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In the field of behavioral neuroscience, the classification and scoring of animal behavior play pivotal roles in the quantification and interpretation of complex behaviors displayed by animals. Traditional methods have relied on video examination by investigators, which is labor-intensive and susceptible to bias. To address these challenges, research efforts have focused on computational methods and image-processing algorithms for automated behavioral classification. Two primary approaches have emerged: marker- and markerless-based tracking systems. In this study, we showcase the utility of "Augmented Reality University of Cordoba" (ArUco) markers as a marker-based tracking approach for assessing rat engagement during a nose-poking go/no-go behavioral task. In addition, we introduce a two-state engagement model based on ArUco marker tracking data that can be analyzed with a rectangular kernel convolution to identify critical transition points between states of engagement and distraction. In this study, we hypothesized that ArUco markers could be utilized to accurately estimate animal engagement in a nose-poking go/no-go behavioral task, enabling the computation of optimal task durations for behavioral testing. Here, we present the performance of our ArUco tracking program, demonstrating a classification accuracy of 98% that was validated against the manual curation of video data. Furthermore, our convolution analysis revealed that, on average, our animals became disengaged with the behavioral task at â¼75â min, providing a quantitative basis for limiting experimental session durations. Overall, our approach offers a scalable, efficient, and accessible solution for automated scoring of rodent engagement during behavioral data collection.
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Comportamento Animal , Roedores , Ratos , Animais , Algoritmos , Processamento de Imagem Assistida por ComputadorRESUMO
Objectives: The provision of high-quality personal protective equipment (PPE) has been a critical challenge during the COVID-19 pandemic. We evaluated an alternative strategy, mass deployment of a powered air-purifying respirator (PeRSo), in a large university hospital. Methods: We performed prospective user feedback via questionnaires sent to healthcare workers (HCWs) issued PeRSos, economic analysis, and evaluated the real-world impact. Results: Where paired responses were available, PeRSo was preferred over droplet precautions for comfort, patient response, overall experience, and subjective feeling of safety. For all responses, more participants reported the overall experience being rated "Very good" more frequently for PeRSo. The primary limitation identified was impairment of hearing. Economic simulation exercises revealed that the adoption of PeRSo within ICU is associated with net cost savings in the majority of scenarios and savings increased progressively with greater ITU occupancy. In evaluation during the second UK wave, over 3,600 respirators were deployed, all requested by staff, which were associated with a low staff absence relative to most comparator hospitals. Conclusions: Health services should consider a widespread implementation of powered reusable respirators as a safe and sustainable solution for the protection of HCWs as SARS-CoV-2 becomes an endemic viral illness.
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Despite identified concurrent socioeconomic disparities in children's sleep, little research has examined pathways explaining such associations. This study examined the quality of the home environment as a direct predictor of sleep and potential mediator of associations between early life socioeconomic status and objective and subjective indicators of sleep in middle childhood. A socioeconomically and ethnically diverse sample of 381 twin children (50% female; 46.6% lower middle class or living at or below the poverty line; 26% Hispanic/Latino) were assessed at 12 months for SES and eight years using gold-standard home environment interviews and actigraphy-measured sleep. Multilevel mediation path models indicated that lower early SES and lower quality concurrent home environments were associated with shorter sleep durations, longer sleep latencies, and greater sleep timing variability. The home environment significantly mediated associations with sleep duration and sleep timing variability. The findings illustrate an important target in the prevention of poor childhood and adolescent sleep.
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Proteção da Criança/estatística & dados numéricos , Disparidades nos Níveis de Saúde , Nível de Saúde , Pobreza/estatística & dados numéricos , Transtornos do Sono-Vigília/epidemiologia , Adolescente , Criança , Etnicidade/estatística & dados numéricos , Feminino , Humanos , Masculino , Fatores de Risco , Sono , Classe Social , Fatores SocioeconômicosRESUMO
BACKGROUND & AIMS: Malnutrition is common in care home residents, but information on the cost-effectiveness of nutritional interventions is lacking. This study, involving a randomised trial in care home residents, aimed to examine whether oral nutritional supplements (ONS) are cost-effective relative to dietary advice. METHODS: An incremental cost-effectiveness analysis was undertaken prospectively in 104 older care home residents (88 ± 8 years) without overt dementia, who were randomised to receive either ONS or dietary advice for 12 weeks. Costs were estimated from resource use and quality adjusted life years (QALYs) from health-related quality of life, assessed using EuroQoL (EQ-5D-3L, time-trade-off) and mortality. The incremental cost-effectiveness ratio (ICER) was calculated using 'intention to treat' and 'complete case' analyses. RESULTS: The ONS group gained significantly more QALYs than the dietary advice group at significantly greater costs. The ICER (extra cost per QALY gained), adjusted for nutritional status, type of care, baseline costs and quality of life, was found to be £10,961 using the 'intention to treat' analysis (£190.60 (cost)/0.0174 (QALYs); n = 104) and £11,875 using 'complete case' analysis (£217.30/0.0183; n = 76) (2016 prices). Sensitivity analysis based on 'intention to treat' data indicated an 83% probability that the ICER was ≤£20,000 and 92% that it was ≤£30,000. With the 'complete case data' the probabilities were 80% and 90% respectively. CONCLUSION: This pragmatic randomised trial involving one of the oldest populations subjected to a cost-utility analysis, suggests that use of oral nutritional supplements in care homes are cost-effective relative to dietary advice.
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Análise Custo-Benefício/economia , Suplementos Nutricionais/economia , Avaliação Geriátrica/estatística & dados numéricos , Desnutrição/tratamento farmacológico , Desnutrição/economia , Administração Oral , Idoso de 80 Anos ou mais , Aconselhamento , Dieta/métodos , Feminino , Instituição de Longa Permanência para Idosos , Humanos , Masculino , Desnutrição/dietoterapia , Estado Nutricional , Estudos Prospectivos , Qualidade de Vida , Anos de Vida Ajustados por Qualidade de VidaRESUMO
BACKGROUND: In the pursuit to provide the highest quality of person centered palliative care, client preferences, needs, and wishes surrounding end of life should be used to inform the plan of care. During a clinical assessment for care services, clients may voluntarily express a 'wish to die' either directly to the clinician or it may be indirectly reported second-hand to the clinician through an informal caregiver or family member. This is the first study using data gathered from the interRAI Palliative Care Assessment instrument (interRAI PC) to examine socio-demographic, clinical, and psycho-social factors of palliative home care clients with the voluntary expression of a 'wish to die now'. Factors associated with the risk for depression within this group were also identified. Awareness and understanding of clients who express the 'wish to die' is needed to better tailor a person-centered approach to end-of-life care. METHODS: This cross-sectional study included assessment records gathered from 4,840 palliative home care clients collected as part of pilot implementation of the interRAI PC assessment instrument in Ontario, Canada from 2006 through 2011. RESULTS: During the clinical assessment, 308 palliative home care clients (6.7%) had voluntarily expressed a 'wish to die now'. Independent factors emerging from multivariate logistic regression analyses predicting the expression of a 'wish to die' included not being married/widowed, a shorter estimated prognosis, depressive symptoms, functional impairment, too much sleep (excessive amount), feeling completion regarding financial/legal matters, and struggling with the meaning of life. Among persons who expressed a 'wish to die now', those who exhibited depressive symptoms (23.8%, n = 64) were also more likely to exhibit cognitive impairment, have decline in cognition in the last 90 days, exhibit weight loss, have informal caregivers exhibiting distress, 'not have a consistent positive outlook on life' and report 'struggling with the meaning of life'. CONCLUSION: When clients voluntary express a wish to die clinicians should take notice and initiate follow-up to better understand the context of this meaning for the individual. Clients who expressed a 'wish to die' did not all experience pain, depression, and psychological distress suggesting an individualized approach to care management be taken.
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Eutanásia Ativa Voluntária/psicologia , Cuidados Paliativos/psicologia , Prognóstico , Idoso , Idoso de 80 Anos ou mais , Estudos Transversais , Morte , Depressão/psicologia , Feminino , Humanos , Masculino , Ontário , Dor/psicologia , Cuidados Paliativos/métodosRESUMO
BACKGROUND: The interRAI Palliative Care (interRAI PC) assessment instrument provides a standardized, comprehensive means to identify person-specific need and supports clinicians to address important factors such as aspects of function, health, and social support. The interRAI Clinical Assessment Protocols (CAPs) inform clinicians of priority issues requiring further investigation where specific intervention may be warranted and equip clinicians with evidence to better inform development of a person-specific plan of care. This is the first study to describe the interRAI PC CAP development process and provide an overview of distributional properties of the eight interRAI PC CAPs among community dwelling adults receiving palliative home care services. METHODS: Secondary data analysis used interRAI PC assessments (N = 6,769) collected as part of regular clinical practice at baseline (N = 6,769) and follow-up (N = 1,000). Clients across six regional jurisdictions in Ontario, Canada, assessed to receive palliative homecare services between 2006 and 2011 were included (mean age 70.0 years; ±13.4 years). Descriptive analyses focused on the eight interRAI PC CAPs: Fatigue, Sleep Disturbance, Nutrition, Pressure Ulcers, Pain, Dyspnea, Mood Disturbance and Delirium. RESULTS: The majority of clients triggered at least one CAP while two thirds triggered two or more. Triggering rates ranged from 74% for the Fatigue CAP to less than 15% for the Delirium and Pressure Ulcers CAPs. The hierarchical CAP triggering structure suggested Fatigue and Dyspnea CAPs were persistent issues prevalent among the majority of clients while Delirium and Pressure Ulcers CAPs rarely trigger in isolation and most often trigger later in the illness trajectory. CONCLUSION: When any of the eight interRAI PC CAPs are triggered, clinicians should take notice. CAPs triggered at high rates such as fatigue, dyspnea, and pain warrant increased attention for the majority of clients. Consideration of triggered CAPs provide evidence to inform a collaborative decision making process on whether or not issues raised by the CAPs should be addressed in the plan of care. Integrating evidence from the interRAI PC CAPs into the clinical decision making process support care planning to address client strengths, preferences and needs with greater acuity.
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Cuidadores/psicologia , Efeitos Psicossociais da Doença , Serviços de Assistência Domiciliar , Cuidados Paliativos/psicologia , Estresse Psicológico , Doente Terminal , Idoso , Transtornos Cognitivos , Demência , Análise Fatorial , Feminino , Humanos , Entrevistas como Assunto , Masculino , Pessoa de Meia-Idade , OntárioRESUMO
BACKGROUND: This exploratory study examines factors associated with isolation from informal social ties among geriatric psychiatry inpatients. Specifically, it examines the associations of diagnoses, psychiatric history, and measures of current functioning with social isolation. METHODS: Analyses rely upon data derived from the Resident Assessment Instrument-Mental Health (RAI-MH), which is a patient focused, multidimensional, comprehensive assessment instrument designed to be a component of a larger, integrated health information system linking mental health with home care, long-term care, acute care, rehabilitation, and palliative care. RESULTS: Controlling for age, multivariate results show that being married or widowed was associated with a lower odds of being isolated. Mood disorders were also associated with a lower odds of isolation, while a history of a personality disorder and a personal biography of institutionalization were both clearly associated with an increased odds for isolation. Although significant bivariate predictors in the multivariate model, both schizophrenic and organic diagnoses failed to reach statistical significance. In addition, patients hospitalized at an earlier age and/or predicted to have a longer stay on the current admission were much less likely to have contact with informal supports. Of the study variables indexing functional status, only activities of daily living (ADLs) remained a significant predictor for isolation in the final multivariate model. CONCLUSIONS: The analyses demonstrate the detrimental effects of an earlier life experience with mental illness. Having an earlier age of illness onset may lead to a potentially greater impairment in establishing and maintaining informal social ties throughout the life course into older age. These analyses reinforce the need for comprehensive assessment of patients on admission and over time.
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Hospitalização/estatística & dados numéricos , Transtornos Mentais/terapia , Isolamento Social , Idoso , Idoso de 80 Anos ou mais , Canadá , Cuidadores/psicologia , Efeitos Psicossociais da Doença , Estudos Transversais , Feminino , Humanos , Tempo de Internação/estatística & dados numéricos , Masculino , Transtornos Mentais/epidemiologia , Transtornos Mentais/psicologia , Análise Multivariada , Fatores de Risco , Fatores Sexuais , Apoio SocialRESUMO
An important challenge facing behavioral health services is the lack of good quality, clinically relevant data at the individual level. The article describes a multinational research effort to develop a comprehensive, multidisciplinary mental health assessment system for use with adults in facilities providing acute, long-stay, forensic, and geriatric services. The Resident Assessment Instrument-Mental Health (RAI-MH) comprehensively assesses psychiatric, social, environmental, and medical issues at intake, emphasizing patient functioning. Data from the RAI-MH are intended to support care planning, quality improvement, outcome measurement, and case mix-based payment systems. The article provides the first set of evidence on the reliability and validity of the RAI-MH.