Analysis of Distribution of Public Toilets within Walking Range around Communities of the Elderly under the Model of Community Home-based Care for the Elderly: A Case Study of Changxindian, Fengtai District, Beijing

In recent years,under the influence of multiple factors such as traditional ideas and living economic conditions,the aging population in China continues to increase.Most of the elderly are more inclined to aged at home,and the first places for elderly activities are communities and the surrounding environment,which greatly affects the convenience of life and happiness of the elderly.In this paper,Changxindian area in Fengtai District of Beijing was as the research object,and detailed calculation and analysis were carried out by using POI data and arcGIS software.The relative location of residential areas and surrounding public toilets was explored,and the best location of public toilets in the daily walking area under the model of community home-based care for the elderly was further studied.

A Review of Device-Free Indoor Positioning for Home-Based Care of the Aged:Techniques and Technologies

With the development of urbanization,the problem of neurological diseases brought about by population aging has gradually become a social problem of worldwide concern.Aging leads to gradual degeneration of the central nervous system,shrinkage of brain tissue,and decline in physical function in many elderlies,making them susceptible to neurological diseases such as Alzheimer’s disease(AD),stroke,Parkinson’s and major depressive disorder(MDD).Due to the influence of these neurological diseases,the elderly have troubles such as memory loss,inability to move,falling,and getting lost,which seriously affect their quality of life.Tracking and positioning of elderly with neurological diseases and keeping track of their location in real-time are necessary and crucial in order to detect and treat dangerous and unexpected situations in time.Considering that the elderly with neurological diseases forget to wear a positioning device or have mobility problems due to carrying a positioning device,device-free positioning as a passive positioning technology that detects device-free individuals is more suitable than traditional active positioning for the home-based care of the elderly with neurological diseases.This paper provides an extensive and in-depth survey of device-free indoor positioning technology for home-based care and an in-depth analysis of the main features of current positioning systems,as well as the techniques,technologies andmethods they employ,fromthe perspective of the needs of the elderly with neurological conditions.Moreover,evaluation criteria and possible solutions of positioning techniques for the home-based care of the elderly with neurological conditions are proposed.Finally,the opportunities and challenges for the development of indoor positioning technology in 6G mobile networks for home-based care of the elderly with neurological diseases are discussed.This review has provided comprehensive and effective tracking and positioning techniques,technologies and methods for the elderly,by which we can obtain the location information of the elderly in real-time and make home-based care more comfortable and safer for the elderly with neurological diseases.

Meta-analysis of the willingness rate of community home-based care in China

Objective:To systematically evaluate the willingness rate of the community to provide for the aged at home and analyze its influencing factors.Methods:By searching the CNKI,VIP,Wanfang,we collected literature on the willingness of the elderly in the community to provide for the aged from 2011 to 2021,extracted the data,and evaluated the quality of the included literature.Then,CMA 2.0 software was used for Meta-analysis.Results:A total of 13 articles were included in this study,and 16,402 people over 60 years old were surveyed,1782 people were willing to provide for the aged at home in the community,with a total willingness rate of 11%(95%CI:9%to 26%).The results of subgroup analysis showed that there was a statistically significant difference in the community home care willingness rate of elderly people with different gender,education levels,marital status,monthly income,living alone,the number of children,and residence(P<0.05).There was not any statistically significant difference in the willingness rate of the elderly with different ages,chronic diseases,self-care ability,and loneliness(P>0.05).Conclusion:The overall willingness rate of the elderly in the community of the elderly is relatively low in China.Gender,education level,marital status,monthly income,living alone,number of children,and residence are factors affecting the prediction of community elderly will.

The Practical Dilemma and Optimization Path of Smart Home-Based Care in Hengshui City, China

Smart home-based care for elderly is the product of the “Internet+” era, along with the information technology and the growing needs for a better elderly life. In order to understand the influencing factors of smart home care in Hengshui city, this paper selected 183 elderly people through a questionnaire survey. The conclusion of the study showed that education level, economic status, sleep quality and residence conditions are the influencing factors affecting the needs of smart home care of the elderly (p 0.05). Smart home care products for the elderly have a high willingness to use them, especially in terms of life care, medical services and emotional talk, but the compliance still needs to be improved. Development countermeasures suitable for Hengshui city can be put forward through the publicity of smart elderly care services, promoting the construction of demand-oriented big data, and promoting the participation of various forces.

Knowledge and practice skills on home-based urinary catheter care among parents of under-five children with urinary catheter

Objectives:The objectives of this study were to assess the knowledge and practice skills on home-based urinary catheter care among parents of under-five children with urinary catheter.Materials and Methods:This cross-sectional study was conducted from June 1,2021,to September 11,2021,in a tertiary hospital in north India.Purposive sampling was used to select 50 participants.Three instruments were employed for data collection after fulfilling sample criteria;for baseline information demographic tool,knowledge questionnaires,and a practice checklist.Data were analyzed using descriptive and inferential statistics.Results:On assessment of 50 participants,the majority of parents aged above 30 years(74%).Most of the participants were male(82%),graduated(38%),and working in the private sector(58%).Similarly,two-thirds of participants were residing in a nuclear family(64%)with a single child 32(64%)and family income<5000 rupees per month(60%).The mean score of knowledge was 1.94±0.81 and that of practice skills was 1.98±0.85 on home-based care.Regression analysis showed that knowledge of parents was significantly associated with qualification(β:1.821,P=0.002).Similarly,association of practice skills of parents with gender(β:1.235,P=0.050)and qualification(β:1.889,P=0.00)was significant.Conclusion:The general findings of our study showed that parents’education and occupation played a significant role in a child’s care.Parental education and catheter care skills positively affect the child and reduce readmission rates.

Research Progress on the Home-based Healthcare Plan for the Elderly with Chronic Diseases

Objective:To develop a home-based care plan for the elderly person with chronic diseases based on the status of their home-based care needs and relevant literature.Methods:The clinical data consisted of 132 patients who were 60-year-old or older with chronic diseases from June 2019 to May 2020 were selected and categorized into control and treatment groups of 66 patients each.For the experimental group,a care team for chronically ill elderly receiving regular post-treatment bome-based care.Meanwhile,a general clinical care team for chronically ill elderly receiving regular treatment for the control group.The effectiveness of these two healthcare models was evaluated and analyzed.Results:Results showed that satisfaction and effectiveness of home-based care among the elderly with chronic diseases were statistically better(P<0.05)than those in the usual care group.Conclusion:Providing home-based care services to elderly patients with chronic illnesses helps them to improve their chronic disease condition,patients are more receptive to home care,and patients have higher rates of recovery and treatment satisfaction.

Recovery after ischemic stroke:Effects of FuekFone home-based program on upper limb and cognitive function

Objectives:This study aimed to explore the effects of the“FuekFone(F.F.)home-based program”on the upper limb and cognitive function of ischemic stroke patients after discharge.Methods:A single group pre-and post-test design was conducted.A total of 40 patients with recovery after ischemic stroke were recruited from two university hospitals in Thailand.The study was conducted between June 2022 and January 2023.Participants underwent a six-week“F.F.home-based program,”which combined an upper limb and cognitive function rehabilitation device with Android games,including stationary barrel,adventure walk,adventure stroll,sliding barrel,sauce squeeze,and cut objects.Each game has different difficulty levels.Patients can perform corresponding exercises through the games according to their conditions under the guidance of medical staff.The patients played for 24 min per time,4 min each game,three days a week.The second week,let the patients play games for 30 min per time,5 min each game,3 days a week.Then,in the 3e6 weeks,let the patients play games for 1 h per time,10 min each game,5 days a week.At the pre-and post-intervention,the Thai version of the National Institutes of Health Stroke Scale(NIHSS),the Motor Assessment Scale,and the Montreal Cognitive Assessment(MoCA score)were administered to patients at discharge and at 2,4,and 6 weeksafter discharge,and the results were compared.Results:All participants completed this program.Participants had statistically improved upper limb function(upper arm function score,hand movements score,advanced hand activities score,total Motor Assessment Scale score)and MoCA score at 2,4,and 6 weeks after discharge(P<0.001).In the comparison of upper limb function and cognitive function at each of the study times,we found statistically improved upper limb function(upper arm function score,hand movements score,advanced hand activities score,total Motor Assessment Scale score)and MoCA score at 4,and 6 weeks after discharge when compared to after discharge and 2 weeks after discharge,respectively(P<0.05).Conclusions:Continuing care of patients post-stroke after discharge from hospital,such as F.F.homebased program should be applied at home to enhance upper limb and cognitive function.

Forging an easier path through graduation:Improving the patient transition from paediatric to adult critical care

Adolescence and the journey to adulthood involves exciting opportunities as well as psychosocial stress for young people growing up.These normal experiences are potentially magnified for teenagers living with chronic illness or disability and their families.Advances in care have improved survival for children with a variety of serious chronic medical conditions such that many who may once have died in childhood now survive well into adulthood with ongoing morbidity.For those with highly complex needs,care is often provided at major paediatric hospitals with expertise,specially trained personnel,and resources to support young people and their families for the first decades of life.At the end of adolescence,however,it is generally appropriate and necessary for young adults and their caregivers to transition to the care of clinicians trained in the care of adults at general hospitals.While there are some well-managed models to support this journey of transition,these are often specific to certain conditions and usually do not involve intensive care.Many patients may encounter considerable challenges during this period.Difficulties may include the loss of established therapeutic relationships,a perception of austerity and reduced amenity in facilities oriented to caring for adult patients,and care by clinicians with less experience with more common paediatric conditions.In addition,there is a risk of potential conflict between clinicians and families regarding goals of care in the event of a critical illness when it occurs in a young adult with major disability and long-term health issues.These challenges present genuine opportunities to better understand the transition from paediatric to adult-based care and to improve processes that assist clinicians who support patients and families as they shift between healthcare settings.

Impact of community public health care on treatment effect,health cognition,and self-management in patients with type 2 diabetes

BACKGROUND At present,China has become the country with the largest number of individuals with diabetes mellitus(DM)in the world,with a total of approximately 140 million patients,the majority of whom have type 2 DM(T2DM).Based on conven-tional nursing methods,community home care has important clinical significance in controlling blood sugar and disease progression.AIM To explore the impact of community public health nursing on treatment effect,health cognition,and self-management in patients with T2DM.METHODS One hundred patients with T2DM were selected as the research subjects.The patients were divided into either a conventional nursing group or community nursing(CN)group using the random number table method.The conventional nursing group(50 cases)received routine care,while the CN group(50 cases)received community public health care in addition to routine care as that for the conventional nursing group.The rate of excellent and good blood glucose control,fasting blood glucose before and after care,2-h postprandial blood glucose,health cognition,and self-management ability,and patient satisfaction were compared between the two groups.RESULTS The CN group had a higher rate of excellent blood sugar control than the conventional nursing group(88%vs 70%,P<0.05).Before care,there was no significant difference in fasting blood glucose or 2-h postprandial blood glucose between the two groups of patients(P>0.05).After nursing,fasting blood glucose and 2-h postprandial blood glucose were reduced to varying degrees in both groups,and both blood glucose levels in the CN group were lower than those of the conventional nursing group(P<0.05).Compared with the scores before care,the cognitive level score for diabetes and self-management ability score improved after care in both groups.The cognitive level and self-management ability of patients in the CN group were higher than those of the conventional nursing group(P<0.05).The overall satisfaction of the CN group was better than that of the conventional nursing group(98%vs 86%,P<0.05).CONCLUSION Community public health care based on conventional care of T2DM can achieve better blood sugar control,and improve patients’health cognitive level and self-management ability.

Beyond statistical significance:Embracing minimal clinically important difference for better patient care

The minimal clinically important difference(MCID)represents a pivotal metric in bridging the gap between statistical significance and clinical relevance,addressing the direct impact of medical interventions from the patient's perspective.This comprehensive review analyzes the evolution,applications,and challenges of MCID across medical specialties,emphasizing its necessity in ensuring that clinical outcomes not only demonstrate statistical significance but also offer genuine clinical utility that aligns with patient expectations and needs.We discuss the evolution of MCID since its inception in the 1980s,its current applications across various medical specialties,and the methodologies used in its calculation,highlighting both anchor-based and distribution-based approaches.Furthermore,the paper delves into the challenges associated with the application of MCID,such as methodological variability and the interpretation difficulties that arise in clinical settings.Recommendations for the future include standardizing MCID calculation methods,enhancing patient involvement in setting MCID thresholds,and extending research to incorporate diverse global perspectives.These steps are critical to refining the role of MCID in patient-centered healthcare,addressing existing gaps in methodology and interpretation,and ensuring that medical interventions lead to significant,patient-perceived improvements.

Prognostic impact of hypernatremia for septic shock patients in the intensive care unit

BACKGROUND Hypernatremia represents a significant electrolyte imbalance associated with numerous adverse outcomes,particularly in cases of intensive care unit(ICU)-acquired hypernatremia(IAH).Nevertheless,its relevance in patients with septic shock remains uncertain.AIM To identify independent risk factors and their predictive efficacy for IAH to improve outcomes in patients with septic shock.METHODS In the present retrospective single-center study,a cohort of 157 septic shock patients with concurrent hypernatremia in the ICU at The First Affiliated Hospital of Soochow University,between August 1,2018,and May 31,2023,were analyzed.Patients were categorized based on the timing of hypernatremia occurrence into the IAH group(n=62),the non-IAH group(n=41),and the normonatremia group(n=54).RESULTS In the present study,there was a significant association between the high serum sodium concentrations,excessive persistent inflammation,immunosuppression and catabolism syndrome and chronic critical illness,while rapid recovery had an apparent association with normonatremia.Moreover,multivariable analyses revealed the following independent risk factors for IAH:Total urinary output over the preceding three days[odds ratio(OR)=1.09;95%CI:1.02–1.17;P=0.014],enteral nutrition(EN)sodium content of 500 mg(OR=2.93;95%CI:1.13–7.60;P=0.027),and EN sodium content of 670 mg(OR=6.19;95%CI:1.75–21.98;P=0.005)were positively correlated with the development of IAH.Notably,the area under the curve for total urinary output over the preceding three days was 0.800(95%CI:0.678–0.922,P=0.001).Furthermore,maximum serum sodium levels,the duration of hypernatremia,and varying sodium correction rates were significantly associated with 28-day in-hospital mortality in septic shock patients(P<0.05).CONCLUSION The present findings illustrate that elevated serum sodium level was significantly associated with a poor prognosis in septic shock patients in the ICU.It is highly recommended that hypernatremia be considered a potentially important prognostic indicator for the outcome of septic shock.

Patients admitted in the intensive care unit after solid organ or bone marrow transplantation:Retrospective cohort study

BACKGROUND Solid organ transplantation(SOT)and hematopoietic stem cell transplantation(HSCT)revolutionized the survival and quality of life of patients with malignant diseases,various immunologic,and metabolic disorders or those associated with a significant impairment in a patient's quality of life.AIM To investigate admission causes and treatment outcomes of patients after SOT or HSCT treated in a medical intensive care unit(ICU).METHODS We conducted a single-center,retrospective epidemiological study in the medical ICU at the University Hospital Centre Zagreb,Croatia covering the period from January 1,2018 to December 31,2023.RESULTS The study included 91 patients with either SOT[28 patients(30.8%)]or HSCT[63 patients(69.2%)].The median age was 56(43.2-64.7)years,and 60.4%of the patients were male.Patients with SOT had more comorbidities than patients after HSCT[χ^(2)(5,n=141)=18.513,P<0.001].Sepsis and septic shock were the most frequent reasons for admission,followed by acute respiratory insufficiency in patients following HSCT.Survival rate significantly differed between SOT and HSCT[χ^(2)(1,n=91)=21.767,P<0.001].ICU survival was 57%in the SOT and 12.7%in the HSCT group.The need for mechanical ventilation[χ^(2)(1,n=91)=17.081,P<0.001]and vasopressor therapy[χ^(2)(1,n=91)=36.803,P<0.001]was associated with survival.The necessity for acute renal replacement therapy did not influence patients'survival[χ^(2)(1,n=91)=0.376,P=0.54].In the subgroup of patients with infection,90%had septic shock,and the majority had positive microbiological samples,mostly Gram-negative bacteria.The ICU survival of patients with sepsis/septic shock cumulatively was 15%.The survival of SOT patients with sepsis/shock was 45%.CONCLUSION Patients with SOT or HSCT are frequently admitted to the ICU due to sepsis and septic shock.Despite advancements in critical care,the mortality rate of patients with refractory septic shock and multiorgan failure in this patient population is extremely high.Early recognition and timely ICU admittance might improve the outcome of patients,especially after HSCT.

Study on Supply and Demand of Intelligent Home-based Aged Care in Shanghai

The 21st century is an era of aging population. With the accelerated aging of the population in our country, and the grim form of population aging, intelligent home-based care has become a concern for the elderly in the area of ？？care. This paper starts from the new concept of intelligent home-based care services and defines intelligent home care services. It also summarizes the current theoretical researches related to domestic research, which is of great significance for the investigation and research conducted in the later stage of research.

Home-based nursing for improvement of quality of life and depression in patients with postpartum depression

BACKGROUND Postpartum depression is a common mental illness in puerpera,with an incidence of approximately 3.5%-33.0%abroad,and the incidence of postpartum depression in China is higher than the international level,reaching 10.0%-38.0%.Providing effective nursing care in clinical nursing activities is one of the key points of obstetrical care.However,little research has been designed to investigate the positive role of home-based nursing in the prevention of postpartum depression.AIM To study the effect of home-based nursing for postpartum depression patients on their quality of life and depression.METHODS The clinical data of 92 patients with postpartum depression treated at our hospital were retrospectively analyzed.The patients were grouped according to the nursing methods used;40 patients receiving basic nursing were included in a basic nursing group,and 52 receiving home-based nursing were included in a home-based nursing group.Depression and anxiety were evaluated and compared between the two groups.The estradiol(E2),serotonin(5-hydroxytryptamine,5-HT),and progesterone(PRGE)levels were measured.RESULTS The SAS and SDS scores of the home-based nursing group were significantly lower than those of the basic nursing group(P<0.05).The E2 and 5-HT levels of the home-based nursing group were significantly higher than those of the basic nursing group,but the PRGE level was significantly lower than that of the basic nursing group.The GQOLI-74 scores(material,social,somatic,and psychological)and nursing satisfaction were significantly higher in the home-based nursing group(P<0.05).CONCLUSION Postpartum depression through home-based nursing can effectively alleviate depression and improve the quality of life of patients,help modulate their serum E2,5-HT,and PRGE levels,and improve their satisfaction with nursing care.

Evaluation of the intervention of home-based pulmonary rehabilitation in patients with chronic obstructive pulmonary disease

Objective:Chronic obstructive pulmonary disease(COPD)can be prevented and treated,although presenting with persistent airflow restriction;the airflow restriction caused by COPD is mostly progressive.In recent years,more attention has been paid to the home-based pulmonary rehabilitation(PR)and its influence on COPD.Exercise training is the basic constituent of PR.However,it is not clear which exercise trainings are the ideal ways to deliver home-based PR.Methods:In this review,we focus on the effect of home-based exercise training on patients with COPD.We searched literature,which was necessarily required to be randomized controlled trails(RCTs)from the establishment of the four respective databases(Medline,PubMed,Web of Science,and China National Knowledge Infrastructure)from January 2008 to January 2018.We used the Cochrane collaborative“risk of bias”tool to assess the quality of evidence.A total of 21 trials(1694 participants)were included.Through the analysis of the literature,we find that a simple,low-cost,and low-intensity family-based lung-rehabilitation plan to adapt to the real life may lead to the improvement of the ability to exercise,the reduction of the difficulty in breathing,and the improvement of carrying out daily activities.Results:In the exercise training of home-based PR,lower limb exercise(LLE)training demonstrated a more perceptible effect in improving the quality of life of patients with COPD.At the same time,the combination of LLE training,breathing training,and upper limb exercise training is more obvious than the simple LLE training.In addition,home-based low-intensity aerobic training may sometimes be no less than the outpatient or center intervention to improve dyspnea,health status,and exercise tolerance.In conclusion,the simple and easy home-based PR exercise program is useful.Long-term home-based PR may require an enhanced need for maintenance.Conclusions:A simple,low-cost,and low-intensity high blood pressure response(HBPR)plan to adapt to the real life may lead to an augmentation in the ability to exercise,a reduction of the difficulty in breathing,and an improvement in carrying out day-to-day activities.HBPR strategies can benefit patients(elderly patients with COPD at home)in the long term.

个性化护理联合CICARE沟通模式在耳鼻喉门诊患者中的应用

目的:探讨个性化护理联合CICARE沟通模式在耳鼻喉门诊患者中的应用效果。方法:采用便利取样法将2022年6月1日~2023年12月31日就诊于耳鼻喉门诊的256例患者作为研究对象,将2022年6月1日~2023年1月31日就诊的128例作为对照组,将2023年2月1日~12月31日就诊的128例作为实验组;对照组给予常规耳鼻喉门诊护理,实验组给予个性化护理联合CICARE沟通模式;比较两组护理前后护理质量、护理满意度。结果:护理后,实验组有形性感知、可靠性感知、响应性感知、保证性感知评分均高于对照组(P<0.05,P<0.01),两组移情性感知比较差异无统计学意义(P>0.05);护理后,实验组服务态度、沟通能力、就诊秩序、专业素质、护理安全、护理满意度总分均高于对照组(P<0.05,P<0.01)。结论:将个性化护理联合CICARE沟通模式应用于耳鼻喉门诊患者中,能够提高护理质量和护理满意度。

Feasibility and acceptability of wrist actigraph in assessing sleep quality and sleep quantity: A home-based pilot study in healthy volunteers

Purpose: This study aimed to determine the feasibility and acceptability of actigraphy to monitor sleep quality and quantity in healthy self-rated good sleeper adults at home-based settings. Method: Sixteen healthy volunteers (age > 18) were invited to participate. Each participant was provided with a wrist actigraph device to be worn for 24-hour/day for seven consecutive days to monitor their sleep-wake patterns. Actigraphy data were downloaded using-proprietary software to generate an individual-sleep report. Participants also completed a set of self-reported Health Related Quality of Life (HRQOL) using WHO (five) Well Being Index (WBI) questionnaires. Results: Actigraphy was well accepted by all participants. Only 43.8% of the participants achieved normal total sleep time (TST) and 62.5% had a mean sleep efficiency value below the normal range. Despite a reduced quality of sleep among the participants, the self-reported HRQOL scores produced by the WHO-5 WBI showed a “fair” to “good” among the participants. Conclusions: To maintain healthy well-being, it is vital to have efficient and quality sleep. Insufficient and poor sleep may contribute to various health problems and hazardous outcomes. People often believe they have normal and efficient sleep, not realising they may be developing poor sleep habits. This study found that actigraphy can be easily utilized to monitor sleep-wake patterns at home-based settings. We proposed that actigraphy could be adapted for use in the primary care settings (e.g. community pharmacy) to improve the sleep health management in the community.

Self-management A concept analysis of self-management for cancer patients’ home-based rehabilitation

Objective： To explore and clarify the concept of self-management in the context of cancer patients’ home-basedrehabilitation. This concept analysis will provide a theoretical lens for nurses to help cancer patients to developself-management strategies and enables them to improve their ability in symptom self-management of home-basedrehabilitation. Method： Walker and Avant’s framework （2011） was used to analyse the concept of self-management.Results： Self-management is defined as a dynamic process that involves perception of one’s needs, resource utilisation,problem solving and active participation. Antecedents of self-management include self-efficacy, disease knowledge andsocial support. Improving cancer patients’ ability in symptom self-management can improve their health outcomes andquality of life and reduce healthcare expenditures. Although Strategy and Effectiveness of Symptom Self-Managementscale is perceived as an ideal instrument to measure self-management and thus it is used worldwide, whether thisinstrument fits to measure this concept for cancer patients in Chinese context has still not yet been verified and thusfurther research is needed. Conclusion： According to the concept analysis, nurses should encourage cancer patients toinvolve actively in making a home-based rehabilitation plan and promote their ability in symptom self-management ofhome-based rehabilitation so as to improve their health outcomes and reduce healthcare expenditures.

Significant risk factors for intensive care unit-acquired weakness:A processing strategy based on repeated machine learning

BACKGROUND Intensive care unit-acquired weakness(ICU-AW)is a common complication that significantly impacts the patient's recovery process,even leading to adverse outcomes.Currently,there is a lack of effective preventive measures.AIM To identify significant risk factors for ICU-AW through iterative machine learning techniques and offer recommendations for its prevention and treatment.METHODS Patients were categorized into ICU-AW and non-ICU-AW groups on the 14th day post-ICU admission.Relevant data from the initial 14 d of ICU stay,such as age,comorbidities,sedative dosage,vasopressor dosage,duration of mechanical ventilation,length of ICU stay,and rehabilitation therapy,were gathered.The relationships between these variables and ICU-AW were examined.Utilizing iterative machine learning techniques,a multilayer perceptron neural network model was developed,and its predictive performance for ICU-AW was assessed using the receiver operating characteristic curve.RESULTS Within the ICU-AW group,age,duration of mechanical ventilation,lorazepam dosage,adrenaline dosage,and length of ICU stay were significantly higher than in the non-ICU-AW group.Additionally,sepsis,multiple organ dysfunction syndrome,hypoalbuminemia,acute heart failure,respiratory failure,acute kidney injury,anemia,stress-related gastrointestinal bleeding,shock,hypertension,coronary artery disease,malignant tumors,and rehabilitation therapy ratios were significantly higher in the ICU-AW group,demonstrating statistical significance.The most influential factors contributing to ICU-AW were identified as the length of ICU stay(100.0%)and the duration of mechanical ventilation(54.9%).The neural network model predicted ICU-AW with an area under the curve of 0.941,sensitivity of 92.2%,and specificity of 82.7%.CONCLUSION The main factors influencing ICU-AW are the length of ICU stay and the duration of mechanical ventilation.A primary preventive strategy,when feasible,involves minimizing both ICU stay and mechanical ventilation duration.

Functional outcomes after home-based rehabilitation for heroin-induced spongiform leukoencephalopathy

A 22-year-old man with a 2-year history of heroin vapor inhalation developed spongiform leukoencephalopathy and underwent clinical and home-based rehabilitative treatments. Activities of daily living were measured using the Functional Independence Measure at discharge and at 6, 12, and 24 months after discharge. His neurological symptoms gradually disappeared with rehabilitative treatment, and the functional scale scores increased from 55 on admission to 105 at 24 months after discharge. These results suggest that home-based rehabilitation was effective in ameliorating the pathology and improving activities of daily living in this patient with heroin-induced spongiform leukoencephalopathy.