Correction: Machine Learning Model for Predicting Mortality Risk in Patients With Complex Chronic Conditions: Retrospective Analysis.

[This corrects the article DOI: 10.2196/52782.].

Machine Learning Model for Predicting Mortality Risk in Patients With Complex Chronic Conditions: Retrospective Analysis.

Background: The health care system is undergoing a shift toward a more patient-centered approach for individuals with chronic and complex conditions, which presents a series of challenges, such as predicting hospital needs and optimizing resources. At the same time, the exponential increase in health data availability has made it possible to apply advanced statistics and artificial intelligence techniques to develop decision-support systems and improve resource planning, diagnosis, and patient screening. These methods are key to automating the analysis of large volumes of medical data and reducing professional workloads.

Developing new hospital-at-home models based on Comprehensive Geriatric Assessment: Implementation recommendations by the Working Group on Hospital-at-Home and Community Geriatrics of the Catalan Society of Geriatrics and Gerontology.

Last decade, the Government of Catalonia have urged an integrated care strategy for planning the care model to older populations living with frailty, multimorbidity and advanced illnesses. Based on international evidence that was reviewed by a group of experts from the Catalan Society of Gerontology and Geriatrics, we summarised some recommendation to adapt hospital-at-home care to older populations in our system. We defined Comprehensive Geriatric Assessment (CGA) hospital-at-home (HaH) as a specialised home hospitalisation service formed by interdisciplinary teams, characterised by using the clinical methodology of CGA, and by adapting geriatric units' protocols for the provision of person-centred care at home.

Drug exposure may have a substantial influence on COVID-19 prognosis among residents of long-term care facilities: an exploratory analysis.

Objectives: To explore the association between drug exposure and SARS-CoV-2 prognosis among elderly people living in long-term care facilities (LTC) DESIGN: We carried out a cross-sectional study among old people living in LTC that had a proven SARS-CoV-2 infection, including socio-demographic data, comorbidities and drug intake at the moment of the diagnosis. The study was focused on ACE2 inhibitors, ARA-II blockers, inhaled bronchodilators, oral corticoids, platelet antiaggregants, oral anti-coagulants, statins and Vitamin D.

Results: 1 306 individuals were included, with a mean age of 86.

A retrospective cohort study of risk factors for mortality among nursing homes exposed to COVID-19 in Spain.

Long-term care (LTC) facilities have shown remarkably high mortality rates during the coronavirus disease 2019 (COVID-19) outbreak in many countries, and different risk factors for mortality have been identified in this setting. Using facilities as the unit of analysis, we investigated multiple variables covering facility characteristics and socioeconomic characteristics of the geographic location to identify risk factors for excess mortality from a comprehensive perspective. Furthermore, we used a clustering approach to detect patterns in datasets and generate hypotheses regarding potential relationships between types of nursing homes and mortality trends.

[Hospital-at-home Integrated Care Programme tailored to older patients with disabling acute processes: identification of prognostic factors].

Introduction: Several authors have demonstrated the efficacy of different hospital-at-home strategies in older patients. The identification of prognostic factors is key for improving the targeting process of candidates.

Methods: We performed an analysis of a cohort of older patients attended due to disabling health crises (medical, orthopaedics, or stroke) by a hospital-at-home scheme developed in an integrated care institution over a 5-year period.

Does the presence of pressure ulcers entail "high risk of negative outcomes" in geriatric rehabilitation? Results from a retrospective cohort study.

Aim: A retrospective cohort study was performed in order to evaluate the prevalence of pressure ulcers (PrUs) in older patients admitted to a geriatric rehabilitation unit of a postacute care hospital and to investigate the impact of the presence of PrUs on clinical outcomes of the rehabilitation process.

Methods: We studied 668 post-acute patients consecutively attended, from January 2010 to December 2011. The effect of having PrUs at admission was evaluated based on its impact on outcomes: final destination, functional status, mortality and length of stay in the rehabilitation unit.

Hospital-at-home integrated care programme for older patients with orthopaedic conditions: Early community reintegration maximising physical function.

Objective: Older citizens with orthopaedic conditions need specialised care for the facilitation of early community reintegration and restitution of physical function. We introduced a new community care programme as an alternative to usual hospital rehabilitation for orthopaedic patients.

Study Design: This was an observational study of a cohort of older orthopaedic patients attending a hospital-at-home integrated care programme (HHU), compared with a contemporary cohort of users of a geriatric rehabilitation unit (GRU) in the urban area of Badalona, Catalonia, Spain.

[Hospital-at-home in older patients: a scoping review on opportunities of developing comprehensive geriatric assessment based services].

This scoping review focused on the opportunity of developing new hospital-at-home schemes in our health systems adapted to older patients with complex conditions due to acute illness. A review was conducted on articles including, randomized controlled trials, systematic reviews and meta-analysis in PubMed and Cochrane Library, from January 1990 to July 2013. Search terms were: hospital-at-home, Early Supported Discharge, hospital in the home and home hospitalization.

A critical review of Early Supported Discharge for stroke patients: from evidence to implementation into practice.

After an acute stroke, a multidimensional approach based on multidisciplinary work and rehabilitation is required in order to promote functional independence and social reinsertion and to maintain medical stability. These activities are usually developed in the hospital setting as a continuum of the acute phase, but hospitalization is resource consuming and resources are limited. Early Support Discharge strategies base postacute care and rehabilitation at home after an early discharge planning and represent possible alternatives to conventional hospitalization.