Self-Aware SGD: Reliable Incremental Adaptation Framework For Clinical AI Models.

Healthcare is dynamic as demographics, diseases, and therapeutics constantly evolve. This dynamic nature induces inevitable distribution shifts in populations targeted by clinical AI models, often rendering them ineffective. Incremental learning provides an effective method of adapting deployed clinical models to accommodate these contemporary distribution shifts. However, since incremental learning involves modifying a deployed or in-use model, it can be considered unreliable as any adverse modification due to maliciously compromised or incorrectly labelled data can make the model unsuitable for the targeted application. This paper introduces self-aware stochastic gradient descent (SGD), an incremental deep learning algorithm that utilises a contextual bandit-like sanity check to only allow reliable modifications to a model. The contextual bandit analyses incremental gradient updates to isolate and filter unreliable gradients. This behaviour allows self-aware SGD to balance incremental training and integrity of a deployed model. Experimental evaluations on the Oxford University Hospital datasets highlight that self-aware SGD can provide reliable incremental updates for overcoming distribution shifts in challenging conditions induced by label noise.

Evaluating Pain Management Practices for Cancer Patients among Health Professionals: A Global Survey.

Background: Cancer incidence in the world is predicted to increase in the next decade. While progress has been in diagnosis and treatment, much still remains to be done to improve cancer pain therapy, mainly in underserved communities in low-income countries. Objective: To determine knowledge, beliefs, and barriers regarding pain management in both high- and low-income countries (according to the WHO classification); and to learn about ways to improve the current state of affairs. Design: Descriptive survey. Setting/Subjects: Fifty-six countries worldwide; convenience sample of 1639 consisted of 36.8% physicians; 45.1% nurses, and 4.5% pharmacists employed in varied settings. Results: Improved pain management services are key elements. Top barriers include religion factors, lack of appropriate education and training at all levels, nonadherence to guidelines, patients' reluctance to report on pains, over regulation associated with prescribing and access to opioid analgesics, fear of addiction to opioids, and lack of discussions around prognosis and treatment planning. Conclusion: The majority of patients with cancer in low-income countries are undertreated for their pain. Promoting cancer pain accredited program of training and education on pain management for physicians and nurses is crucial, as well as advocating policymakers and the public at large.

Machine learning in patient flow: a review.

This work is a review of the ways in which machine learning has been used in order to plan, improve or aid the problem of moving patients through healthcare services. We decompose the patient flow problem into four subcategories: prediction of demand on a healthcare institution, prediction of the demand and resource required to transfer patients from the emergency department to the hospital, prediction of potential resource required for the treatment and movement of inpatients and prediction of length-of-stay and discharge timing. We argue that there are benefits to both approaches of considering the healthcare institution as a whole as well as the patient by patient case and that ideally a combination of these would be best for improving patient flow through hospitals. We also argue that it is essential for there to be a shared dataset that will allow researchers to benchmark their algorithms on and thereby allow future researchers to build on that which has already been done. We conclude that machine learning for the improvement of patient flow is still a young field with very few papers tailor-making machine learning methods for the problem being considered. Future works should consider the need to transfer algorithms trained on a dataset to multiple hospitals and allowing for dynamic algorithms which will allow real-time decision-making to help clinical staff on the shop floor.

Development and validation of early warning score systems for COVID-19 patients.

COVID-19 is a major, urgent, and ongoing threat to global health. Globally more than 24 million have been infected and the disease has claimed more than a million lives as of November 2020. Predicting which patients will need respiratory support is important to guiding individual patient treatment and also to ensuring sufficient resources are available. The ability of six common Early Warning Scores (EWS) to identify respiratory deterioration defined as the need for advanced respiratory support (high-flow nasal oxygen, continuous positive airways pressure, non-invasive ventilation, intubation) within a prediction window of 24 h is evaluated. It is shown that these scores perform sub-optimally at this specific task. Therefore, an alternative EWS based on the Gradient Boosting Trees (GBT) algorithm is developed that is able to predict deterioration within the next 24 h with high AUROC 94% and an accuracy, sensitivity, and specificity of 70%, 96%, 70%, respectively. The GBT model outperformed the best EWS (LDTEWS:NEWS), increasing the AUROC by 14%. Our GBT model makes the prediction based on the current and baseline measures of routinely available vital signs and blood tests.

Diagnostic challenge of a cystic solid pseudopapillary tumor in pancreas: A case report.

A solid pseudopapillary tumor should be included in the differential diagnosis of every pancreatic cystic lesion. A constellation of microscopic morphology and immunohistochemistry, in addition to the clinical history, aids in reaching the correct diagnosis.

Global Survey of the Roles, Satisfaction, and Barriers of Home Health Care Nurses on the Provision of Palliative Care.

Background: The World Health Assembly urges members to build palliative care (PC) capacity as an ethical imperative. Nurses provide PC services in a variety of settings, including the home and may be the only health care professional able to access some disparate populations. Identifying current nursing services, resources, and satisfaction and barriers to nursing practice are essential to build global PC capacity. Objective: To globally examine home health care nurses' practice, satisfaction, and barriers, regarding existing palliative home care provision. Design: Needs assessment survey. Setting/Subjects: Five hundred thirty-two home health care nurses in 29 countries. Measurements: A needs assessment, developed through literature review and cognitive interviewing. Results: Nurses from developing countries performed more duties compared with those from high-income countries, suggesting a lack of resources in developing countries. Significant barriers to providing home care exist: personnel shortages, lack of funding and policies, poor access to end-of-life or hospice services, and decreased community awareness of services provided. Respondents identified lack of time, funding, and coverages as primary educational barriers. In-person local meetings and online courses were suggested as strategies to promote learning. Conclusions: It is imperative that home health care nurses have adequate resources to build PC capacity globally, which is so desperately needed. Nurses must be up to date on current evidence and practice within an evidence-based PC framework. Health care policy to increase necessary resources and the development of a multifaceted intervention to facilitate education about PC is indicated to build global capacity.

Visceral and Cutaneous Leishmaniases in a City in Syria and the Effects of the Syrian Conflict.

War provides ideal grounds for the outbreak of infectious diseases, and the Syrian war is not an exception to this rule. Following the civil crisis, Syria and refugee camps of neighboring countries witnessed an outbreak of leishmaniasis. We accessed the database of the central leishmaniasis registry in Latakia city and obtained the leishmaniasis data of the period 2008-2016. Our data showed that the years 2013 and 2014 recorded a surge in the number of both cutaneous leishmaniases (CL) and visceral leishmaniasis (VL) cases. This surge coincided with the massive internal displacement waves that struck Latakia governorate during that time. Subsequently, after 2015, the number of recorded CL and VL cases gradually decreased. This drop coincided with a reduced influx of internally displaced persons into Latakia governorate. Our report depicts the effects of the Syrian crisis on the epidemiology of leishmaniasis by outlining the experience of Latakia governorate. Similar results may have occurred in other refugee-hosting Syrian governorates.

Gastric Duplication Cyst Presenting as Massive Gastrointestinal Bleeding.

Gastric duplication cysts (GDCs) are rare congenital anomalies. Presentation of GDCs varies from an asymptomatic abdominal mass to fulminant or massive gastrointestinal (GI) bleeding. Herein, we describe a case of a GDC in a 10-month-old infant presenting with unexplained massive GI hemorrhage and hematemesis. An abdominal ultrasound was negative, while computerized tomography was, initially, inaccessible. Through a series of repeated esophagogastroduodenoscopies, we documented penetration of the GDC into the gastric cavity that was later confirmed by computerized tomography. The patient was treated successfully with surgical resection.

Chiclero's ulcer: An unusual presentation of Leishmania tropica in Syria.

Cutaneous leishmaniasis (CL) has been an endemic disease in Syria for decades. The first reports of CL from the Syrian city Aleppo date back to the 17th century. The recent crisis has further empowered the spread of this infection not only in Syria, but also in the neighboring countries. Here, we describe a case of a 67-year-old patient with a 6-month, nonhealing ulcerative lesion of the left auricle. It was initially diagnosed as either a squamous or a basal cell carcinoma. However, the biopsy revealed an unexpected finding of Leishmania amastigotes in the histiocytes. Consequently, CL of the auricle, chiclero's ulcer, was diagnosed. Polymerase chain reaction, in turn, revealed Leishmania tropica to be the causing factor; a rather rare one for chiclero's ulcer. The lesion completely resolved after a 3-week glucantime regimen, without any recurrence after an 8-month follow-up.

Angiolymphoid hyperplasia with eosinophilia: a case report.

BACKGROUND: Angiolymphoid hyperplasia with eosinophilia is a benign neoplasm that includes blood vessel proliferation and a dense eosinophilic inflammatory infiltrate. Mostly, it affects middle-aged adults manifesting as flesh/plum-colored pruritic nodules and papules, most commonly affecting the ear and the periauricular area. CASE PRESENTATION: In this case, we report a 13-year-old Caucasian girl with bilateral, huge, protruding, and yellowish nostril masses which were peculiar in location and of gross appearance. At first, the disease proved to be a diagnostic dilemma. After making a diagnosis of angiolymphoid hyperplasia with eosinophilia, the disease also proved to be a therapeutic dilemma. It did not respond to oral prednisolone or to oral indomethacin, and it proved to be resistant to topical steroids. Although surgery is the standard therapeutic approach, it recurred despite multiple surgical attempts. However, the only regimen that seemed to partially control the lesion was intralesional steroids combined with topical tacrolimus ointment. CONCLUSIONS: Angiolymphoid hyperplasia with eosinophilia proves a therapeutic dilemma, because there is a large variety of proposed treatments, yet there is not enough data on most of them. Although the disease is not deadly by itself, it usually presents with disfiguring lesions that grimly affect the patient's quality of life. This warrants further research and efforts to find an effective cure and a unified therapeutic approach.

Thrombotic Thrombocytopenic Purpura due to Checkpoint Inhibitors.

Ipilimumab is a monoclonal antibody that enhances the efficacy of the immune system by targeting a cytotoxic T-lymphocyte-associated protein 4 (CTLA-4), which is a protein receptor that downregulates the immune system. Nivolumab is also a humanized monoclonal antibody that targets another protein receptor that prevents activated T cells from attacking the cancer; this receptor is called programmed cell death 1 (PD-1). The FDA approved ipilimumab combined with nivolumab as a frontline therapy for patients with metastatic melanoma or renal cell carcinoma and as a second-line therapy for patients with microsatellite instability-high (MSI-H) metastatic colon cancer. Immune-related adverse events such as autoimmune colitis, pneumonitis, hepatitis, nephritis, hypophysitis, and thyroiditis may occur during or weeks to months after therapy. We report a case of thrombotic thrombocytopenic purpura (TTP) in a patient with metastatic renal cell carcinoma following one cycle of ipilimumab and nivolumab. Only one case report of ipilimumab-induced TTP exists in the medical literature. With the wide use of immunotherapy to treat cancers, physicians need to be aware of this rare immune-related adverse event.

Kikuchi-Fujimoto disease: a case report of a multi-drug resistant, grueling disease.

Histiocytic necrotizing lymphadenitis or Kikuchi-Fujimoto disease (KFD) is characterized by its rare occurrence. Mostly prevalent among Asian women, KFD manifests with lymphadenopathy-affecting mostly cervical and rarely generalized or retroperitoneal regions-in addition to fever. It is a self-limited disease that resolves within 1-4 months, responding remarkably to glucocorticosteroids or hydroxychloroquine. However, some rare cases prove to be unresponsive to the previously mentioned therapies. Here is a description of a case of KFD affecting a 67-year-old Syrian woman with a history of hypothyroidism due to iodine-deficiency. The patient's initial clinical picture was malaise, fever, pericarditis and generalized lymphadenopathy. As treatment, she was given glucocorticosteroids with no significant response, while hydroxychloroquine proved to be partially effective. Until the date of this report, she has been receiving hydroxychloroquine with only slight clinical improvement. This case is proving to be resistant unlike most KFD cases that generally respond very well to treatment.