Associations of PNPLA3 and LEP genetic polymorphisms with metabolic-associated fatty liver disease in Thai people living with human immunodeficiency virus

BACKGROUND The prevalence of metabolic-associated fatty liver disease(MAFLD)is a growing public health issue in people living with human immunodeficiency virus(PLWH).However,the pathophysiology of MAFLD is still unknown,and the role of genetic variables is only now becoming evident.AIM To evaluate the associations of gene-polymorphism-related MAFLD in PLWH.METHODS The study employed transient elastography with a controlled attenuation parameter≥248 dB/m to identify MAFLD in patients from a Super Tertiary Hospital in central Thailand.Candidate single-nucleotide polymorphisms(SNPs)were genotyped using TaqMan®MGB probe 5'nuclease assays for seven MAFLD-related genes.Statistical analyses included SNP frequency analysis,Fisher's Exact and Chi-square tests,odds ratio calculations,and multivariable logistic regression.RESULTS The G-allele carriers of PNPLA3(rs738409)exhibited a two-fold rise in MAFLD,increasing by 2.5 times in MAFLD with human immunodeficiency virus infection.The clinical features and genetic patterns imply that LEP rs7799039 A-allele carriers had a nine times(P=0.001)more significant chance of developing aberrant triglyceride among PLWH.CONCLUSION The current study shows an association between PNPLA3 rs738409 and LEP rs7799039 with MAFLD in PLWH.

Hepatitis C virus eradication in people living with human immunodeficiency virus:Where are we now?

Hepatitis C virus(HCV)/human immunodeficiency virus(HIV)co-infection still involves 2.3 million patients worldwide of the estimated 37.7 million living with HIV,according to World Health Organization.People living with HIV(PLWH)are six times greater affected by HCV,compared to HIV negative ones;the greater prevalence is encountered among people who inject drugs and men who have sex with men:the risk of HCV transmission through sexual contact in this setting can be increased by HIV infection.These patients experience a high rate of chronic hepatitis,which if left untreated progresses to end-stage liver disease and hepato-cellular carcinoma(HCC)HIV infection increases the risk of mother to child vertical transmission of HCV.No vaccination against both infections is still available.There is an interplay between HIV and HCV infections.Treatment of HCV is nowadays based on direct acting antivirals(DAAs),HCV treatment plays a key role in limiting the progression of liver disease and reducing the risk of HCC development in mono-and coinfected individuals,especially when used at an early stage of fibrosis,reducing liver disease mortality and morbidity.Since the sustained virological response at week 12 rates were observed in PLWH after HCV eradication,the AASLD has revised its simplified HCV treatment algorithm to also include individuals living with HIV.HCV eradication can determine dyslipidemia,since HCV promotes changes in serum lipid profiles and may influence lipid metabolism.In addition to these apparent detrimental effects on the lipid profile,the efficacy of DAA in HCV/HIV patients needs to be considered in light of its effects on glucose metabolism mediated by improvements in liver function.The aim of the present editorial is to describe the advancement in HCV treatment among PLWH.

The Role of Library and Information Science Education in the Development of Community Health Information Services for People Living with HIV/AIDS: Perspectives of Directors and Managers of Public Libraries

This article identifies the role of library and information science (LIS) education in the development of community health information services for people living with HIV/AIDS (PLWHA). Preliminary findings are presented from semi- structured qualitative interviews that were conducted with eleven directors and managers of local branches in the Knox County Public Library (KCPL) System that is located in the East Tennessee region in the United States. Select feedback reported by research participants is summarized in the article about strategies in LIS education that can help local public librarians and others in their efforts to become more responsive information providers to PLWHA. Research findings help better understand the issues and concerns regarding the development of digital and non-digital health information services for PLWHA in local public library institutions.

Intelligent Video Surveillance System for Elderly People Living Alone Based on ODVS

Intelligent video surveillance for elderly people living alone using Omni-directional Vision Sensor (ODVS) is an important application in the field of intelligent video surveillance. In this paper, an ODVS is utilized to provide a 360° panoramic image for obtaining the real-time situation for the elderly at home. Some algorithms such as motion object detection, motion object tracking, posture detection, behavior analysis are used to implement elderly monitoring. For motion detection and object tracking, a method based on MHoEI(Motion History or Energy Images) is proposed to obtain the trajectory and the minimum bounding rectangle information for the elderly. The posture of the elderly is judged by the aspect ratio of the minimum bounding rectangle. And there are the different aspect ratios in accordance with the different distance between the object and ODVS. In order to obtain activity rhythm and detect variously behavioral abnormality for the elderly, a detection method is proposed using time, space, environment, posture and action to describe, analyze and judge the various behaviors of the elderly in the paper. In addition, the relationship between the panoramic image coordinates and the ground positions is acquired by using ODVS calibration. The experiment result shows that the above algorithm can meet elderly surveillance demand and has a higher recognizable rate.

Study on Water Consumption Coefficient of People's Living and Its Regional Disparity in the North of China

By employing the information-reshufflingmethod that integrates census data, precipitation dataand inquiry data of water consumption, this paperdiscusses 5 (water consumption coefficient of people’sliving) in allusion to different precipitation zones anddifferent periods of time. The study shows that 5-(water consumption coefficient of urban people’sliving), 5. (water consumption coefficient of ruralpeople’s living) and increase with time passing, andthe increasing extent of 5 is 1.84, 2.62, 2.84 and 2.68times respectively from the west to the east, whichresults from the total quantity of water resources andthe speed of urbanization. 5- and 5. of eachprecipitation zone increased with 5- increasing morequickly than 5., and the difference between the twoalso increased when time passed. In the past fifty years(1950-2000), the increasing extent of 5- was 1.71,2.96, 2.41 and 2.33 times respectively from the westto the east, in which 200-400mm precipitation zoneincreased more than others. Meanwhile the increasingextent of 5. is 1.55, 1.60, 1.53 and 1.64 timesrespectively from the west to the east with eachprecipitation zone increasing similarly. The change of5-is due to the speed of urbanization and the stabilityof water resources. This study provides basis forcalculating the water demand of people’s living andrevealing the impact of water demand of people’s livingon ecological drought in different zones.

Assessment of the Level of Knowledge, Attitude, and Practice with Regard to Care of People Living with HIV/AIDS among Nursing and Midwifery Students in Fako, Cameroon

Due to the chronic shortage of health personnel, nurses and midwives now play a fundamental role in the care and treatment of people living with HIV/ AIDS (PLHIV) in Cameroon. This study was therefore designed to assess the level of knowledge, attitude and practice with regard to care of PLHIV among nursing and midwifery students in Fako division of Cameroon. A survey was performed between May and July 2015, among 227 nursing and midwifery students (in their second to final year of study), selected from 8 government accredited training institutions in Fako division of Cameroon. An anonymous self-administered semi-structured questionnaire was used to collect data. The Pearson’s chi-square test, univariate and multivariate logistic regression analyses adjusting for possible confounders were all performed as part of the statistical analyses. The cutoff of statistical significance was set at p ≤ 0.05. Nursing and midwifery students had a moderate level of HIV/AIDS knowledge (average score of 7.02 on a scale of 11). Attitude towards PLHIV was generally positive (68.7%) but there were some misconceptions and prejudice about PLHIV, with considerable stigmatization (31.3%), unwillingness to share a room with someone infected with HIV (27.7%), and unwillingness to work on PLHIV (23.8%). Good HIV/AIDS knowledge was observed to be the sole independent predictor (p = 0.004) of positive attitude towards PLHIV. Fur-thermore the confidence of the respondents regarding care of PLHIV was generally moderate. Our results suggest the need for the development of a more appropriate education program in nursing and midwifery institutions in Fako division to reduce the discrepancies between the general knowledge, attitude and practice regarding care of PLHIV.

Determination of a Cut-Off Point of a Scale for Achievement Motive in Geriatrics That Predicts the Frequency of Undertaking Instrumental Activities of Daily Living in Community-Dwelling Elderly People

Background: Among elderly people, rehabilitation is important for reducing the risk of falls and hospitalization and to maintain an independent life for longer. Motivation is a factor for elderly people to lead an active daily life and leave home more frequently. Purpose: The purposes of this study were to determine the optimal cut-off point in the Scale for Achievement Motive in Geriatrics (SAMG) that could identify individuals as inactive or active, based on the Frenchay Activities Index (FAI), and to compare characteristics between active and inactive groups classified by the cut-off point. Methods: A cross-sectional study of 285 community-dwelling elderly people measured SAMG and FAI and physical function. Receiver operating characteristic (ROC) analysis was used to calculate the area under the curve (AUC) that was the optimal cut-off point for the SAMG total score, with the associated sensitivity and 1-specificity when compared with the FAI results. Demographic parameters and physical function were compared between two groups defined by cut-off point. Results: The AUC was 0.78, the optimal cut-off for SAMG total score for indicating inactivity was ≤48, the sensitivity was 77.98% and the 1-specificity was 75.00%. The group with SAMG score >48 was characterized by a significantly higher proportion of women, fewer people sharing a house, and participation in more hobbies. Discussion: A cut-off point of 48 in the SAMG could be a predictive index of motivation toward goals for individuals with inactive daily activities. The group with score higher than the cut-off was characterized by more women, fewer people living together, and more hobbies than the group with lower scores.

Stigma and Discrimination against People Living with HIV and AIDS in Malawi

A study was conducted to explore stigma and discrimination among people living with HIV and AIDS who were on home based care in the Lilongwe district of Malawi. The study design was descriptive through sectional and utilized qualitative data collection and analysis method. Fifteen people living with HIV and AIDS, aged between 15 and 60 years were purposively sampled from three organizations, which were: Light House, National Association for people living with HIV and AIDS in Malawi and Lilongwe Diocese. Qualitative data were collected using an open ended interview guide during in-depth face to face interviews with the participants. The data were analysed using ATLAS. ti 5.0. Results show that all the participants were facing stigma and discrimination because they were living with HIV and AIDS. Distant relatives were the main source of stigma and discrimination followed by friends and church members. Most participants indicated that they felt they were discriminated because HIV infection is associated with bad behaviours such as prostitution or promiscuity. However some of them complained that they contracted the virus from their married partners and hence they did not deserve to be stigmatized or discriminated against. Results show that there is a need for creation of awareness among community members on the transmission of HIV and the need for home based care for the chronically ill people living with HIV and AIDS.

National trend of heart failure and other cardiovascular diseases in people living with human immunodeficiency virus

BACKGROUND As people living with human immunodeficiency virus(HIV)(PLWH)enjoy longer life expectancy with highly effective antiretroviral therapy,they are encountering challenging cardiovascular health risks.AIM To retrospectively examine the increasing burden of cardiovascular diseases in PLWH over the past decade.METHODS All hospitalizations for heart failure(HF),ischemic heart disease(IHD),and cerebrovascular disease(CeVD)in PLWH were identified using the International Classification of Diseases,Ninth Revision,Clinical Modification(ICD-9-CM)and ICD-10-CM codes in the National Inpatient Sample from 2008 to 2018.Outcomes included number of hospitalizations,in-hospital mortality,length of stay,and total hospital charge.Trend of the outcomes from 2008 to 2018 were analyzed using Cochran-Armitage_(trend)test and simple linear regression.RESULTS The number of hospitalizations for HF in PLWH increased from 4212 in 2008 to 6700 in 2018(P_(trend)<0.01).Similar increasing_(trend)was seen with those for IHD and CeVD over the decade(P_(trend)<0.01).A decreasing_(trend)of in-hospital mortality was observed in all hospitalizations of PLWH(P_(trend)<0.01)and CeVD in PLWH(P_(trend)<0.01),but not in those for HF(P_(trend)=0.67)and IHD(P_(trend)=0.13).The_(trend)of length of stay was decreasing in all hospitalizations of PLWH(P_(trend)<0.01),but increasing in those for HF in PLWH(P_(trend)<0.01).An increasing_(trend)of total hospital charge was observed in hospitalizations for HF,IHD,and CeVD(P_(trend)<0.01).CONCLUSION The burden of cardiovascular diseases has significantly increased in hospitalizations of PLWH from 2008 to 2018.Continued efforts are needed to address the additional cardiovascular risks in this vulnerable population.

Recently acquired hepatitis C virus infection among people living with human immunodeficiency virus at a university hospital in Taiwan

BACKGROUND Little is known about the engagement in hepatitis C virus(HCV)care and completion of HCV treatment in people living with human immunodeficiency virus(HIV)(PLWH)who have HCV coinfection in the Asia-Pacific region.Examining the HCV care cascade can identify barriers to the completion of HCV treatment and facilitate achievement of HCV micro-elimination in PLWH.AIM To investigate the care cascade of incident HCV infections among PLWH in Taiwan.METHODS PLWH with incident HCV infections,defined as HCV seroconversion,were retrospectively identified by sequential anti-HCV testing of all archived blood samples at National Taiwan University Hospital between 2011 and 2018.All PLWH with incident HCV infections were followed until December 31,2019.The care cascade of HCV examined included all incident HCV-infected patients,the percentages of anti-HCV antibodies detected by HIV-treating physicians in clinical care,plasma HCV RNA load tested,HCV RNA positivity diagnosed,referral to treatment assessment made,anti-HCV treatment initiated,and sustained virologic response achieved.Those who had HCV seroconversion during the interferon(IFN)era(2011–2016)and the direct-acting antiviral(DAA)era(2017–2018)were analyzed separately.The duration of HCV viremia—from the date of seroconversion to viral clearance by treatments or until the end of observation—and the incidence of sexually transmitted infections(STIs)during the HCV viremic period were estimated.RESULTS During the study period,287 of 3495(8.2%)PLWH(92.3%being men who have sex with men)who were HCV-seronegative at baseline developed HCV seroconversion by retrospective testing of all archived blood samples.Of the 287 incident HCV infections,277(96.5%)had anti-HCV antibodies detected by HIV-treating physicians,270(94.1%)had plasma HCV RNA determined and 251(87.5%)tested positive for HCV RNA.Of those with HCV viremia,226(78.7%)were referred to treatment assessment,215(74.9%)initiated anti-HCV treatment,and 202(70.4%)achieved viral clearance.Compared with that in the IFN era,the median interval from HCV seroconversion by retrospective testing to detection of HCV seropositivity by HIV-treating physicians was significantly shorter in the DAA era{179 d[interquartile range(IQR)87-434]vs 92 d(IQR 57-173);P<0.001}.The incidence rate of STIs in the DAA vs the IFN era was 50.5 per 100 person-years of follow-up(PYFU)and 38.5 per 100 PYFU,respectively,with an incidence rate ratio of 1.31(95%confidence interval 0.96-1.77),while the duration of HCV viremia was 380 d(IQR 274-554)and 735 d(IQR 391-1447)(P<0.001),respectively.CONCLUSION While anti-HCV therapies are effective in achieving viral clearance,our study suggests more efforts are needed to expedite the linkage of PLWH diagnosed with incident HCV infections to HCV treatment.

Living Arrangement of Older People: A Study of Community Living Elderly from Nepal

Background: Aging has caused changes in the structure of families that raises reflections on the sustainability of the traditional models of family care for older adults. The aim of this article is to analyze the situation of living arrangements of Nepalese older people. Methods: This study is a secondary analysis of structured interview data collected by the Central Department of Population Studies at Tribhuvan University (TU) via a cross-sectional survey of community-dwelling persons aged 60+ in the Pharping area of Kathmandu. For this study, there were 1326 valid responses. Results: Findings show over four-fifths of respondents (81.3%) were living with family members, far more than with a spouse only (11.6%), alone (6.2%), and others (0.9%). The proportion of Populace residing alone tends to increase with the increase in age of respondents;more widowers tend to live alone compared to those in marital unions;more elderly males without living children tend to live alone compared to those who have at least one living child. The sex of the respondents, marital status, ethnicity, income situation, and feeling of insecurity have significant differences in the living arrangement of older people in this study. Conclusion: Traditionally, Nepalese older adults are contented to live with their family members. The government of Nepal should promote the traditional living arrangements of older people through some incentives providing for family members taking care of their senior citizens.

Evaluation of Quality of Healthcare Service Avaeilable to People Living with HIVIAIDS： Evidence from Enugu State

The study evaluated the quality of healthcare services given to PLWHA （people living with HIV/AIDS） in different communities of Enugu State of Nigeria. Descriptive cross sectional survey design was employed for the study. The participants were PLWHA attending health facilities in different communities in the state. A sample of 180 PLWHA who participated in the study were selected using a multi-stage sampling procedure and were interviewed at community level. The data were analyzed using descriptive statistics. The results showed that 82.2% of the respondents were cared for by government health facilities, 75% were of the opinion that the health workers in those places do not discriminate against them, 81.7% felt that they were being given high quality healthcare, 82.8% stated that their drugs were readily available, 75% were of the opinion that the physical facilities in their care centers were adequate, 84.4% felt that grievance redressing were good while 90% felt that their healthcare providers maintain confidentiality about their conditions. It was concluded from the findings that quality of care provided to PLWHA in communities was of good quality as perceived by PLWHA and that the national antiretroviral programmes are making drugs available and affordable in the state. It was then recommended that all levels of government in the nation should strengthen the programmes on HIV prevention and control to maintain the continuity of care to PLWHA.

Epidemiology of Lower Extremity Artery Disease in People Living with HIV Followed at the Departmental University Hospital Center Ouémé-Plateau in 2019

Introduction: Lower extremity artery disease (LEAD) is a serious cardiovascular disease. People living with the human immunodeficiency virus (HIV) are at risk. The aim of the study was to determine the prevalence of LEAD and identify the associated factors among people living with HIV who were followed at the departmental university hospital Ouémé-Plateau in Benin. Methods: This was a cross-sectional study. It included all HIV-infected people who were monitored at the department of medicine of the target hospital during the study period and met the inclusion criteria (followed for at least three months, aged at least 25 years, and having given their written consent to participate). Data were collected during an individual interview, followed by the measurement of parameters. The ankle brachial index ≤ 0.9 was used for the diagnosis of LEAD. Associated factors were searched through a multivariable logistic regression. Results: The prevalence of LEAD was 34.2% among 222 respondents having a mean age was 42.9 ± 10.8 years and a female predominance (77.5%). No significant association was found between the presence of LEAD and sociodemographic factors. The presence of LEAD was significantly associated with hypertension and antiretroviral therapy. Hypertensive patients had a higher risk of LEAD compared to non-hypertensive patients (OR = 1.98, 95% CI [1.04-3.83], p = 0.037). Those who were receiving second-line therapy also had a higher risk of LEAD compared to those on first-line therapy (OR = 2.95, 95% CI [1.14-7.60], p = 0.025). Conclusion: This study showed a high prevalence of LEAD especially among hypertensive patients and those who were receiving second-line antiretroviral therapy. LEAD diagnosis and management should be included in the routine care of people living with HIV in Benin.

The Prevalence of Drug-Resistant Tuberculosis among People Living with HIV (PLHIV) in Abia State

Tuberculosis (TB) is a chronic disease caused by mycobacterium tuberculosis and transmitted from person to person, through inhalation of droplet nuclei aerosolized by coughing of an infected person. It reached epidemic proportions in Europe and North America during the 18th and 19th centuries. The incubation period is 2 - 6 weeks and the control has been complicated with emergence of HIV and drug-resistant TB. In 1993, World Health Organization (WHO) declared TB a global emergency. However, despite the concerted effort of National TB control programs, adoption and implementation of Stop TB strategy, TB has remained a major public health challenge with high mortality rate, especially in developing countries. Methodology: This is a descriptive study, evaluated using the positivist/quantitative approach. The study was conducted at FederalMedical Centre Umuahia, a tertiary specialist hospital with comprehensive TB/HIV treatment services. All the presumptive drug-resistant TB cases and symptomatic PLHIV were screened for HIV and their sputum specimens were tested for tuberculosis using the Gene xpert and the Ziehl- Neelsen technique for detecting Acid Fast bacilli. A pretested structured questionnaire was used tocollect the demographic data and other essential data from the presumptive TB and laboratory registers such as total number of TB presumptive cases registered HIV status, AFB status and rifampicin status within the study period. Result: A total of 493 presumptive TB cases were screened in the study, 49.9% were HIV positive while 50.05% were HIV negative. More so, 77.85% of thescreened cases were AFB negative and 22.15% were AFB positive. Moreover, 11% of the TB/HIV co-infected patients were rifampicin positive. Interestingly among the 493 cases screened with gene xpert machine, 3.6% were rifampicin positive. Furthermore, 3.6% of the HIV negative cases were rifampicin positive while 1.6% of the HIV positive cases were rifampicin positive. Discussion: The data depict lower rifampicin resistance among HIV positive cases than HIV negative cases. The implication for public health professionals is to intensify equitable and unbiased search for resistant TB cases among smear negative and positive cases.

Can People Living With HIVIAIDS Be Teachers?

HIV is still a sensitive topic in China,which was once again thrust into the spotlight in September when a young aspiring teacher launched a lawsuit against local authorities in southwest China’s Guizhou Province for employment discrimination. The candidate,who went by the alias Xiao Hai,tested positive for HIV during a mandatory employment medical examination

Low-carbon Living Environment Design

Based on the review of the influence of human activity on global environment,and recognition of current climate warming,it is considered that human activity is the primary reason and climate change has caused serious global environmental problems and threatened human's survival and development.After the introduction of low carbon and conclusion of the main contents and development of researches,it has emphasized that low-carbon urban living mode is an important component of low-carbon urban planning.In view of the situation of China,the main content of low-carbon urban living mode has been illustrated from the perspective of low-carbon life behavior,low-carbon life consumption and carbon budget life mode.On this basis,the purpose and significance of low-carbon living environment design,design principles and requirements,low-carbon life measures have been analyzed.

Living Conditions and Palliative Care Needs among End-of-Life Former Commercial Plasma Donors Affected with HIV/AIDS in Rural Henan of China

Objective China began providing antiretroviral therapy to people living with HIV/AIDS （PLWHA） in 2003. This study was to investigate the living conditions, including quality of life and happiness, and need for palliative care of end-of-life PLWHA in rural Henan. Methods One hundred end-of-life AIDS patients were selected from Weishi, Zhenping and Tanghe counties in Henan, using convenience sampling. The World Health Organization Quality of Life for HIV （WHOQOL-HIV） BREF Chinese Version was used to measure the quality of life and the Memorial University of Newfoundland Scale of Happiness （MUNSH） was employed to measure subjective welfare. Qualitative interviews and focus group discussions were undertaken to learn about the palliative care provided and the specific needs of the end-of-life patients. Results Patients’ overall quality of life was moderate （12.62±1.97）. Highest scores were in the spirituality/religion/personal beliefs, higher than the average scores in the Chinese population （P0.01）, while psychological （13.58±2.06） and environment （12.50±3.28） domain scores were similar to the latter （P0.05）. Both independence （12.15±2.15） and physiological （14.04±3.16） domain scores were lower than the average of the people living with HIV/AIDS in other studies （P0.01）; however, all were in the moderate range. The average MUNSH score was 21.00±6.20, which was also moderate. The in-depth interviews indicated that the Henan Provincial Government’s policy of treatment and care had a beneficial impact on end-of-life AIDS patients, although the care components could be improved. Conclusions Living conditions of the end-of-life AIDS patients were moderate, and the HIV/AIDS palliative care model used was beneficial to them. Care could be improved by assisting the family unit as a whole.

Ethical Dilemma Factor in Regarding Physical Restraints to Elderly of Female Nurses with the Living Together Experience

Purpose: The aim of this study was to illuminate the connotation of “dilemma” regarding the use of physical restraint on elderly patients as represented by female nurses working in general wards at community hospitals who also live with elderly adults at home. Method: The study used the questionnaire method with an independently prepared questionnaire. Participants: The objective of the study was explained to the persons in charge of nursing in the selected 17 hospitals, and 1929. Finally, this study of participants were 524 female nurses working in general 54 wards (excluding the emergency wards of psychiatry, pediatrics, obstetrics, outpatients, operating rooms, and intensive care units) at community hospitals who also live with elderly adults at home. Results and conclusions: Cronbach’s overall coefficient for the 20 items of dilemma was high (0.78) and the factor analysis extracted four dilemma factors as having a characteristic value of 1 (Kaiser-Meyer-Olkin measure value = 0.81) with a cumulative contribution ratio of 64.5%. The high Cronbach’s for these items (0.86, 0.88, 0.87 and 0.81) confirmed the internal consistencies. With respect to the dilemma where nurses working in general wards at community hospitals who also live with elderly adults at home are faced with the physical restraint of elderly persons, four factors in the clarification of the dilemma were extracted: accomplishment of medical-treatment and accident prevention, characteristic features in nursing for elderly patients with dementia, healthcare professional relationship in nursing for elderly patients with dementia, and priorities on the accident prevention for elderly patients with dementia. Therefore, the construction of four systems to cope with these dilemmas is suggested. These systems would enable practising nurses to: (i) institution of policies to encourage discussion between nurses and other medical staff to reach consensus on treatment;(ii) allocating elderly care specialists to wards to promote alternatives to restraints;(iii) establishment of safety standards to define nurses’ responsibilities;and (iv) institution of continuous ethical education for nurses.

Deep Transfer Learning-Enabled Activity Identification and Fall Detection for Disabled People

The human motion data collected using wearables like smartwatches can be used for activity recognition and emergency event detection.This is especially applicable in the case of elderly or disabled people who live self-reliantly in their homes.These sensors produce a huge volume of physical activity data that necessitates real-time recognition,especially during emergencies.Falling is one of the most important problems confronted by older people and people with movement disabilities.Numerous previous techniques were introduced and a few used webcam to monitor the activity of elderly or disabled people.But,the costs incurred upon installation and operation are high,whereas the technology is relevant only for indoor environments.Currently,commercial wearables use a wireless emergency transmitter that produces a number of false alarms and restricts a user’s movements.Against this background,the current study develops an Improved WhaleOptimizationwithDeep Learning-Enabled Fall Detection for Disabled People(IWODL-FDDP)model.The presented IWODL-FDDP model aims to identify the fall events to assist disabled people.The presented IWODLFDDP model applies an image filtering approach to pre-process the image.Besides,the EfficientNet-B0 model is utilized to generate valuable feature vector sets.Next,the Bidirectional Long Short Term Memory(BiLSTM)model is used for the recognition and classification of fall events.Finally,the IWO method is leveraged to fine-tune the hyperparameters related to the BiLSTM method,which shows the novelty of the work.The experimental analysis outcomes established the superior performance of the proposed IWODL-FDDP method with a maximum accuracy of 97.02%.