self-reported evaluation of change in well-being and health attitudes;and 3) clinician experience and engagement. Results: A total of 2184 clinicians received HBC education. Of these, 759 clinicians registered to participate in the project. 961 patients set S.M.A.R.T. HBC goals using either the paper tools (PT) or the app format. Patient data revealed nearly all patients (89% of PT users and 90% of app users) at least partially succeeded in attaining their goal at a four-week follow-up. Most patients (85% of PT and 80% of app users) also reported improvement in their well-being. A significant difference in health beliefs and attitudes was found in both PT (p < 0.001) and app users (p = 0.003). Conclusions: HBC is challenging. Educating and providing clinicians with HBC tools as a minimal intervention was found to be a successful health prevention strategy to improve patient well-being and health attitudes, and achieve S.M.A.R.T. goals. Results show HBC tools, education, and support for clinicians are both acceptable and effective for HBC in frontline care. These findings are relevant and timely given greater reliance on virtual care in the wake of the COVID-19 pandemic. Further research with rigorous methodology is needed to implement programs to achieve sustainable HBC to promote health on a large scale.

Prediabetes and cardiovascular complications study:Highlights on gestational diabetes, self-management and primary health care

International collaboration on the prediabetes and cardiovascular complications study started in 2013.In 2017,a reflection was reported.Incompleteness of documentation and screening of antenatal cases for gestational diabetes mellitus(GDM)was concerning.Hence,further observations have been made that warrant an update.The objective of this review is to highlight gaps between clinical knowledge and practice in GDM,diabetes self-management and primary health care(PHC)for rural dwellers.We followed a descriptive field notes method.Antenatal records of patients screened for GDM with incomplete documentation were examined to determine incompleteness of data in those that also met the criteria for GDM risk assessment.Experiences on development of a diabetes register and education and notes on behavioural change wheel were also reviewed.Other data included cross-sectional evaluation of activities of daily living at two private hospitals.Up to 29%had high GDM risk factors,which fulfilled selection criteria for laboratory screening.Demographic data was complete in all women;however,incomplete documentation was observed with as much as 98%of basic data.High levels of physical activity were found in the population,and health lectures proved effective in food choices.The workforce need for diabetes care seems underestimated,but this may be better understood with reactivation of PHC services.The observations highlight behavioural change wheel issues on GDM and PHC services that need concerted focus.Two proposals are to advance the use of a‘risk assessment and screening sheet’for GDM screening and enlightenment of stakeholders on the central hub role of PHC in diabetes management.

Health, lifestyle and health care utilization among health professionals

Health care workers are responsible for the execution of the health policy of a nation, yet little if any empirical evidence is there on health, lifestyle, health choices, and health conditions of health care workers in the rural parish of Hanover, Jamaica. The current study examines health, lifestyle and health behaviour among health professional in Hanover. The current study has a sample of 212 respondents. A 26- item questionnaire was used to collect the data. Data from the questionnaires were coded and entered into a micro-computer and analysis done using SPSS for Widows Version 15.0 soft- ware. The Chi-square test was used to test association between non-metric variables. A p-value &amp;amp;amp;lt;0.05 (two-tailed) was selected to indicate statistical significance. It was found that 16.0% of respondents had diabetes mellitus (2.8% of males compared to 19.8% females);22.6% had hypertension (25.5% of female and 12.8% of males);0.5% breast cancer;0.5% stomach cancer;1.9% enlarged heart;and 0.5% ischemic heart disease. Forty-three percentage points of the sample was overweight, 33.5% obese and 24.1% had a normal weight. Over 15% of nurses and doctors were obese compared to 38% of ancillary staffers. Twenty percentage points of respondents consume alcohol on a regular basis;15.6% do no regular physical exercise, 42.4% add sweetening to their hot beverages, and 4.7% were smokers. There is a need for public health practitioners to formulate a health intervention programme that will target people in Hanover, but also specific groups such as doctors, nurses, administrative, ancillary staffers and technical staffers.

Understanding the Lifestyle Correlates with Chronic Constipation and Self-Rated Health

The objective of this study is to evaluate the healthy and unhealthy behaviors as risk factors for chronic constipation and self-rated health status. Eight hundred tenth students enrolled from a university in Miaoli city, Taiwan. Chronic constipation was assessed using Chinese questionnaire. Information of unhealthy and healthy lifestyles was interviewed by constructed questionnaire. Thirty-six percentage of university students were assessed as chronic constipation. Using multivariate logistic regression adjusted for age, sex, race and BMI, we found chronic constipation significantly correlated with frequency of consumption from snack, fast food, fried food, daily consumption of water, physical activity and junk food used as regular food. Moreover, these unhealthy behaviors significantly correlated with self-rated health status. Students with chronic constipation had poor self-rated health status. It is urgent to create healthy behaviors to reduce the risk for chronic constipation or upgrade self-rated health status in university students.

Knowledge and health seeking behavior for malaria among the local inhabitants in an endemic area of Ethiopia: implications for control

This cross-sectional study was conducted to assess the knowledge and health seeking behavior for malaria among the local inhabitants in an endemic area of Ethiopia: Implications for control. 98.6% and 80.7% of respondents had awareness about malaria and the cause (‘mosquito bite’) of malaria, respectively. 186 (81.6%) respondents seek treatment for a febrile disease from health care facilities. Chi-square analysis revealed a strong association between the edu- cational status of respondents and the measures they take to prevent malaria (Х2 = 58.7;df = 16;p < 0.001). The findings clearly suggest that the majority of the respondents had adequate knowledge and enviable health seeking behaviour. However, still a sizable faction had misconception and undesirable health seeking behaviour. It’s a major barrier to implement effective malaria control strategies in the resource- limited settings particularly in country like Ethiopia. In this context, appropriate communication strategies apparently inevitable. Therefore, appropriate communication strategies should be designed to promote the knowledge and health seeking behaviour of vulnerable section of the society in this vicinity.

Wearable activity trackers and health awareness: Nursing implications

Purpose:Wearable devices are commonly used to measure physical activity.However,it remains unclear the effect of wearing these devices on health awareness.Our aim was to provide evidence related to wearing physical activity trackers and health awareness.Methods:A quantitative comparison study design was used comparing participants who wore physical activity tracking devices(n=108)and those who did not(n=112).A paper-based Physical Health Knowledge survey designed for the purpose of this research was used for data collection in 2018.Results:A difference between participants who wore physical activity tracking devices and those that did not was identified in relation to activity levels and physical health awareness.Wearable devices are suggested as an opportunity for nurses to engage people in physical activity with the potential to improve their health awareness.Conclusions:Nurses are well placed in the healthcare landscape to work with patients who own an activity tracker device concerning increasing activity self-monitoring.This information the patient has from the device can also form the basis of health discussions between nurses and the people in their care.

Parents’ and caregivers’ attitudes towards malaria, and health care seeking practices for their febrile children in a hospital in north-eastern Nigeria

Despite the very high burden of malaria among children in Borno state, the proportion of those who receive standard treatment has been very low. This study aimed to determine malaria knowledge, attitude towards prevention, and health care seeking behaviours of parents or caregivers of children presenting with fever at the paediatric clinic of a secondary-level hospital in Maiduguri, Borno state, Nigeria. A cross-sectional study design was used to obtain information from the respondents. Data were collected using a structured questionnaire, from the parents or caregivers of children presented to the Paediatric clinic with history of fever, and analysed in SPSS. A total of 331 respondents were finally recruited into the study. The ages of the children ranged from one to fourteen years. Some of them (15.3%) were internally displaced persons (IDPs). As many as 90.7% and 91.9% of the respondents believed that malaria is a life-threatening illness, and ITNs could prevent malaria, respectively. Less than a half of them (42.3%) had immediately brought their children to the hospital once they detected the fever. At the hospital, only 202 (60.7%) of the children had had malaria parasite test done on them, of which 89.1% tested positive. Permanent residents were more likely to promptly take their children to the hospital, one they detected fever, compared to IDPs ( 2=12.401, df =1, p=0.002). There is the need for promoting early presentation of febrile children to health centres, and also promoting routine malaria tests for febrile persons.

Mental health and preventive behaviour of pregnant women in China during the early phase of the COVID-19 period

Background:The COVID-19 has caused significant toll over the globe.Pregnant women are at risk of infection.The present study examined the frequency of washing hands with soap and wearing face mask when going out,prevalence of depression and anxiety,and identified their associated factors among pregnant women during the early phase of COVID-19 outbreak in China.