The R package mice imputes incomplete multivariate data by chained equations. The software mice 1.0 appeared in the year 2000 as an S-PLUS library, and in 2001 as an R package. mice 1.0 introduced predictor selection, passive imputation and automatic pooling. This article documents mice, which extends the functionality of mice 1.0 in several ways. In mice, the analysis of imputed data is made completely general, whereas the range of models under which pooling works is substantially extended. mice adds new functionality for imputing multilevel data, automatic predictor selection, data handling, post-processing imputed values, specialized pooling routines, model selection tools, and diagnostic graphs. Imputation of categorical data is improved in order to bypass problems caused by perfect prediction. Special attention is paid to transformations, sum scores, indices and interactions using passive imputation, and to the proper setup of the predictor matrix. mice can be downloaded from the Comprehensive R Archive Network. This article provides a hands-on, stepwise approach to solve applied incomplete data problems.

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mice: Multivariate Imputation by Chained Equations in R

A survey on deep learning in medical image analysis

admission. This proportion could already be greater in some parts of the country and may increase if referrals of cases of self-poisoning increase faster than the facilities for their assessment and management. The provision of social work and psychiatric expertise in casualty departments may be one means of preventing unnecessary medical admissions without risk to the patients. Dr Blake's and Dr Bramble's figures do not demonstrate, however, that any advantage would attach to medical teams taking over assessment from psychiatrists except that, by implication, assessments would be completed sooner by staff working on the ward full time. What the figures actually suggest is that if assessment of overdoses were left to house doctors there would be an increase in admissions to psychiatric units (by 19°U), outpatients (by 5O°'), and referrals to social services (by 140o). So for house doctors to assess overdoses would provide no economy for the psychiatric or social services. The study does not tell us what the consequences would have been for the six patients who the psychiatrists would have admitted but to whom the house doctors would have offered outpatient appointments. E J SALTER

Vitamin D deficiency.

Summary Background Since December, 2019, Wuhan, China, has experienced an outbreak of coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Epidemiological and clinical characteristics of patients with COVID-19 have been reported but risk factors for mortality and a detailed clinical course of illness, including viral shedding, have not been well described. Methods In this retrospective, multicentre cohort study, we included all adult inpatients (≥18 years old) with laboratory-confirmed COVID-19 from Jinyintan Hospital and Wuhan Pulmonary Hospital (Wuhan, China) who had been discharged or had died by Jan 31, 2020. Demographic, clinical, treatment, and laboratory data, including serial samples for viral RNA detection, were extracted from electronic medical records and compared between survivors and non-survivors. We used univariable and multivariable logistic regression methods to explore the risk factors associated with in-hospital death. Findings 191 patients (135 from Jinyintan Hospital and 56 from Wuhan Pulmonary Hospital) were included in this study, of whom 137 were discharged and 54 died in hospital. 91 (48%) patients had a comorbidity, with hypertension being the most common (58 [30%] patients), followed by diabetes (36 [19%] patients) and coronary heart disease (15 [8%] patients). Multivariable regression showed increasing odds of in-hospital death associated with older age (odds ratio 1·10, 95% CI 1·03–1·17, per year increase; p=0·0043), higher Sequential Organ Failure Assessment (SOFA) score (5·65, 2·61–12·23; p Interpretation The potential risk factors of older age, high SOFA score, and d-dimer greater than 1 μg/mL could help clinicians to identify patients with poor prognosis at an early stage. Prolonged viral shedding provides the rationale for a strategy of isolation of infected patients and optimal antiviral interventions in the future. Funding Chinese Academy of Medical Sciences Innovation Fund for Medical Sciences; National Science Grant for Distinguished Young Scholars; National Key Research and Development Program of China; The Beijing Science and Technology Project; and Major Projects of National Science and Technology on New Drug Creation and Development.

Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study

EASL 2017 Clinical Practice Guidelines on the management of hepatitis B virus infection.

In this article the author, the eightieth President of the Medical Women’s Federation and a clinical academic, reflects on disability, gender, and leadership. She draws on lessons from her sixteen-year NHS career in HIV Medicine in East London, UK. She explores her experiences and challenges as a Consultant Physician who became invisibly disabled and reflects on how her chosen leadership style has evolved in parallel. Readers are encouraged to reflect on invisible disability, ‘ableism’ and how to navigate conversations with colleagues.

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Reflections and intersections: disability, ‘ableism’ and metamodern leadership

Purpose of review The COVID-19 pandemic and public health response have directly and indirectly affected broader health outcomes, especially for those with existing chronic conditions, including HIV. We examine our current understanding of the global impact of COVID-19 on people with HIV (PWH). Recent findings The interaction between COVID-19 and HIV is complex, making it challenging to estimate its true impact on PWH. Evidence to date does not suggest that HIV confers a higher risk of acquiring SARS-CoV-2. However, once acquired, HIV increases the risk of severe COVID-19 and mortality, particularly in immunosuppressed viraemic individuals and in the context of traditional COVID-19 risk factors, including disparities in social determinants of health. In addition, COVID-19 vaccines may be less effective in the context of HIV infection with additional doses needed. The consequences of disruption of access to essential prevention and treatment services because of the pandemic are becoming evident and will likely adversely affect outcomes, risking decades of progress. Summary Given the increased mortality risk and reduced vaccine effectiveness seen in PWH, specific prevention and support measures are needed, including prioritization of vaccination and boosters, funding to mitigate the impact of pandemic and enabling integrated healthcare delivery during pandemics will be critical.

Estimating the global impact of coronavirus disease 2019 on people living with HIV

Barriers and facilitators to HIV pre-exposure prophylaxis for cisgender and transgender women in the UK.

This is the second monkeypox case series from the international group, whose first paper in The New England Journal of Medicine this summer identified new clinical symptoms of monkeypox in men. The study proved influential in shaping international case definitions, thereby contributing to the global response to monkeypox. These case series provide the most comprehensive picture of the ongoing monkeypox outbreak happening across the world, which the authors have discussed in a clinical overview of monkeypox for The Lancet Seminars, also published today.

Chloe Orkin

Papers

Reflections and intersections: disability, ‘ableism’ and metamodern leadership

Estimating the global impact of coronavirus disease 2019 on people living with HIV

Barriers and facilitators to HIV pre-exposure prophylaxis for cisgender and transgender women in the UK.

First study of monkeypox infection in women provides new insights to inform public health response to ongoing outbreak

multicentric Castleman disease Rituximab as retreatment for rituximab pretreated HIV-associated