Residential Care Facilities Research Articles

The Role of Clientelism in Facilitating Orphanage Trafficking

ABSTRACT Orphanage trafficking involves the recruitment and/or transfer of a child into a residential care facility for a purpose of exploitation, including labor, sexual exploitation and servitude, or child institutionalization for profit. Orphanage trafficking has been recognized as a form of child trafficking under international law and has been increasingly reported in a range of countries, including Cambodia and Myanmar. Despite the growing academic focus on this subject, the specifics of how children are targeted, recruited, and transferred into these unregulated orphanages for exploitation remain largely unclear, as do the precise social mechanisms employed. Drawing on qualitative research, this article delves into the significant role that patron-client relationships play in the recruitment, transfer, exploitation, and concealment of child exploitation within unregulated residential care facilities established for exploitative or profit motives in Cambodia and Myanmar. It reveals how orphanage directors exploit clientelism to circumvent regulations, manipulate and undermine bureaucratic systems meant to protect vulnerable groups, and legitimize illegal activities through a process of formalization. The article explores the implications of the use of clientelism in orphanage trafficking for prevention efforts, child protection governance reforms, and rehabilitation of children whose perception of exploitation and victimization has been shaped by their socialization to clientelism norms.

Analysis of Longitudinal Patterns and Predictors of Medicine Use in Residential Aged Care Using Group-Based Trajectory Modeling: The "MEDTRAC-Cardiovascular" Longitudinal Cohort Study.

Cardiovascular diseases are the leading cause of death globally. Ensuring ongoing use of medicines-medication persistence-is crucial, yet no prior studies have examined this in residential aged care facilities (RACFs). We aimed to identify long-term trajectories of persistence with cardiovascular medicines and determine predictors of persistence trajectories. A longitudinal cohort study of 2837 newly admitted permanent residents from 30 RACFs in New South Wales, Australia. We monitored weekly exposure to six cardiovascular medicine classes-lipid modifiers, angiotensin-converting enzyme inhibitors/angiotensin receptor blockers (ACEI/ARBs), beta-blockers, diuretics, calcium channel blockers (CCB), and cardiac therapy-over 3 years. Group-based trajectory modeling was employed to determine persistence trajectories for each class. At baseline, 76.6% (n = 2172) received at least one cardiovascular medicine with 41.2% receiving lipid modifiers, 31.4% ACEI/ARBs, 30.2% beta-blockers, 24.4% diuretics, 18.7% CCBs, and 14.8% cardiac therapy. The model identified two persistence trajectories for CCBs and three trajectories for all other classes. Sustained high persistence rates ranged from 68.4% (ACEI/ARBs) to 79.8% (beta-blockers) while early decline in persistence and subsequent discontinuation rates ranged from 7.6% (cardiac therapy) to 25.3% (CCBs). Logistic regressions identified 11 predictors of a declining persistence across the six medicine classes. Our study revealed varied patterns of cardiovascular medicine use in RACFs, with 2-3 distinctive medicine use trajectories across different classes, each exhibiting a unique clinical profile, and up to a quarter of residents discontinuing a medicine class. Future studies should explore the underlying reasons and appropriateness of nonpersistence to aid in identifying areas for improvement.

Risk factors for older people re-presenting to the emergency department with falls: A case-control analysis.

Falls are a leading cause for ED presentations among older adults. Existing secondary falls prevention interventions have not been shown to decrease fall-related ED re-presentation, indicating a need to better understand contributing factors. Our aim was to evaluate risk factors for fall re-presentations among the older patient population presenting to the ED. This is a single-centre case-control study. Cases were patients aged ≥65 years with two falls-related ED presentations within 6 months. Age- and sex-matched controls had a corresponding index, but no subsequent ED fall presentation. Data collected included falls risk factors and clinical features of the index presentation. Univariate and multivariate analyses were conducted to assess the relationship between potential exposures and fall re-presentation. A total of 300 patients (mean age 83.8 years) were studied. On univariate analysis, factors significantly associated with ED fall re-presentation included increasing multimorbidity (P < 0.0001), increasing number of medications (P < 0.0001) and residing in residential aged care facility (RACF) (odds ratio [OR] 3.06, P < 0.001). No factors remained significant on multivariate analysis. Post-hoc analyses for the RACF subgroup showed that psychotropic medication use (OR 1.65, P = 0.04) and prior fall within 12 months (OR 2.68, P < 0.001) were significantly associated with re-presentation. Initial presentation with serious musculoskeletal injury was a significant protective factor (OR 0.21, P = 0.02). The present study failed to identify factors independently associated with ED fall re-presentation, suggesting that the factors are complex and inter-related. Two high-risk populations were identified - those from RACF and those initially presenting with falls not resulting in serious injury.

Trajectories of mental health problems in unaccompanied young refugees in Germany and the impact of post-migration factors - a longitudinal study.

Unaccompanied young refugees (UYRs) are at an elevated risk of continuing psychological distress, including posttraumatic stress symptoms (PTSS), depression, and anxiety. The post-arrival situation in a host country plays an important role in increasing or reducing mental health risks for UYRs. This study aimed to examine the trajectory of psychological distress and post-migration factors experienced by UYRs in Germany with five assessments every six months over a two-year period.Standardised self-report questionnaires were used to assess PTSS (CATS-2), depression (PHQ-9), and anxiety (GAD-7) symptoms. Material and social stressors (DSSYR), sociocultural adjustment (BSAS), frequency of contact with family members, and distress regarding asylum status were included as post-migration factors. N = 131 UYRs (Mage = 17.04; SDage = 1.46; 81.1% male) living in residential care facilities in Germany were included in this study. There was a significant loss to follow up with n = 77 after 12 months at T2 (59% attrition), and n = 37 after 24 months at T4 (28% attrition).At baseline, clinically relevant symptom scores were found in 48.1% for PTSS, 42.0% for depression, and 22.9% for anxiety. Analysis of latent growth curve models revealed that the symptom severity of depression and anxiety did not change substantially over one year, but PTSS showed a significant decline. The number of traumatic events affected initial levels of mental health problems but not their trajectory over time. The impact of post-migration factors varied between measurement points and outcome measures and did not result in a homogeneous pattern.Despite limitations, this study demonstrated the persistence of high levels of psychological distress in UYRs. Effective interventions are required at an early stage to prevent chronic trajectories and support systems should adapt to constantly changing circumstances.Trial registration number/date of registration: DRKS00017453/11th December 2019.

Realising Person-Centredness: Transitioning to a Clustered Domestic Model of Aged Residential Care for People With and Without Dementia.

Many older people who cannot live independently live in aged residential care facilities to obtain support with social and healthcare needs. Despite old age being a precious time for people to live well, many facility residents have limited access to activities that promote their well-being and connectedness. In New Zealand, one provider of aged residential care developed a village inspired by de Hogeweyk in the Netherlands, where resident engagement in valued activities supports continuing lifelong identities. The study aimed to explain the transition from a traditional Aged Residential Care facility to a clustered domestic model of care. A critical realist theoretical perspective underpinned case study research. Data comprised transcripts of interviews with key informants, facility staff, residents and their families, records of observation of residents' daily lives, organisational documents, photographs and the first author's study journal. The intersection of philosophical workplace change to support delivery of person-centred care and a change in the physical environment enabled realisation of the organisational vision of residents living normal lives. Policy makers and practitioners must be aware that while a domestic-scale environment provides cues to normal living, staff who know residents and what is important to them enable participation in community and valued activities. Innovative living arrangements are a synthesis of philosophical aspirations, architectural and design vision, dedicated leadership and committed teamwork.

Revolutionizing Patient Surveillance in Assisted Living Facilities: Insights from AUGi Technology Implementation.

In the face of escalating non-fatal fall-related expenses and an aging population, innovative solutions in assisted living facilities (ALFs) are imperative. This study evaluates the implementation of a remote-surveillance technology (AUGi) across three diverse ALFs, emphasizing its impact on falls and falls with injury across sites. Utilizing comprehensive data collection, AUGi facilitated an average reduction of 64% in falls (p < 0.01) and falls with injury (p = 0.05), a statistically and clinically significant difference. The technology's success in enhancing nurse surveillance, providing prompt notifications, and reducing falls underscores its potential to transform ALF care dynamics. This pioneering approach not only fosters better staff-patient interactions but also provides a foundation for future advancements in clinical decision support systems, offering hope for mitigating falls in ALFs.

Improving urinary incontinence management and sleep quality with wetness sensing technology in absorbent products.

Using absorbent products to manage the urinary incontinence (UI) of dependent residents in care facilities (such as nursing homes, and hospitals) requires frequent routine checks throughout the day and night to see if products need changing. Timely changes of saturated products are necessary to avoid long-lasting skin exposure to wet absorbent products, unpleasant odor, leaking of such products and embarrassing moments for the users. Limited staffing, high workload, and peaks on the demand for caregiving are challenges that hamper swift support for the care dependent population. This paper describes novel sensing technology that has been developed for monitoring the wet state of absorbent products remotely. The Orizon system by Ontex enables caregivers to prioritize care routines, avoid sleep disturbance at night and achieve effective leakage prevention. Moreover, the monitoring data can be used to understand the individual product usage and incontinence pattern of individuals, helping incontinence specialists to choose the optimal product and implement appropriate toilet training for each user.

Exploring the Efficacy of Group Music and Game Therapy on the Well-Being of Institutionalized Elderly.

This study aims to explore the efficacy of group music and game therapy in enhancing the well-being of the institutionalised elderly. The implementation of group music and game therapy have significantly improved the well-being of the participating elderly residents in Long-Term Care Facilities. These participants demonstrated increased engagement and achieved interpersonal interaction objectives during the sessions.

Construction of a Multi-Label Classifier for Extracting Multiple Incident Factors From Medication Incident Reports in Residential Care Facilities: Natural Language Processing Approach.

Medication safety in residential care facilities is a critical concern, particularly when nonmedical staff provide medication assistance. The complex nature of medication-related incidents in these settings, coupled with the psychological impact on health care providers, underscores the need for effective incident analysis and preventive strategies. A thorough understanding of the root causes, typically through incident-report analysis, is essential for mitigating medication-related incidents. We aimed to develop and evaluate a multilabel classifier using natural language processing to identify factors contributing to medication-related incidents using incident report descriptions from residential care facilities, with a focus on incidents involving nonmedical staff. We analyzed 2143 incident reports, comprising 7121 sentences, from residential care facilities in Japan between April 1, 2015, and March 31, 2016. The incident factors were annotated using sentences based on an established organizational factor model and previous research findings. The following 9 factors were defined: procedure adherence, medicine, resident, resident family, nonmedical staff, medical staff, team, environment, and organizational management. To assess the label criteria, 2 researchers with relevant medical knowledge annotated a subset of 50 reports; the interannotator agreement was measured using Cohen κ. The entire data set was subsequently annotated by 1 researcher. Multiple labels were assigned to each sentence. A multilabel classifier was developed using deep learning models, including 2 Bidirectional Encoder Representations From Transformers (BERT)-type models (Tohoku-BERT and a University of Tokyo Hospital BERT pretrained with Japanese clinical text: UTH-BERT) and an Efficiently Learning Encoder That Classifies Token Replacements Accurately (ELECTRA), pretrained on Japanese text. Both sentence- and report-level training were performed; the performance was evaluated by the F1-score and exact match accuracy through 5-fold cross-validation. Among all 7121 sentences, 1167, 694, 2455, 23, 1905, 46, 195, 1104, and 195 included "procedure adherence," "medicine," "resident," "resident family," "nonmedical staff," "medical staff," "team," "environment," and "organizational management," respectively. Owing to limited labels, "resident family" and "medical staff" were omitted from the model development process. The interannotator agreement values were higher than 0.6 for each label. A total of 10, 278, and 1855 reports contained no, 1, and multiple labels, respectively. The models trained using the report data outperformed those trained using sentences, with macro F1-scores of 0.744, 0.675, and 0.735 for Tohoku-BERT, UTH-BERT, and ELECTRA, respectively. The report-trained models also demonstrated better exact match accuracy, with 0.411, 0.389, and 0.399 for Tohoku-BERT, UTH-BERT, and ELECTRA, respectively. Notably, the accuracy was consistent even when the analysis was confined to reports containing multiple labels. The multilabel classifier developed in our study demonstrated potential for identifying various factors associated with medication-related incidents using incident reports from residential care facilities. Thus, this classifier can facilitate prompt analysis of incident factors, thereby contributing to risk management and the development of preventive strategies.

Rehabilitation after surgery for hip fracture – the impact of prompt, frequent and mobilisation-focused physiotherapy on discharge outcomes: an observational cohort study

PurposeTo determine the relationship between three postoperative physiotherapy activities (time to first postoperative walk, activity on the day after surgery, and physiotherapy frequency), and the outcomes of hospital length of stay (LOS) and discharge destination after hip fracture.MethodsA cohort study was conducted on 437 hip fracture surgery patients aged ≥ 50 years across 36 participating hospitals from the Australian and New Zealand Hip Fracture Registry Acute Rehabilitation Sprint Audit during June 2022. Study outcomes included hospital LOS and discharge destination. Generalised linear and logistic regressions were used respectively, adjusted for potential confounders.ResultsOf 437 patients, 62% were female, 56% were aged ≥ 85 years, 23% were previously living in a residential aged care facility, 48% usually walked with a gait aid, and 38% were cognitively impaired prior to their injury. The median acute and total LOS were 8 (IQR 5–13) and 20 (IQR 8–38) days. Approximately 71% (n = 179/251) of patients originally living in private residence returned home and 29% (n = 72/251) were discharged to a residential aged care facility. Previously mobile patients had a higher total LOS if they walked day 2–3 (10.3 days; 95% CI 3.2, 17.4) or transferred with a mechanical lifter or did not get out of bed day 1 (7.6 days; 95% CI 0.6, 14.6) compared to those who walked day 1 postoperatively. Previously mobile patients from private residence had a reduced odds of return to private residence if they walked day 2–3 (OR 0.38; 95% CI 0.17, 0.87), day 4 + (OR 0.38; 95% CI 0.15, 0.96), or if they only sat, stood or stepped on the spot day 1 (OR 0.29; 95% CI 0.13, 0.62) when compared to those who walked day 1 postoperatively. Among patients from private residence, each additional physiotherapy session per day was associated with a -2.2 (95% CI -3.3, -1.0) day shorter acute LOS, and an increased log odds of return to private residence (OR 1.76; 95% CI 1.02, 3.02).ConclusionHip fracture patients who walked earlier, were more active day 1 postoperatively, and/or received a higher number of physiotherapy sessions were more likely to return home after a shorter LOS.

Analysis of the Occurrence and Influencing Factors of Oral Frailty in Elderly Residents of Elderly Care Facilities

To investigate the occurrence and influencing factors of oral frailty in elderly residents of elderly care facilities and to provide a basis for the development of effective intervention programs for oral frailty in this population. A combination of subjective and objective measurements of oral frailty, a general information questionnaire, a leisure activity questionnaire, the Dietary Variety Score (DVS), the Short Nutritional Assessment Questionnaire (SNAQ), the Short-Form Mini Nutritional Assessment (MNA-SF), Barthel Index (BI), the Mini-Mental State Examination (MMSE), 15-Item Geriatric Depression Scale (GDS-15), and the Generalized Anxiety Disorder Scale-2 (GAD-2) were used to survey 348 elderly residents in three elderly care facilities in Chengdu and to analyze the factors related to oral frailty. The prevalence of oral frailty in elderly residents of elderly care facilities was 31.0% (108/348). Multivariate logistic regression analysis revealed that advanced age (odds ratio [OR]=1.347, 95% confidence interval [CI]: 1.237-1.496, P<0.001), cognitive impairment (OR=6.769, 95% CI: 2.628-18.916, P<0.001), and depression (OR=8.632, 95% CI: 1.931-44.387, P=0.007) were risk factors for oral frailty in elderly residents of elderly care facilities. High scores in leisure activities (OR=0.883, 95% CI: 0.786-0.986, P=0.030), and dietary diversity (OR=0.199, 95% CI: 0.069-0.530, P=0.002) were protective factors against oral frailty. The prevalence of oral frailty is relatively high among elderly residents of elderly care facilities. Risk factors for oral frailty include advanced age, cognitive impairment, and depression, while increased levels of leisure activities and dietary diversity can help prevent the occurrence of oral frailty in elderly individuals.

The influence of individual factors on the career preferences and specialty choices of final-year nursing students

BackgroundStatistical evidence shows that nursing students prefer a professional career in hospital settings, leading to a lack of career interest in non-hospital settings such as community and residential aged care facilities. The lack of preference for non-hospital settings has persisted over several decades and presents a need for different approaches that may reveal new information to better understand the individual factors that influence specialty choices and preferences from the students' viewpoints. PurposeThe aims of this study were to (1) explore individual factors that impact the nursing specialty choices of final-year nursing students and (2) explore how these factors influence the final-year nursing students' career decision-making process. MethodA narrative inquiry approach using semi-structured interviews was carried out with purposively sampled nursing students (n = 12) who had undertaken a final-year clinical placement(s). Data was analysed using two main steps. First, the interviews were restoried and then analysed using the three-dimensional framework. Subsequently, thematic analysis was applied to generate themes. ResultsData analysis generated three main themes: demographic factors, social factors, and career goals. Participants' characteristics and interactions with other individuals and systems influenced their nursing specialty preferences and professional career plans. ConclusionNursing students' career interests are influenced by individual factors external to their nursing education, such as their age, gender, and life experiences. These student characteristics and experiences facilitated or inhibited a career in some nursing specialties, with the students gauging their ability to practice in a specialty during their CPs. Nursing education should expose and inform students about the core skills, career opportunities, and how to advance their careers in the different nursing specialties. Most importantly, final-year students may need formal career guidance to encourage nursing students' positive attitudes and career interests in different nursing specialties and make realistic career decisions.

Understanding Dementia Carer Experiences Before Admission to a Residential Aged Care Facility: Implications for Integrated Care.

In-depth understanding of dementia carer experience can assist clinicians by providing insight into dementia onset, symptoms and management, and help conceptualize and understand the pattern of dementia progress over time and what help is needed. We undertook a qualitative study to understand dementia carers experiences of providing care and reasons for admission to a residential aged care facility (RACF). Three themes were identified: (1) Challenges in the path to diagnosis and care, leading to delays accessing support; (2) Carer role impacted by living circumstances; and (3) Variation in decision support prior to admission to a RACF. Identifying dementia carer experiences, reinforces the need for more timely diagnosis, referral for support and interventions to promote better quality of life for a people living with dementia and their carer and to delay premature RACF placement.

Clinically estimated signs of hyposalivation in older adult residents of long-term care.

To assess whether the estimation of clinical signs of hyposalivation is applicable in recognising long-term care facility (LTCF) residents with poor oral health, and which individual characteristics are important in that respect. A common inconvenience among older adults, dry mouth, particularly hyposalivation, can cause many complications, such as greater susceptibility to root caries and oral infections, and it can lead to further deterioration of oral health. However, very little is known about the association of clinically assessed signs of hyposalivation with the oral health status of LTCF residents. The study sample comprised 362 individuals (dentate n = 266, edentate n = 96) aged 65 or older. The examinations included a questionnaire and clinical oral examination. Participants were categorised into three groups based on clinically assessed oral dryness: normal salivation (n = 83, 22.9%), lower salivation (n = 182, 50.3%) and dry mouth (n = 97, 26.8%). The association between signs of dry mouth with aspects to oral health was evaluated and further tested with logistic regression analysis. The signs of oral dryness were observed among females, those with dementia, and those with longer stays in the current facility. Root caries (odds ratio, OR 1.3) and diagnosis of periodontitis (OR 4.1), together with several individual periodontal parameters, as well as having less than ten occluding pairs of natural teeth (OR 3.5) were associated with dry mouth. Edentate participants showed an increased likelihood of having dry mouth with advancing age, and lesions on the lips were associated with dry mouth with OR 3.0. Clinical estimation of signs of oral dryness can be a useful adjunct in evaluating the oral health status of dentate LTCF residents. Poor oral health was a frequent finding, especially among dentate LTCF residents with signs of dry mouth.

Longitudinal cohort study of discrepancies between prescribed and administered polypharmacy rates: implications for National Aged Care Quality Indicator Programs

BackgroundPolypharmacy is frequently used as a quality indicator for older adults in Residential Aged Care Facilities (RACFs) and is measured using a range of definitions. The impact of data source...

Intergenerational engagement with Asian residents in long-term care facilities: a mixed method systematic review.

Asian countries are experiencing a rapid rise in their aging populations. Cognitive and physical decline associated with aging can limit social interaction. This particularly impacts on those residing in long-term care facilities and engagement with children and young people. Intergenerational engagement has known benefits on the health and wellbeing of older people, it is unclear what the impact of intergeneration engagement interventions might have on older people in Asian long-term care settings. This review aims to evaluate the effectiveness and experiences of intergenerational engagement with older people in long-term care facilities in Asia. Ten databases were searched to locate empirical studies of any design published in English or Chinese from January 2000 to June 2023. The search was limited to papers reporting effectiveness and/or experiences of intergenerational engagement on older people residing in Asian long-term care settings. The protocol was registered with PROSPERO (CRD42023413935) and followed PRISMA guidelines for reporting. A convergent design employing narrative synthesis was used to synthesize and integrate findings. From initial searches, 1,092 records were identified, of which 13 studies were retained for the review: 7 quantitative (including 1 randomized controlled trial, 1 cross-sectional observational design, and 5 quasi-experimental designs), 3 qualitative, and 3 mixed methods. Included studies were of variable quality. Quantitative evidence revealed that intergenerational engagement reduced depression (4.47 vs. 8.67, p = 0.005), negative emotions (14.11 vs. 16.56, p = 0.030), and feelings of loneliness (p < 0.01) among older people; and increased quality of life (mean change = -1.91; 95% CI = -3.18, -0.64) and strengthens interpersonal interactions (p = 0.025). Qualitative insights suggested that intergenerational engagement could foster emotional bonds, enhance intergenerational relationships, promote lifelong learning, satisfy social needs and improve older peoples' overall quality of life. However, some challenges such as language differences and noise levels can hinder successful implementation of intergenerational engagement. This review indicates that intergenerational engagement can reduce depression and loneliness, improve quality of life, and strengthen social bonds for older individuals in Asian long-term care facilities. Despite some challenges, the evidence underlines its potential to meet the emotional and social needs of older people. Recognizing and addressing delivery challenges is essential for effective implementation. https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42023413935, identifier: CRD42023413935.

The Experiences of Routine Powered Mobility Users in an Assisted Living Facility: A Case Study

The Experiences of Routine Powered Mobility Users in an Assisted Living Facility: A Case Study

Distributive justice and value trade-offs in antibiotic use in aged care settings.

Residential aged care facilities (RACF) are sites of high antibiotic use in Australia. Misuse of antimicrobial drugs in RACF contributes to antimicrobial resistance (AMR) burdens that accrue to individuals and the wider public, now and in the future. Antimicrobial stewardship (AMS) practices in RACF, e.g. requiring conformation of infection, are designed to minimise inappropriate use of antibiotics. We conducted dialogue groups with 46 participants with a parent receiving aged care to better understand families' perspectives on antibiotics and care in RACF. Participants grappled with value trade offs in thinking about their own parents' care, juggling imagined population and future harms with known short term comfort of individuals and prioritising the latter. Distributive justice in AMR relies on collective moral responsibility and action for the benefit of future generations and unknown others. In RACF, AMS requires value trade-offs and compromise on antimicrobial use in an environment that is heavily reliant on antimicrobial drugs to perform caring functions. In the context of aged care, AMS is a technical solution to a deeply relational and socio-structural problem and there is a risk that carers (workers, families) are morally burdened by system failures that are not addressed in AMS solutions.

Surveillance of Antimicrobial Use in Long-Term Care Facilities: An Antimicrobial Mapping Survey

ObjectivesTo explore antimicrobial management processes in Australian residential aged care facilities (RACFs), including antimicrobial prescribing, supply, administration, and documentation to inform surveillance activities. DesignVoluntary, online cross-sectional survey. Setting and ParticipantsThe survey was disseminated to all South Australian RACFs (n = 237) seeking participation from an infection prevention and control lead (preferred respondent), a nurse or senior RACF staff member, or an aged care pharmacist. MethodsThe survey was open during May-June 2023. Questions aimed to understand clinical and medication management systems, sources of antimicrobial prescription and supply, management by external health care providers and documentation of antimicrobial administration. A process map of antimicrobial management in RACFs was developed. ResultsOf the 54 RACFs included in the analysis (29.5% response rate), most used an electronic clinical documentation system (74.1%) or a hybrid electronic paper-based system (22.2%). Medication charts were either electronic (81.0%), hybrid (5.6%), or paper-based (13.0%). Antimicrobials were prescribed by the resident's usual general practitioner, but also by locums, hospital or specialist physicians, nurse practitioners, virtual care physicians, and dentists. Oral, topical, and inhaled antimicrobial formulations were usually supplied by community pharmacies, and intravenous formulations were predominately supplied by hospitals for administration by outreach nurses. Almost all RACFs (96.2%) had imprest stock of antimicrobials that included both oral and intravenous formulations. Antimicrobials were predominately administered by an enrolled nurse or a registered nurse. Conclusions and ImplicationsAntimicrobial management in RACFs is complex, particularly during care transitions. Multiple prescribers and sources of antimicrobials, use of different systems for clinical documentation, particularly by external health care providers, and clinical governance relating to imprest supplies were identified as key areas where medication management could be improved. Addressing these gaps will facilitate comprehensive, real-time antimicrobial surveillance in Australian RACFs.

Deep learning for computer vision based activity recognition and fall detection of the elderly: a systematic review

As the proportion of elderly individuals in developed countries continues to rise globally, addressing their healthcare needs, particularly in preserving their autonomy, is of paramount concern. A growing body of research focuses on Ambient Assisted Living (AAL) systems, aimed at alleviating concerns related to the independent living of the elderly. This systematic review examines the literature pertaining to fall detection and Human Activity Recognition (HAR) for the elderly, two critical tasks for ensuring their safety when living alone. Specifically, this review emphasizes the utilization of Deep Learning (DL) approaches on computer vision data, reflecting current trends in the field. A comprehensive search yielded 2,616 works from five distinct sources, spanning the years 2019 to 2023 (inclusive). From this pool, 151 relevant works were selected for detailed analysis. The review scrutinizes the employed DL models, datasets, and hardware configurations, with particular emphasis on aspects such as privacy preservation and real-world deployment. The main contribution of this study lies in the synthesis of recent advancements in DL-based fall detection and HAR for the elderly, providing insights into the state-of-the-art techniques and identifying areas for further improvement. Given the increasing importance of AAL systems in enhancing the quality of life for the elderly, this review serves as a valuable resource for researchers, practitioners, and policymakers involved in developing and implementing such technologies.Graphical abstract