Gender-Based Disparities in Academic Productivity Arise During Neurosurgery Residency: A Systematic Review.

BACKGROUND: Although female neurosurgery residents are increasing, women remain underrepresented in academic leadership. OBJECTIVES: To assess academic productivity differences between male and female neurosurgery residents. METHODS: We used the Accreditation Council for Graduate Medical Education records to obtain 2021-2022 recognized neurosurgery residency programs. Gender was dichotomized into male/female by male-presenting/female-presenting status. Extracted variables included degrees/fellowships from institutional websites, number of preresidency and total publications from PubMed, and h -indices from Scopus. Extraction occurred from March to July 2022. Residency publication number and h- indices were normalized by postgraduate year. Linear regression analyses were conducted to assess factors associated with numbers of in-residency publications. P < .05 was considered statistically significant. RESULTS: Of 117 accredited programs, 99 had extractable data. Information from 1406 residents (21.6% female) was successfully collected. 19 687 and 3261 publications were evaluated for male residents and female residents, respectively. Male and female residents' median preresidency publication numbers did not significantly differ (M:3.00 [IQR 1.00-8.50] vs F:3.00 [IQR 1.00-7.00], P = .09), nor did their h -indices. However, male residents had significantly higher median residency publications than female residents (M:1.40 [IQR 0.57-3.00] vs F:1.00 [IQR 0.50-2.00], P < .001). On multivariable linear regression, male residents (odds ratio [OR] 2.05, 95% CI 1.68-2.50, P < .001) and residents with more preresidency publications (OR 1.17, 95% CI 1.16-1.18, P < .001) had higher likelihood of publishing more during residency, controlling for other covariates. CONCLUSION: Without publicly available, self-identified gender designation for each resident, we were limited to review/designate gender based on male-presenting/female-presenting status from gender conventions of names/appearance. Although not an ideal measurement, this helped show that during neurosurgical residency, male residents publish significantly more than female counterparts. Given similar preresidency h- indices and publication records, this is unlikely explained by differences in academic aptitude. In-residency gender barriers to academic productivity must be acknowledged and addressed to improve female representation within academic neurosurgery.

Convolutional neural networks for approximating electrical and thermal conductivities of Cu-CNT composites.

This article explores the deep learning approach towards approximating the effective electrical and thermal conductivities of copper (Cu)-carbon nanotube (CNT) composites with CNTs aligned to the field direction. Convolutional neural networks (CNN) are trained to map the two-dimensional images of stochastic Cu-CNT networks to corresponding conductivities. The CNN model learns to estimate the Cu-CNT composite conductivities for various CNT volume fractions, interfacial electrical resistances, Rc = 20 Ω-20 kΩ, and interfacial thermal resistances, R″t,c = 10-10-10-7 m2K/W. For training the CNNs, the hyperparameters such as learning rate, minibatch size, and hidden layer neurons are optimized. Without iteratively solving the physical governing equations, the trained CNN model approximates the electrical and thermal conductivities within a second with the coefficient of determination (R2) greater than 98%, which may take longer than 100 min for a convectional numerical simulation. This work demonstrates the potential of the deep learning surrogate model for the complex transport processes in composite materials.

Analysis of temporal bone thickness outside of the petrous temporal bone between superior semicircular canal dehiscence and normal patients.

BACKGROUND: SSCD is a rare inner ear disorder. This study aims to compare the thickness of the temporal bone beyond the petrous portion between healthy subjects and those with SSCD to determine whether the etiopathology of SSCD is localized to the petrous temporal bone or generalized to other parts of the temporal bone. METHODS: A retrospective chart review of electronic medical records from September 2011 to February 2018 was conducted at a single-institution study at the University of California, Los Angeles. Participants were divided into two groups: Group 1 had a confirmed diagnosis of SSCD, while Group 2 had no known ear or temporal bone pathology. Participants' high-resolution coronal and axial temporal bone computed tomography scans were analyzed. Regions within the temporal bone were measured and compared between the two groups. RESULTS: A total of 262 scans were included. Group 1 consisted of 103 scans, while Group 2 consisted of 159 scans. There was no statistically significant difference in the thickness of temporal bones between patients diagnosed with SSCD and patients without otologic disease. CONCLUSION: The results suggest that the etiology of SSCD is limited to the petrous portion of the temporal bone. SSCD may be unrelated to a larger process of global temporal bone degeneration. Additional clinical screening for regions outside the petrous temporal bone is not warranted unless SSCD patients present with symptoms characteristic of other temporal bone pathologies.

Concurrent superior semicircular canal dehiscence and endolymphatic hydrops: A novel case series.

INTRODUCTION: Superior semicircular canal dehiscence (SSCD) is characterized by CT-confirmed bony erosion over the superior semicircular canal, creating vestibular and auditory symptoms. Endolymphatic hydrops (EH) is characterized by an MRI-confirmed excess of endolymph within the scala media that distorts the membranous labyrinth. While there is overlap in symptoms, the two diseases result from different pathophysiologies and require different interventions. PRESENTATION OF CASES: A retrospective chart review was conducted at the University of California, Los Angeles on a database of 270 adult SSCD patients, gathered between March 2011 and February 2020. A review of clinical notes, post-operative findings, and imaging was performed for 16 patients who had both CT-confirmed SSCD and an MRI of the internal auditory canal (IAC). Three cases of concurrent SSCD and EH were identified. Medical and surgical history, symptom progression pre- and post-operatively, and treatment outcomes were gathered. One patient's symptoms were resolved via mycophenolate mofetil, another's via hydrochlorothiazide, and the third's via hydrochlorothiazide and bilateral hearing aids. DISCUSSION: Post-surgical persistence of SSCD symptoms that are mutually shared with EH is the strongest indicator that a physician should investigate for concurrent EH. VEMP and audiogram testing in these cases can be misleading and should not be relied on as rule-in or rule-out tests. CONCLUSION: Concurrent SSCD and EH is a rare but treatable entity. Physicians should consider ordering an MRI of the IAC if SSCD patients' symptoms persist or recur after a successful surgery.