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1.
OTO Open ; 7(4): e98, 2023.
Article in English | MEDLINE | ID: mdl-38034065

ABSTRACT

Objectives: This study seeks to determine the potential use and reliability of a large language learning model for answering questions in a sub-specialized area of medicine, specifically practice exam questions in otolaryngology-head and neck surgery and assess its current efficacy for surgical trainees and learners. Study Design and Setting: All available questions from a public, paid-access question bank were manually input through ChatGPT. Methods: Outputs from ChatGPT were compared against the benchmark of the answers and explanations from the question bank. Questions were assessed in 2 domains: accuracy and comprehensiveness of explanations. Results: Overall, our study demonstrates a ChatGPT correct answer rate of 53% and a correct explanation rate of 54%. We find that with increasing difficulty of questions there is a decreasing rate of answer and explanation accuracy. Conclusion: Currently, artificial intelligence-driven learning platforms are not robust enough to be reliable medical education resources to assist learners in sub-specialty specific patient decision making scenarios.

3.
Acad Med ; 97(7): 1017-1020, 2022 07 01.
Article in English | MEDLINE | ID: mdl-35767409

ABSTRACT

PROBLEM: While bedside training has always presented its own unique challenges, the COVID-19 pandemic era has intensified barriers to suitable provider and trainee experiences for both patient care and medical education. APPROACH: This project introduced an innovative solution with the Extended Reality International Grand Rounds, a collaboration between the University of Michigan Center for Medical and Surgical Extended Reality and Imperial College London. Three complex cases were presented to trainees through a wireless, extended reality (XR) headset and augmented by holographic visual aids and expert commentary. This pilot rounding experience was performed through the first-person view of one clinician at the bedside. OUTCOMES: In 2020, 140 attendees participated in XR International Grand Rounds, and 82 (59%) and 61 (44%) completed pre- and postsurveys, respectively. Survey analysis showed that the majority of respondents (65, 79.3%) had very little to no baseline experience with XR technologies and nearly all (75, 91.5%) agreed that the development and implementation of XR curricula are important in medical training, indicating an unmet need. Nearly all respondents (59, 96.7%) found value in the ability to visualize patients' clinical findings in the XR rounding experience and 60 (98.4%) found value in the ability to visualize patient-specific imaging and test findings in an XR format. Limiting exposure to high-risk patients and care team members with this innovative format was believed to be important to 79 (96.3%) respondents at baseline and that perception was unchanged following the event. NEXT STEPS: This solution to a long-standing dilemma, newly stressed by a unique era in medicine, was a successful collaboration using state-of-the-art XR technology. Next steps will include introducing more advanced physical exam visualization and detection and comprehensive evaluation of the patient experience, as well as expanding the international experience in a format that is scalable to other interested institutions.


Subject(s)
COVID-19 , Education, Medical , Teaching Rounds , COVID-19/epidemiology , Curriculum , Education, Medical/methods , Humans , Pandemics , Teaching Rounds/methods
4.
J Am Coll Surg ; 234(1): 25-31, 2022 01 01.
Article in English | MEDLINE | ID: mdl-34673244

ABSTRACT

BACKGROUND: Coronavirus disease 2019 created unintended but significant experiential barriers for surgical learners to interact at the bedside for teaching/case presentations. We hypothesized that an international grand rounds using the Microsoft HoloLens 2 extended reality (XR) headset would create an improved bedside-learning experience compared to traditional grand rounds formats. STUDY DESIGN: From December 2020 to March 2021, the world's first 2 international mixed reality grand rounds events using the HoloLens 2 headset were held, broadcasting transatlantically (between the University of Michigan and the Imperial College of London) bedside rounding experiences on 5 complex surgical patients to an international audience of 325 faculty, residents, and medical trainees. Participants completed pre- and post-event surveys to assess their experience. RESULTS: Of the 325 participants, 267 (80%) completed pre-surveys, and 95 (29%) completed both the pre- and post-surveys. Respondents (average age, 38 y; 44% women, 56% men; 211 US, 56 UK) included 92 (34%) medical students and residents and 175 faculty and staff. In the pre-event survey, 76% had little or no earlier experience with XR devices, and 94% thought implementation of XR into medical curricula was valuable. In the post-survey, 96% thought telerounding using XR technology was important for the current era, and 99% thought the ability to visualize the examination, imaging, and laboratory results at bedside via XR rounding was highly valuable and that this format was superior to traditional grand rounds. CONCLUSIONS: Almost all of the participants in the mixed reality international grand rounds felt the immersive XR experiences-allowing visualization of clinical findings, imaging, and laboratory results at the patient's bedside-were superior to a traditional grand rounds format, and that it could be a valuable tool for surgical teaching and telerounding.


Subject(s)
Augmented Reality , COVID-19/epidemiology , International Cooperation , Surgical Procedures, Operative/education , Teaching Rounds , Virtual Reality , Humans , London , Michigan , Surveys and Questionnaires/statistics & numerical data
5.
Mol Ther Nucleic Acids ; 24: 669-681, 2021 Jun 04.
Article in English | MEDLINE | ID: mdl-33996251

ABSTRACT

Malignant pleural mesothelioma (MPM) is an incurable surface neoplasm with peculiar pathobiology. MPM proliferates by using the tyrosine-kinase-Ras pathway. Despite representing an attractive therapeutic target, there are no standard agent(s) specifically inhibiting Ras signaling adopted in clinical settings. We posited that biologic effects of microRNA (miRNA) can disrupt this molecular network. Using patient samples, cell lines, and murine tumor xenograft models, we confirmed specific genes in the Ras pathway are targeted by an MPM-associated miRNA and then examined its therapeutic effects. We verified significant and consistent downregulation of miR-206 in MPM tissues. When miR-206 is ectopically re-expressed in MPM cells and delivered to tumor xenografts in mice, it exerted significant cell killing by suppressing multiple components of the receptor-tyrosine-kinase-Ras-cell-cycle-signaling network; some of which were prognostic when overexpressed and/or have not been druggable. Of note, we validated CDK6 as a novel target of miR-206. Overall, this miR-206-targeting mechanism manifested as induced G1/S cell cycle arrest. In addition, we identified a novel MPM therapeutic combination by adding systemic-route abemaciclib with local-route miR-206, which showed additive efficacy translating to improved survival. Our pre-clinical study suggests a potential pathophysiologic role for, and therapeutic relevance of, miR-206 in MPM.

6.
Am J Emerg Med ; 35(1): 126-131, 2017 Jan.
Article in English | MEDLINE | ID: mdl-27825693

ABSTRACT

OBJECTIVES: The purpose of this study was to compare health care resource utilization among patients who were given intravenous nitroglycerin for acute heart failure (AHF) in the emergency department (ED) by intermittent bolus, continuous infusion, or a combination of both. METHODS: We retrospectively identified 395 patients that received nitroglycerin therapy in the ED for the treatment of AHF over a 5-year period. Patients that received intermittent bolus (n=124) were compared with continuous infusion therapy (n=182) and combination therapy of bolus and infusion (n=89). The primary outcomes were the frequency of intensive care unit (ICU) admission and hospital length of stay (LOS). RESULTS: On unadjusted analysis, rates of ICU admission were significantly lower in the bolus vs infusion and combination groups (48.4% vs 68.7% vs 83%, respectively; P<.0001) and median LOS (interquartile range) was shorter (3.7 [2.5-6.2 days]) compared with infusion (4.7 [2.9-7.1 days]) and combination (5.0 [2.9-6.7 days]) groups; P=.02. On adjusted regression models, the strong association between bolus nitroglycerin and reduced ICU admission rate remained, and hospital LOS was 1.9 days shorter compared with infusion therapy alone. Use of intubation (bolus [8.9%] vs infusion [8.8%] vs combination [16.9%]; P=.096) and bilevel positive airway pressure (bolus [26.6%] vs infusion [20.3%] vs combination [29.2%]; P=.21) were similar as was the incidence of hypotension, myocardial injury, and worsening renal function. CONCLUSIONS: In ED patients with AHF, intravenous nitroglycerin by intermittent bolus was associated with a lower ICU admission rate and a shorter hospital LOS compared with continuous infusion.


Subject(s)
Heart Failure/drug therapy , Hypertension/drug therapy , Intensive Care Units/statistics & numerical data , Nitroglycerin/administration & dosage , Vasodilator Agents/administration & dosage , Acute Disease , Adult , Aged , Emergency Service, Hospital , Female , Heart Failure/etiology , Hospitalization , Humans , Hypertension/complications , Infusions, Intravenous , Injections, Intravenous , Length of Stay , Logistic Models , Male , Middle Aged , Retrospective Studies
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