Publications by authors named "McKinley R"

Article Synopsis
  • Convolutional neural networks (CNNs) enhance parameter sharing and translational equivariance using convolutional kernels, and adjusting these to be SO(3)-steerable improves their efficacy.
  • These rotationally-equivariant convolutional layers offer benefits like increased robustness to unseen poses, reduced network size, and better sample efficiency compared to standard convolutional layers.
  • The authors introduce a new family of segmentation networks utilizing equivariant voxel convolutions based on spherical harmonics, achieving improved performance in MRI brain tumor segmentation without needing rotation-based data augmentation.
View Article and Find Full Text PDF

In this study, repetitive transcranial magnetic stimulation was applied to either the right inferior frontal junction or the right inferior parietal cortex during a difficult aerial reconnaissance search task to test its capacity to improve search performance. Two stimulation strategies previously found to enhance cognitive performance were tested: The first is called "addition by subtraction," and the second condition utilizes a direct excitatory approach by applying brief trains of high-frequency repetitive transcranial magnetic stimulation immediately before task trials. In a within-subjects design, participants were given active or sham repetitive transcranial magnetic stimulation at either 1 Hz or at 1 Hz above their individual peak alpha frequency (IAF + 1, mean 11.

View Article and Find Full Text PDF

Transcutaneous vagus nerve stimulation (tVNS) is a promising technique for enhancing cognitive performance and skill acquisition. Yet, its efficacy for enhancing learning rate and long-term retention in an ecologically valid learning environment has not been demonstrated. We conducted two double-blind sham-controlled experiments examining the efficacy of auricular tVNS (taVNS: Experiment (1) and cervical tVNS (tcVNS: Experiment (2), on a 5 day second-language vocabulary acquisition protocol among highly selected career linguists at the US Department of Defense's premier language school.

View Article and Find Full Text PDF

Introduction: Ensuring equivalence in high-stakes performance exams is important for patient safety and candidate fairness. We compared inter-school examiner differences within a shared OSCE and resulting impact on students' pass/fail categorisation.

Methods: The same 6 station formative OSCE ran asynchronously in 4 medical schools, with 2 parallel circuits/school.

View Article and Find Full Text PDF
Article Synopsis
  • * This research utilized imaging Mueller polarimetry to analyze 45 measurements from 27 fresh brain tumor samples, focusing on gliomas, and aimed to improve tumor delineation during neurosurgery.
  • * The study found differences in polarimetric properties between tumor types and brain tissues, and lays groundwork for using machine learning algorithms to enhance brain tumor segmentation and intraoperative diagnosis.
View Article and Find Full Text PDF

Over the past decades, morphometric analysis of brain MRI has contributed substantially to the understanding of healthy brain structure, development and aging as well as to improved characterisation of disease related pathologies. Certified commercial tools based on normative modeling of these metrics are meanwhile available for diagnostic purposes, but they are cost intensive and their clinical evaluation is still in its infancy. Here we have compared the performance of "ScanOMetrics", an open-source research-level tool for detection of statistical anomalies in individual MRI scans, depending on whether it is operated on the output of FreeSurfer or of the deep learning based brain morphometry tool DL + DiReCT.

View Article and Find Full Text PDF

Phenylketonuria is a rare metabolic disease resulting from a deficiency of the enzyme phenylalanine hydroxylase. Recent cross-sectional evidence suggests that early-treated adults with phenylketonuria exhibit alterations in cortical grey matter compared to healthy peers. However, the effects of high phenylalanine exposure on brain structure in adulthood need to be further elucidated.

View Article and Find Full Text PDF

Introduction: Whilst rarely researched, the authenticity with which Objective Structured Clinical Exams (OSCEs) simulate practice is arguably critical to making valid judgements about candidates' preparedness to progress in their training. We studied how and why an OSCE gave rise to different experiences of authenticity for different participants under different circumstances.

Methods: We used Realist evaluation, collecting data through interviews/focus groups from participants across four UK medical schools who participated in an OSCE which aimed to enhance authenticity.

View Article and Find Full Text PDF
Article Synopsis
  • Wide-field imaging Mueller polarimetry offers a non-invasive way to visualize white matter fiber orientations in neurosurgery, but traditional techniques require averaging multiple measurements, making them unsuitable for real-time imaging.
  • A new denoising framework has been developed to enable fast, single-shot acquisitions, significantly improving image quality and accuracy while reducing processing times.
  • Testing on brain samples shows that this method produces clear images with recognizable fiber patterns, potentially enhancing neurosurgical procedures by providing immediate feedback on neuronal structures.
View Article and Find Full Text PDF

Introduction: The career choices of medical graduates vary widely between medical schools in the UK and elsewhere and are generally not well matched with societal needs. Research has found that experiences in medical school including formal, informal and hidden curricula are important influences. We conducted a realist evaluation of how and why these various social conditions in medical school influence career thinking.

View Article and Find Full Text PDF

The UK Research Excellence Framework (REF) is an assessment of the quality of research carried out in UK Higher Education Institutions (HEIs), performed in 7-year cycles. The outcome impacts the rankings and funding of UK HEIs, which afford the exercise high priority. Much of what REF measures is known to be biased against academics with protected characteristics: for example, women and ethnic minority researchers are less likely to win grants or be published in prestigious journals.

View Article and Find Full Text PDF

Purpose: Ensuring equivalence of examiners' judgements within distributed objective structured clinical exams (OSCEs) is key to both fairness and validity but is hampered by lack of cross-over in the performances which different groups of examiners observe. This study develops a novel method called Video-based Examiner Score Comparison and Adjustment (VESCA) using it to compare examiners scoring from different OSCE sites for the first time.

Materials/ Methods: Within a summative 16 station OSCE, volunteer students were videoed on each station and all examiners invited to score station-specific comparator videos in addition to usual student scoring.

View Article and Find Full Text PDF

The goal of better medical student preparation for clinical practice drives curricular initiatives worldwide. Learning theory underpins Entrustable Professional Activities (EPAs) as a means of safe transition to independent practice. Regulators mandate senior assistantships to improve practice readiness.

View Article and Find Full Text PDF

Significance: Imaging Mueller polarimetry (IMP) appears as a promising technique for real-time delineation of healthy and neoplastic tissue during neurosurgery. The training of machine learning algorithms used for the image post-processing requires large data sets typically derived from the measurements of formalin-fixed brain sections. However, the success of the transfer of such algorithms from fixed to fresh brain tissue depends on the degree of alterations of polarimetric properties induced by formalin fixation (FF).

View Article and Find Full Text PDF

During neurooncological surgery, the visual differentiation of healthy and diseased tissue is often challenging. Wide-field imaging Muller polarimetry (IMP) is a promising technique for tissue discrimination and in-plane brain fiber tracking in an interventional setup. However, the intraoperative implementation of IMP requires realizing imaging in the presence of remanent blood, and complex surface topography resulting from the use of an ultrasonic cavitation device.

View Article and Find Full Text PDF

Deep learning (DL) models have provided state-of-the-art performance in various medical imaging benchmarking challenges, including the Brain Tumor Segmentation (BraTS) challenges. However, the task of focal pathology multi-compartment segmentation (e.g.

View Article and Find Full Text PDF
Article Synopsis
  • High blood glucose can cause epigenetic changes in pancreatic beta cells, which may play a role in the development of diabetes.
  • Researchers cultured human pancreatic beta cells and treated them with varying glucose levels to study these effects.
  • The study found significant differences in DNA methylation of 478 gene promoters, affecting pathways related to glucose metabolism, insulin secretion, and cell regulation, supporting the idea that high glucose contributes to diabetes development.
View Article and Find Full Text PDF

Introduction: The education of the future health care workforce is fundamental to ensuring safe, effective, and inclusive patient care. Despite this there has been chronic underinvestment in health care education and, even though there is an increased need for educators, the true number of medical educators has been in relative decline for over a decade.

Purpose: In this paper, we focus on the role of doctors as medical educators.

View Article and Find Full Text PDF

Introduction: Objective structured clinical exams (OSCEs) are a cornerstone of assessing the competence of trainee healthcare professionals, but have been criticised for (1) lacking authenticity, (2) variability in examiners' judgements which can challenge assessment equivalence and (3) for limited diagnosticity of trainees' focal strengths and weaknesses. In response, this study aims to investigate whether (1) sharing integrated-task OSCE stations across institutions can increase perceived authenticity, while (2) enhancing assessment equivalence by enabling comparison of the standard of examiners' judgements between institutions using a novel methodology (video-based score comparison and adjustment (VESCA)) and (3) exploring the potential to develop more diagnostic signals from data on students' performances.

Methods And Analysis: The study will use a complex intervention design, developing, implementing and sharing an integrated-task (research) OSCE across four UK medical schools.

View Article and Find Full Text PDF
Article Synopsis
  • Machine learning can work well, but it often struggles to make accurate predictions on new data, which is called out-of-sample generalizability.
  • To solve this problem, researchers are using a method called Federated ML that allows computers to share information about how well they're learning without actually sharing the data itself.
  • In a big study with 71 locations around the world, scientists created a model to help detect brain tumors more accurately, showing a significant improvement compared to older methods and hoping to help with rare illnesses and data sharing in healthcare.
View Article and Find Full Text PDF

Brain morphometry is usually based on non-enhanced (pre-contrast) T1-weighted MRI. However, such dedicated protocols are sometimes missing in clinical examinations. Instead, an image with a contrast agent is often available.

View Article and Find Full Text PDF

Introduction: Certainty/uncertainty in medicine is a topic of popular debate. This study aims to understand how biomedical uncertainty is conceptualised by academic medical educators and how it is taught in a medical school in the UK.

Methods: This is an exploratory qualitative study grounded in ethnographic principles.

View Article and Find Full Text PDF
Article Synopsis
  • Working memory (WM) is essential for keeping and processing information despite distractions, and individual differences in WM span reflect its limited capacity.
  • Recent findings suggest that WM capacity can be enhanced through training, potentially altering the brain's neural structures responsible for WM.
  • A meta-analysis of fMRI studies shows WM training leads to decreased BOLD responses in key brain areas linked to WM, indicating a change in how these neural systems operate, with implications for understanding the concept of WM as a finite resource.
View Article and Find Full Text PDF