Using artificial intelligence for personal protective equipment guidance for healthcare workers in the COVID-19 pandemic and beyond.

Background: Current procedures for effective personal protective equipment (PPE) usage rely on the availability of trained observers or 'buddies' who, during the COVID-19 pandemic, are not always available. The application of artificial intelligence (AI) has the potential to overcome this limitation by assisting in complex task analysis. To date, AI use for PPE protocols has not been studied. In this paper we validate the performance of an AI PPE system in a hospital setting. Methods: A clinical cohort study of 74 healthcare workers (HCW) at a 144-bed University teaching hospital. Participants were recruited to use the AI system for PPE donning and doffing. Performance was validated by the current gold standard double-buddy system across seven donning and ten doffing steps based on local infection control guidelines. Results: The AI-PPE platform was 98.9% sensitive on doffing and 85.3% sensitive on donning, when compared to remediated double buddy. On average, buddy correction of PPE was required 3.8 ± 1.5% of the time. The average time taken to don was 240 ± 51.5 seconds and doff was 241 ± 35.3 seconds. Conclusion: This study demonstrates the ability of an AI model to analyse PPE donning and doffing with real-time feedback for remediation. The AI platform can identify complex multi-task PPE donning and doffing in a single validated system. This AI system can be employed to train, audit, and thereby improve compliance whilst reducing reliance on limited HCW resources. Further studies may permit the development of this educational tool into a medical device with other industry uses for safety.

Primary Ovarian Carcinoid: Extensive Clinical Experience With an Underrecognized Uncommon Entity.

PURPOSE: Primary ovarian neuroendocrine tumors (NETs) develop in pure form or in association with other tumors, mainly teratomas. The available data regarding this rare condition are limited. Much of the literature focuses on single case reports, previously dismissed as a totally benign disorder, and thus long-term considerations and evidence-based management guidelines are lacking. The objective of the current study was to describe the clinical and pathologic characteristics and the effect of various therapeutic modalities on patient morbidity and mortality from 2 major centers. A secondary objective was to highlight that carcinoid syndrome may be manifest in the absence of metastatic disease. METHODS: The authors retrospectively studied a cohort of 34 consecutive patients with primary ovarian NETs who attended either the Oxford University Hospitals or Beatson Oncology Centre, Glasgow, between 1984 and 2014, and had their ovarian carcinoid data (eg, tumor growth, chemotherapy regimen) and mortality outcomes assessed. RESULTS: All patients were women, with an average age of 53 years (range, 23-87 years) at diagnosis. Of the 34 patients, 8 patients (23.5%) presented with carcinoid symptoms. Carcinoid heart disease was evident in 2 of the 34 patients (6%). All patients had a primary ovarian carcinoid tumor on histopathology, and 2 patients had bilateral ovarian carcinoids. Teratoma associations could be assessed in 29 tumors, with 20 (69%) of 29 showing a pathological association. The mean tumor size was 48 mm (range, 4-120 mm; SD, 40 mm). The mean follow-up was 4.5 years, ranging up to 17 years. The disease has been quiescent with no evidence of relapse in 22 of 34 patients; in 12 of 34 patients, it was metastatic. There were 5 patients who received treatment with somatostatin analogs or chemotherapy, whereas 8 patients (23.5%) died of disease. Metastatic disease was found up to 11 years from initial diagnosis. CONCLUSIONS: Primary ovarian NET is rare and likely underrepresented in the literature. It can no longer be simply dismissed as a generally benign entity and may present with both the carcinoid syndrome and carcinoid heart disease. It requires careful evaluation and long-term review.

Evaluation of Blood Glucose Meter Efficacy in an Antenatal Diabetes Clinic.

BACKGROUND: The optimal treatment of diabetes in pregnancy requires accurate measurement of blood glucose levels, in order to minimize adverse outcomes for both mother and neonate. Self-monitoring of blood glucose is routinely used to measure glycemic control and to assess whether treatment targets are being met; however, the accuracy of blood glucose meters in pregnancy is unclear. MATERIALS AND METHODS: Pregnant women with gestational, type 1, or type 2 diabetes mellitus were eligible to participate. Nonfasting capillary blood glucose levels were measured in duplicate using the BGStar(®) (Sanofi, Sydney, Australia) and FreeStyle Lite(®) (Abbott, Sydney) blood glucose meters. Venous blood samples were collected and analyzed for plasma glucose, hematocrit, and glycated hemoglobin. Capillary blood glucose was compared with plasma glucose and further assessed according to International Organization for Standardization (ISO) 15197:2013 standards. RESULTS: One hundred ten women were recruited, providing 96 samples suitable for analysis. The mean ± SD laboratory plasma glucose level was 4.6 ± 1.4 mmol/L; the BGStar and FreeStyle Lite capillary blood glucose values were 5.3 ± 1.4 mmol/L and 5.0 ± 1.3 mmol/L, respectively. Both meters showed a positive bias (0.42 mmol/L for the FreeStyle Lite and 0.65 mmol/L for the BGStar). Furthermore, neither meter fulfilled the ISO 15197:2013 standards, and there was a nonsignificant improvement in meter performance at blood glucose levels of ≤4.2 mmol/L. Hematocrit did not affect the results of either blood glucose meter. Clarke Error Grid analysis demonstrated that approximately 70% of the results of both meters would lead to appropriate clinical action. CONCLUSIONS: The BGStar and FreeStyle Lite blood glucose meters did not meet ISO 15197:2013 recommendations for blood glucose monitoring systems when assessed in a population of women with diabetes in pregnancy. Clinicians should consider this difference in blood glucose readings when making diabetes-related treatment decisions.

Is there a role for an ultrasensitive thyroglobulin assay in patients with serum antithyroglobulin antibodies? A large (Australian) cohort study in differentiated thyroid cancer.

OBJECTIVE: Serum thyroglobulin (Tg) is a marker of residual differentiated thyroid cancer (DTC) after total thyroidectomy; however, circulating antithyroglobulin antibodies (TgAb) may interfere with the immunoassay for Tg. Ultrasensitive assays may have a more significant role in detecting circulating Tg in the context of samples containing TgAb. The aim of this study was to evaluate the utility of ultrasensitive thyroglobulin (US-Tg) measurement compared to standard Tg measurement and to assess the influence of serum TgAb positivity on Tg detection in a large tertiary referral centre cohort in Australia. DESIGN: All patients with DTC who had undergone total thyroidectomy were included in this retrospective, observational cohort study. PATIENTS: Patients providing samples for the period of June 2006 until January 2014 were analysed. Three thousand two hundred and eight samples were measured at the same points in time, enabling serum Tg assays to be compared for the same TSH status (stimulated or suppressed). MEASUREMENTS: The standard assay, the Siemens Immulite 2000 Tg assay, was compared to the serum ultrasensitive ELISA RSR™ Tg. TgAb were simultaneously measured using Abbott Architect or Immulite 2000. RESULTS: There were 3019 samples included in the final analysis for comparison of the standard and ultrasensitive assays along with TgAb status. The majority of samples were TgAb negative (87%), with 48% of TgAb-negative samples associated with an undetectable serum Tg, suggestive of disease-free status at the time of sampling. Of note, 26% (n = 104) of the TgAb-positive samples were positive for Tg on the ultrasensitive Tg assay, but negative on the immulite Tg assay, and 62·5% (n = 65) of these samples corresponded to DTC recurrence. CONCLUSION: The US-Tg assay has greater clinical utility than the standard immulite Tg assay specifically in the scenario of antibody positivity, with a significant number of samples corresponding to clinically relevant recurrent or metastatic disease.

Etomidate in the management of hypercortisolaemia in Cushing's syndrome: a review.

This review addresses the practical usage of intravenous etomidate as a medical therapy in Cushing's syndrome. We reviewed the relevant literature, using search terms 'etomidate', 'Cushing's syndrome', 'adrenocortical hyperfunction', 'drug therapy' and 'hypercortisolaemia' in a series of public databases. There is a paucity of large randomised controlled trials, and data on its use rely only on small series, case study reports and international consensus guideline recommendations. Based on these, etomidate is an effective parenteral medication for the management of endogenous hypercortisolaemia, particularly in cases with significant biochemical disturbance, sepsis and other serious complications such as severe psychosis, as well as in preoperative instability. We suggest treatment protocols for the safe and effective use of etomidate in Cushing's syndrome.

Indurated reticulate palmar erythema as a sign of paraneoplastic palmar fasciitis and polyarthritis syndrome.

A 62-year-old woman presented with a 6-month history of polyarthritis. She had also noted a 2-month history of indurated palmar erythema and increasing bilateral hand swelling and stiffness. A biopsy from the area of palmar erythema showed interstitial fibroplasia within the dermis and subcutis representing a palmar fibromatosis. This presentation appears to belong to the spectrum of palmar fasciitis and polyarthritis syndrome. Rheumatologists have recognised this syndrome as a paraneoplastic disorder and subsequent investigations in our patient revealed an elevated cancer antigen 125 and an inoperable ovarian carcinoma. Indurated palmar erythema is a sign that is not widely recognised by dermatologists as a clue for this paraneoplastic syndrome, and skin biopsy demonstrating dermal and subcutaneous fibroplasia may help in diagnosis in the absence of advanced signs of palmar fasciitis.

Pulmonary hypertension due to isolated metastatic squamous cell carcinoma thromboemboli.

Pulmonary hypertension as the initial presentation of occult malignancy is extremely rare. The differential diagnosis of pulmonary hypertension due to arterial tumour embolism is often overlooked and deserves contemplation. Our case report details the presentation of cardiorespiratory decompensation from an assumed classic saddle pulmonary embolus in a previously fit, well 80-year-old gentleman. The patient underwent successful pulmonary thromboendarterectomy, however, intraoperatively the specimen was noted to be atypical. This resulted in the surprising definitive diagnosis of thromboembolic pulmonary hypertension secondary to laminated thrombi of metastatic squamous cell tumour emboli. The site of tumour origin was however not histologically apparent and was unable to be elucidated on extensive further investigation. Post-operatively the patient had considerable subjective and functional improvement returning to activities of daily living. He however passed away some 9 months later.