Mobile communication and the Internet of Things(IoT)technologies have recently been established to collect data from human beings and the environment.The data collected can be leveraged to provide intelligent services...Mobile communication and the Internet of Things(IoT)technologies have recently been established to collect data from human beings and the environment.The data collected can be leveraged to provide intelligent services through different applications.It is an extreme challenge to monitor disabled people from remote locations.It is because day-to-day events like falls heavily result in accidents.For a person with disabilities,a fall event is an important cause of mortality and post-traumatic complications.Therefore,detecting the fall events of disabled persons in smart homes at early stages is essential to provide the necessary support and increase their survival rate.The current study introduces a Whale Optimization Algorithm Deep Transfer Learning-DrivenAutomated Fall Detection(WOADTL-AFD)technique to improve the Quality of Life for persons with disabilities.The primary aim of the presented WOADTL-AFD technique is to identify and classify the fall events to help disabled individuals.To attain this,the proposed WOADTL-AFDmodel initially uses amodified SqueezeNet feature extractor which proficiently extracts the feature vectors.In addition,the WOADTLAFD technique classifies the fall events using an extreme Gradient Boosting(XGBoost)classifier.In the presented WOADTL-AFD technique,the WOA approach is used to fine-tune the hyperparameters involved in the modified SqueezeNet model.The proposedWOADTL-AFD technique was experimentally validated using the benchmark datasets,and the results confirmed the superior performance of the proposedWOADTL-AFD method compared to other recent approaches.展开更多
Statistics from a recent national sampling survey Indicate that per capita income is rising nationally For example.adjusted per capita family income in]992 for rural residents was more than three times as hugh as that...Statistics from a recent national sampling survey Indicate that per capita income is rising nationally For example.adjusted per capita family income in]992 for rural residents was more than three times as hugh as that of 1978:similarly,the income for urban residents was more than two times as high for the same period.Although the margin of increase favoured farmers,there still exists a large gap between the Income level of rural compared with urban residents.展开更多
Background: Multiple studies from the last five years have demonstrated that single-incision laparoscopic surgery cholecystectomy (SILS) is not only feasible but also produces a result comparable with that of conventi...Background: Multiple studies from the last five years have demonstrated that single-incision laparoscopic surgery cholecystectomy (SILS) is not only feasible but also produces a result comparable with that of conventional laparoscopic cholecystectomy (CLC). Methods and results: In this bicentric study, we used the Short Form (36) (SF-36) and Nottingham Health Profile (NHP) surveys to estimate and compare the post-operative quality of life up to the 28th post-operative day for 66 patients who had undergone either CLC (n = 32) or SILS (n = 34). Additionally, we investigated patient satisfaction with the cosmetic results after one year. The curves summarizing the eight sections in the physical sum scale and in the mental sum scale (SF-36) were the same within the confidence interval with a confidence level of 95%. Thus, post-operative quality of life could be assumed to be equivalent for the two groups. Evaluation of the NHP survey produced similar results. The perceived cosmetic results were significantly better for the SILS group (1.3 on a scale of 1 - 5 with 1 being the best) than for the CLC group (1.9) (p = 0.016). Conclusions: This study did not demonstrate better quality of life for the single-port procedure as it had been expected. Instead, the single-port procedure produced subjectively better cosmetic results.展开更多
Introduction: Lifelong Anti-Retroviral Therapy (ART) promotes good quality of life and health among HIV-positive men and women. However, simplified newer and effective ART has not increased retention in care, or long-...Introduction: Lifelong Anti-Retroviral Therapy (ART) promotes good quality of life and health among HIV-positive men and women. However, simplified newer and effective ART has not increased retention in care, or long-term ART adherence, especially among women. There are many factors that impede long-term adherence in women. This includes among other things female gender, depression, greater than once-daily dosing, longer time since HIV diagnosis, and patient beliefs. This study measures the quality of life in women whose ART durations range from one to fifteen years, using the standardized WHO Quality of Life questionnaire. Material and Methods: One hundred and fourteen women were divided into three groups based on ART duration. Group 1 had 37 women on ART for less than five years, Group 2 had 48 women on ART from 5 to 10 years and Group 3 had 29 women on ART for more than ten years. They were administered the WHO Quality of Life (QOL) questionnaire, which assesses QOL in six domains. QOL was considered poor in scores between 4 - 9.9, medium in scores of 10 - 14.9 and good in scores of 15 - 20. Results: Scores in all 3 groups were more than 85% in five domains and around 74.5% in the psychological domain. Domain mean scores were Physical 18 (CI 17.63 - 18.37), Psychological 14.9 (CI 14.55 - 15.25), Independence 18.6 (CI 18.33 - 18.87), Social relationships 17.5 (CI 17.07 - 17.93), Environmental 17.6 (CI 17.25 - 17.95), Spiritual, Religious, Personal beliefs, 17.4 (CI 16.93 - 17.87). Scores for women on long-term ART (Group 3) are not different from the other 2 groups and the p-values were not statistically significant. Conclusion: Women on long-term ART fare extremely well compared to other groups with more than 93% showing good QOL and none showing poor Quality of Health in spite of being on ART for a longer period of time than the other two groups. Despite a multitude of impeding factors, women who continue ART faithfully and consistently enjoy a good quality of health and life. Adequate preparation and a supportive health system are essential for ensuring long-term adherence, but the attitude and commitment of women are also critical.展开更多
基金The authors extend their appreciation to the King Salman Center for Disability Research for funding this work through Research Group no KSRG-2022-030.
文摘Mobile communication and the Internet of Things(IoT)technologies have recently been established to collect data from human beings and the environment.The data collected can be leveraged to provide intelligent services through different applications.It is an extreme challenge to monitor disabled people from remote locations.It is because day-to-day events like falls heavily result in accidents.For a person with disabilities,a fall event is an important cause of mortality and post-traumatic complications.Therefore,detecting the fall events of disabled persons in smart homes at early stages is essential to provide the necessary support and increase their survival rate.The current study introduces a Whale Optimization Algorithm Deep Transfer Learning-DrivenAutomated Fall Detection(WOADTL-AFD)technique to improve the Quality of Life for persons with disabilities.The primary aim of the presented WOADTL-AFD technique is to identify and classify the fall events to help disabled individuals.To attain this,the proposed WOADTL-AFDmodel initially uses amodified SqueezeNet feature extractor which proficiently extracts the feature vectors.In addition,the WOADTLAFD technique classifies the fall events using an extreme Gradient Boosting(XGBoost)classifier.In the presented WOADTL-AFD technique,the WOA approach is used to fine-tune the hyperparameters involved in the modified SqueezeNet model.The proposedWOADTL-AFD technique was experimentally validated using the benchmark datasets,and the results confirmed the superior performance of the proposedWOADTL-AFD method compared to other recent approaches.
文摘Statistics from a recent national sampling survey Indicate that per capita income is rising nationally For example.adjusted per capita family income in]992 for rural residents was more than three times as hugh as that of 1978:similarly,the income for urban residents was more than two times as high for the same period.Although the margin of increase favoured farmers,there still exists a large gap between the Income level of rural compared with urban residents.
文摘Background: Multiple studies from the last five years have demonstrated that single-incision laparoscopic surgery cholecystectomy (SILS) is not only feasible but also produces a result comparable with that of conventional laparoscopic cholecystectomy (CLC). Methods and results: In this bicentric study, we used the Short Form (36) (SF-36) and Nottingham Health Profile (NHP) surveys to estimate and compare the post-operative quality of life up to the 28th post-operative day for 66 patients who had undergone either CLC (n = 32) or SILS (n = 34). Additionally, we investigated patient satisfaction with the cosmetic results after one year. The curves summarizing the eight sections in the physical sum scale and in the mental sum scale (SF-36) were the same within the confidence interval with a confidence level of 95%. Thus, post-operative quality of life could be assumed to be equivalent for the two groups. Evaluation of the NHP survey produced similar results. The perceived cosmetic results were significantly better for the SILS group (1.3 on a scale of 1 - 5 with 1 being the best) than for the CLC group (1.9) (p = 0.016). Conclusions: This study did not demonstrate better quality of life for the single-port procedure as it had been expected. Instead, the single-port procedure produced subjectively better cosmetic results.
文摘Introduction: Lifelong Anti-Retroviral Therapy (ART) promotes good quality of life and health among HIV-positive men and women. However, simplified newer and effective ART has not increased retention in care, or long-term ART adherence, especially among women. There are many factors that impede long-term adherence in women. This includes among other things female gender, depression, greater than once-daily dosing, longer time since HIV diagnosis, and patient beliefs. This study measures the quality of life in women whose ART durations range from one to fifteen years, using the standardized WHO Quality of Life questionnaire. Material and Methods: One hundred and fourteen women were divided into three groups based on ART duration. Group 1 had 37 women on ART for less than five years, Group 2 had 48 women on ART from 5 to 10 years and Group 3 had 29 women on ART for more than ten years. They were administered the WHO Quality of Life (QOL) questionnaire, which assesses QOL in six domains. QOL was considered poor in scores between 4 - 9.9, medium in scores of 10 - 14.9 and good in scores of 15 - 20. Results: Scores in all 3 groups were more than 85% in five domains and around 74.5% in the psychological domain. Domain mean scores were Physical 18 (CI 17.63 - 18.37), Psychological 14.9 (CI 14.55 - 15.25), Independence 18.6 (CI 18.33 - 18.87), Social relationships 17.5 (CI 17.07 - 17.93), Environmental 17.6 (CI 17.25 - 17.95), Spiritual, Religious, Personal beliefs, 17.4 (CI 16.93 - 17.87). Scores for women on long-term ART (Group 3) are not different from the other 2 groups and the p-values were not statistically significant. Conclusion: Women on long-term ART fare extremely well compared to other groups with more than 93% showing good QOL and none showing poor Quality of Health in spite of being on ART for a longer period of time than the other two groups. Despite a multitude of impeding factors, women who continue ART faithfully and consistently enjoy a good quality of health and life. Adequate preparation and a supportive health system are essential for ensuring long-term adherence, but the attitude and commitment of women are also critical.
