Educational Limitations of ChatGPT in Neurosurgery Board Preparation.

Objective This study evaluated the potential of Chat Generative Pre-trained Transformer (ChatGPT) as an educational tool for neurosurgery residents preparing for the American Board of Neurological Surgery (ABNS) primary examination. Methods Non-imaging questions from the Congress of Neurological Surgeons (CNS) Self-Assessment in Neurological Surgery (SANS) online question bank were input into ChatGPT. Accuracy was evaluated and compared to human performance across subcategories. To quantify ChatGPT's educational potential, the concordance and insight of explanations were assessed by multiple neurosurgical faculty. Associations among these metrics as well as question length were evaluated. Results ChatGPT had an accuracy of 50.4% (1,068/2,120), with the highest and lowest accuracies in the pharmacology (81.2%, 13/16) and vascular (32.9%, 91/277) subcategories, respectively. ChatGPT performed worse than humans overall, as well as in the functional, other, peripheral, radiology, spine, trauma, tumor, and vascular subcategories. There were no subjects in which ChatGPT performed better than humans and its accuracy was below that required to pass the exam. The mean concordance was 93.4% (198/212) and the mean insight score was 2.7. Accuracy was negatively associated with question length (R2=0.29, p=0.03) but positively associated with both concordance (p<0.001, q<0.001) and insight (p<0.001, q<0.001). Conclusions The current study provides the largest and most comprehensive assessment of the accuracy and explanatory quality of ChatGPT in answering ABNS primary exam questions. The findings demonstrate shortcomings regarding ChatGPT's ability to pass, let alone teach, the neurosurgical boards.

Characteristics and Risk Factors for Rhegmatogenous Retinal Detachment Related to Endophthalmitis.

Purpose: To evaluate the risk factors for the development of concurrent or delayed-onset rhegmatogenous retinal detachment (RRD) related to endophthalmitis as well as the anatomic and visual outcomes with subsequent RRD repair. Methods: In this retrospective case study, a 2-tailed t test (continuous) and Fisher exact test were used to determine statistical significance of the observed findings. The relative risk (RR) and 95% CIs were calculated to assess statistical significance. Results: Of the 170 patients included, 22 were found to have a concurrent or subsequent RRD. Initial treatment with pars plana vitrectomy (PPV) (RR, 3.544; 95% CI, 1.650-7.614), aphakia (RR, 4.150; 95% CI, 1.434-12.011), endogenous endophthalmitis (RR, 2.684; 95% CI, 1.065-6.764), and posterior synechiae (RR, 3.026; 95% CI, 1.408-6.505) were statistically significant risk factors for RRD. Anatomically successful repair was achieved in 77.7% of patients. Conclusions: In addition to preexisting risk factors, the initial treatment of endophthalmitis may be a significant risk factor for RRD development, with a higher incidence of subsequent RRD in patients who have PPV as the initial treatment for endophthalmitis.

Unsupervised machine learning models reveal predictive clinical markers of glioblastoma patient survival using white blood cell counts prior to initiating chemoradiation.

Background: Glioblastoma is a malignant brain tumor requiring careful clinical monitoring even after primary management. Personalized medicine has suggested the use of various molecular biomarkers as predictors of patient prognosis or factors utilized for clinical decision-making. However, the accessibility of such molecular testing poses a constraint for various institutes requiring identification of low-cost predictive biomarkers to ensure equitable care. Methods: We collected retrospective data from patients seen at Ohio State University, University of Mississippi, Barretos Cancer Hospital (Brazil), and FLENI (Argentina) who were managed for glioblastoma-amounting to 581 patient records documented using REDCap. Patients were evaluated using an unsupervised machine learning approach comprised of dimensionality reduction and eigenvector analysis to visualize the inter-relationship of collected clinical features. Results: We discovered that the serum white blood cell (WBC) count of a patient during baseline planning for treatment was predictive of overall survival with an over 6-month median survival difference between the upper and lower quartiles of WBC count. By utilizing an objective PD-L1 immunohistochemistry quantification algorithm, we were further able to identify an increase in PD-L1 expression in glioblastoma patients with high serum WBC counts. Conclusions: These findings suggest that in a subset of glioblastoma patients the incorporation of WBC count and PD-L1 expression in the brain tumor biopsy as simple biomarkers predicting glioblastoma patient survival. Moreover, machine learning models allow the distillation of complex clinical data sets to uncover novel and meaningful clinical relationships.

Plastic Surgery: Beware the Candle Burning at Both Ends.

Background: Plastic surgery dates back to 800 BC, where forehead flaps were used to reconstruct noses in India. Today, it is one of the most romanticized fields in medicine. Due to the influence of social media, there has never been a larger spotlight. Ironically, this spotlight brings a narrowed perception of the scope of plastic surgery. This study aimed to assess the scope through the eyes of the average American to identify gaps in knowledge to better represent the field. Methods: A series of questions were developed under survey methodologists and administered by Qualtrics. Responses were gathered, and data were analyzed to assess the public's knowledge of plastic surgery's scope. Results: Two thousand five hundred responses were obtained, balanced across demographics similar to that of the United States. The US population has a poor understanding of the scope of plastic surgery and how to obtain board certification. Conclusions: This survey demonstrates a gap in awareness of plastic surgery as a field and the scope outside aesthetic procedures dramatized by the media. There remains no clear understanding of the qualifications of plastic surgeons or the provider makeup of the field of cosmetic surgery. Subspecialties proved to be overlooked, and knowledge of board certification was sparse. Further effort is needed to educate both the public and patients of the scope of plastic surgery, so that they might seek and gain access to appropriate treatment in the most efficient manner to optimize outcomes regarding the form and function of the body.

Subdermal Plexus Density as It Relates to Obesity and Wound Complications in Patients Undergoing Reduction Mammaplasty.

Background: Reduction mammaplasty is one of the most common reconstructive procedures performed in plastic surgery. Multiple comorbidities play a role in postoperative wound healing complications; however, there are insufficient data on the subdermal plexus (SDP) as it relates to these comorbidities. The purpose of this study is to evaluate the relationship between body mass index (BMI) and SDP of the superficial breast tissues and examine the association between SDP and postoperative complications. Methods: After Institutional Review Board approval, screening, and informed consent, patients undergoing reduction mammaplasty were selected. Tissue to be discarded was sent to pathology for analysis of immunohistochemistry directed against endothelial cells to determine the density of the SDP. Patients with BMI <35 and ≥35 kg/m2 were compared. Statistical analysis, including 2-tailed t test and Pearson correlation, was conducted. Results: A significant difference in SDP density (standard deviation) was identified between patients with a BMI ≥35 versus <35 kg/m2 (2.65 capillaries/mm2 ± 1.8 vs 1.56 capillaries/mm2 ± 1.2; P = .033). Patients with no historical use of tobacco versus those who used tobacco showed a significantly increased SDP (2.11 capillaries/mm2 ± 1.6 vs 1.20 capillaries/mm2 ± 0.5; P = .009). A significant relationship between postoperative infection (1.00 capillaries/mm2 ± 1.1; P = .041) and hematoma/seroma (0.788 capillaries/mm2 ± 0.1; P = .003) was identified. No significant relationship was found between SDP and delayed wound healing, nipple-areolar complex complications, fat/flap necrosis, or symptomatic scar occurrence. Conclusions: There is a statistically significant increase in SDP seen with increasing BMI, which does not explain the higher rate of wound healing complications after reduction mammaplasty typically seen in the higher BMI patient population. The association between BMI and complications after reduction mammaplasty remains unclear.

The association between bone mineral density and proximal junctional kyphosis in adult spinal deformity: a systematic review and meta-analysis.

OBJECTIVE: Proximal junctional kyphosis (PJK) is a complication of surgical management for adult spinal deformity (ASD) with a multifactorial etiology. Many risk factors are controversial, and their relative importance is not fully understood. The authors aimed to elucidate the association between bone mineral density (BMD) and PJK. METHODS: A systematic literature search was performed using PubMed and Web of Science keywords of "Proximal Junctional Kyphosis [MeSH] OR Proximal Junctional Failure [MeSH]" AND "Bone Mineral Density [MeSH] OR Hounsfield Units [MeSH] OR DEXA [MeSH]" set to the date range of January 2002 to July 2022. Studies required a minimum of 10 patients and 12 months of follow-up. Articles were included if they were in the English language and presented a primary retrospective cohort that included a comparison of patients with and without PJK, as well as a radiographic biomarker for BMD, such as Hounsfield units (HU) or T-score. RESULTS: A total of 18 unique studies with 2185 patients who underwent ASD surgery were identified. Of these, 537 patients (24.6%) developed PJK. Eight studies provided T-scores that were amenable to comparison, which found that patients who developed PJK were found to have lower BMD T-scores by a mean of -0.69 (95% CI -0.88 to -0.50; I2 = 63.9%, p < 0.001). The HU at the UIV among patients with the PJK group (n = 101) compared with the non-PJK group (n = 156) was found to be significantly lower (mean difference -32.35, 95% CI -46.05 to -18.65; I2 = 28.7%, p < 0.001). CONCLUSIONS: This meta-analysis suggests that low preoperative BMD as measured by T-score and a diagnosis of osteoporosis were associated with higher postoperative PJK. Additionally, lower HU on CT at the UIV were found to be significant risk factors for postoperative PJK as well. These findings suggest that more attention to preoperative BMD is a risk factor for PJK among ASD patients is warranted.

Side-firing intraoperative ultrasound applied to resection of pituitary macroadenomas and giant adenomas: A single-center retrospective case-control study.

Introduction: Multiple intraoperative navigation and imaging modalities are currently available as an adjunct to endoscopic transsphenoidal resection of pituitary adenomas, including intraoperative CT and MRI, fluorescence guidance, and neuronavigation. However, these imaging techniques have several limitations, including intraoperative tissue shift, lack of availability in some centers, and the increased cost and time associated with their use. The side-firing intraoperative ultrasound (IOUS) probe is a relatively new technology in endoscopic endonasal surgery that may help overcome these obstacles. Methods: A retrospective analysis was performed on patients admitted for resection of pituitary adenomas by a single surgeon at the University of Mississippi Medical Center. The control (non-ultrasound) group consisted of twelve (n=12) patients who received surgery without IOUS guidance, and the IOUS group was composed of fifteen (n=15) patients who underwent IOUS-guided surgery. Outcome measures used to assess the side-firing IOUS were the extent of tumor resection, postoperative complications, length of hospital stay (LOS) in days, operative time, and self-reported surgeon confidence in estimating the extent of resection intraoperatively. Results: Preoperative data analysis showed no significant differences in patient demographics or presenting symptoms between the two groups. Postoperative data revealed no significant difference in the rate of gross total resection between the groups (p = 0.716). Compared to the non-US group, surgeon confidence was significantly higher (p < 0.001), and operative time was significantly lower for the US group in univariate analysis (p = 0.011). Multivariate analysis accounting for tumor size, surgeon confidence, and operative time confirmed these findings. Interestingly, we noted a trend for a lower incidence of postoperative diabetes insipidus in the US group, although this did not quite reach our threshold for statistical significance. Conclusion: Incorporating IOUS as an aid for endonasal resection of pituitary adenomas provides real-time image guidance that increases surgeon confidence in intraoperative assessment of the extent of resection and decreases operative time without posing additional risk to the patient. Additionally, we identified a trend for reduced diabetes insipidus with IOUS.

Management of pediatric sternal wounds following congenital heart surgery: The role of the plastic surgeon in debridement and closure.

BACKGROUND: Management of sternal wound infections (SWIs) in pediatric patients following congenital heart surgery can be extremely difficult. Patients with congenital cardiac conditions are at risk for complications such as sternal dehiscence, infection, and cardiopulmonary compromise. In this study, we report a single-institution experience with pediatric SWIs. METHODS: Fourteen pediatric patients requiring plastic surgery consultation for complex sternal wound closure were included. A retrospective chart review was performed with the following variables of interest: demographic data, congenital cardiac condition, respective surgical palliations, development of mediastinitis, causative organism, number of debridements, presence of sternal wires, and choice of flap coverage. Primary endpoints included achieved chest wall closure and overall survival. RESULTS: Of the 14 patients, 8 (57%) were diagnosed with culture-positive mediastinitis. The sternum remained wired at the time of final flap closure in eight (57%) patients. All patients were reconstructed with pectoralis major flaps, except one (7%) who also received an omental flap and two (14%) who received superior rectus abdominis flaps. One patient (7%) was treated definitively with negative pressure wound therapy, and one (7%) was too unstable for closure. Six patients developed complications, including one (7%) with persistent mediastinitis, two (14%) with hematoma formation, one (7%) with abscess, and one (7%) with skin necrosis requiring subsequent surgical debridement. There were three (21%) mortalities. CONCLUSIONS: The management of SWI in congenital cardiac patients is challenging. The standard tenets for management of SWI in adults are loosely applicable, but additional considerations must be addressed in this unique subset population.

What Role do Mitochondria Have in Diastolic Dysfunction? Implications for Diabetic Cardiomyopathy and Heart Failure With Preserved Ejection Function.

ABSTRACT: Diastolic dysfunction is common to both diabetic cardiomyopathy and heart failure with preserved ejection fraction (HFpEF). Although commonly attributed to increased fibrosis, alterations in mitochondrial function and associated Ca2+ handling may contribute to impaired cardiac function. With mitochondrial dysfunction, increased reactive oxygen species (ROS), inflammation, and decreased adenosine triphosphate/adenosine diphosphate ratio may lead to increased extracellular matrix and diminished contractile relaxation. In this article, we discuss recent research implicating deficient mitochondria-associated endoplasmic reticulum membranes (MAMs) as it relates to impaired metabolic function and what role that may have in diastolic dysfunction in diabetic cardiomyopathy. The contribution of mitochondrial dysfunction to diastolic dysfunction in HFpEF is less established, but equally credible based on preclinical studies. However, there are notable differences between diabetic cardiomyopathy and HFpEF. Recent evidence implicates impaired endoplasmic reticulum signaling, in particular the unfolded protein response (UPR), in the pathogenesis of HFpEF. With HFpEF, enhanced pressure on the mitochondrial "gas pedal" because of increased cytosolic Ca2+ may perturb mitochondrial homeostasis. For diabetic cardiomyopathy and HFpEF, a better understanding of how altered cellular ion and redox status affect mitochondrial function is needed. Finally, we discuss the implications that mitochondrial dysfunction may have in devising novel therapeutic strategies for diabetic cardiomyopathy and HFpEF.

Negative Pressure Wound Therapy in Facilitating Wound Healing After Surgical Decompression for Metastatic Spine Disease.

BACKGROUND: The risk of wound-related complications, including surgical site infections (SSIs), in patients undergoing surgery for metastatic spine disease (MSD) is high. Consequently, patients requiring wound revision surgery face delay in resuming oncological care and incur additional hospitalization. Recent reports suggest that negative pressure wound therapy (NPWT) applied on a closed wound at the time of surgery significantly reduces postoperative wound complications in degenerative spine disease and trauma setting. Here, we report a single institution experience with incisional NPWT in patients undergoing surgery for MSD. METHODS: We compared rates of wound complications requiring surgical revision in a surgical cohort of patients with or without NPWT from 2015 to 2020. Adult patients with radiographic evidence of MSD with mechanical instability and/or accelerated neurological decline were included in the study. NPWT was applied on a closed wound in the operating room and continued for 5 days or until discharge, whichever occurred first. RESULTS: A total of 42 patients were included: 28 with NPWT and 14 without. Patient demographics including underlying comorbidities were largely similar. NPWT patients had higher rates of prior radiation to the surgical site (36% vs. 0%, P = 0.017) and longer fusion constructs (6.7 vs. 3.9 levels, P < 0.001). Three patients (21%) from the control group and none from the NPWT group contracted SSI requiring wound washout (P = 0.032). CONCLUSIONS: Our data suggest that SSI and wound dehiscence are significantly reduced with the addition of incisional NPWT in this vulnerable population.

Multifocal Xanthoma of Bone.

We report a case of a 40-year-old woman with hyperlipidemia and associated multifocal xanthoma of bone requiring prophylactic fixation of her bilateral femurs. Although xanthomas of bone are themselves a benign process, their presence may indicate that the patient has poorly controlled lipids and is at an increased risk of cardiovascular disease. Lytic lesions may require prophylactic fixation to prevent pathologic fracture.