Deep Learning for Automated Classification of Hip Hardware on Radiographs.

Purpose: To develop a deep learning model for automated classification of orthopedic hardware on pelvic and hip radiographs, which can be clinically implemented to decrease radiologist workload and improve consistency among radiology reports.

Materials And Methods: Pelvic and hip radiographs from 4279 studies in 1073 patients were retrospectively obtained and reviewed by musculoskeletal radiologists. Two convolutional neural networks, EfficientNet-B4 and NFNet-F3, were trained to perform the image classification task into the following most represented categories: no hardware, total hip arthroplasty (THA), hemiarthroplasty, intramedullary nail, femoral neck cannulated screws, dynamic hip screw, lateral blade/plate, THA with additional femoral fixation, and post-infectious hip.

Dilemma in management of hemorrhagic myositis in dermatomyositis.

Dermatomyositis (DM) is a rare inflammatory disorder affecting the muscle and skin. DM patients can present with spontaneous muscle hemorrhage, a potentially fatal complication. The best practice for management of hemorrhagic myositis in these patients remains unclear.

Transfemoral thrombectomy in the cavernous sinus and superior ophthalmic vein.

Cavernous sinus thrombosis (CST) is a rare condition that can cause death, neurologic disability, and visual loss. A pre-teen with septic CST leading to ocular hypertension and acute visual loss was treated at our institution with thrombectomy and thrombolysis of the cavernous sinuses and superior ophthalmic veins. Successful recanalization of the bilateral cavernous sinuses and superior ophthalmic veins was achieved in two separate procedures without complication.

Transfemoral thrombectomy in the cavernous sinus and superior ophthalmic vein.

Cavernous sinus thrombosis (CST) is a rare condition that can cause death, neurologic disability, and visual loss. A pre-teen with septic CST leading to ocular hypertension and acute visual loss was treated at our institution with thrombectomy and thrombolysis of the cavernous sinuses and superior ophthalmic veins. Successful recanalization of the bilateral cavernous sinuses and superior ophthalmic veins was achieved in two separate procedures without complication.

Metastases to the Parathyroid Glands: A Comprehensive Literature Review of 127 Reported Cases.

Metastases to the head and neck organs are uncommon, potentially representing the initial presentation of an occult malignancy. Single case reports and small series report metastases to the parathyroid gland, but there is no large review of the literature on secondary tumors involving the parathyroid glands. A review of the English literature between 1950 and 2017 was performed of all metastases or secondary involvement of the parathyroid glands.

Canalicular adenoma: a clinicopathologic and immunohistochemical analysis of 67 cases with a review of the literature.

There is a lack of a comprehensive immunohistochemical (IHC) analysis of canalicular adenoma (CanAd), especially when combined with a description of the unique histologic features. Given the usual small biopsies, IHC may be useful in distinguishing CanAd from other tumors in the differential diagnosis. Retrospective.

Characterization and management of asymptomatic Mycobacterium infections at the Zebrafish International Resource Center.

The Zebrafish International Resource Center (ZIRC) supplies wildtype, mutant, and transgenic zebrafish (Danio rerio) to the international research community. In 2005, the ZIRC halted shipment of adult Tübingen (TU) zebrafish, a popular wildtype line, after diagnosis of asymptomatic Mycobacterium chelonae infections in a high proportion of the TU stock. Mycobacterium presents a zoonotic risk to fish handlers.

Transmission, diagnosis, and recommendations for control of Pseudoloma neurophilia infections in laboratory zebrafish (Danio rerio) facilities.

The microsporidium Pseudoloma neurophilia represents a considerable challenge for laboratory zebrafish (Danio rerio) facilities. In 2010, P. neurophilia infections were diagnosed in zebrafish from 74% of the facilities that submitted fish to the Zebrafish International Resource Center (ZIRC) pathology service, and this organism remains the most commonly diagnosed pathogen in submitted fish.

Workflow characterization in a busy urban primary care clinic.

We are examining the workflow processes within a large, urban general internal medicine practice in order to understand task inefficiencies that can lead to medical errors. We are performing a time-motion study looking at task management of check-in, check-out clerks, nurses, nurse's aides and physicians. Our pilot data suggests that there is significant variability in the task burden at different times of the day due to several factors, including patient-show rates, time allotted to late arrivals, multi-tasking by check-in clerks and inefficient intra-clinic communication processes.