Comparison of two 3D scanning software to identify facial features: a prospective instrument to predict difficult airway.

BACKGROUND: Clinical airway assessment has limited predictive ability to anticipate difficult airway. Three-dimensional (3D) technologies have emerged in medicine as valuable tools in different settings including innovation and surgical planning. Three-dimensional facial scanning could add value to clinical measurements and two-dimensional models to assess the airway. However, commonly used high-fidelity scans are expensive. This study aims to compare the accuracy of the measurements made by the Scandy Pro app as a cost-effective alternative to high-fidelity scans made by the Artec Space Spider. We also aim to evaluate the interobserver variability for the measurements performed with Scandy Pro. MATERIALS AND METHODS: We conducted a cross-sectional, comparison study on 10 healthy volunteers. Four observers measured 720 distances and 400 using both Scandy Pro and Artec Space Spider facial scans. Wilcoxon test was used for group-group comparison. RESULTS: Comparison of both instruments showed no difference in angle or distance measurements. The percentage error (measurement difference between the two devices) exhibited by one of the observers was significantly different compared with the other three observers; however, the magnitude of this individual deviation did not affect the overall percentage error. The overall error for Scandy Pro was 5.5% (3.9% and 6.7% for angles and distances, respectively). CONCLUSION: Three-dimensional facial scanning with Scandy Pro is an accurate tool that can be a cost-effective alternative to high-fidelity scans produced by the Artec Space Spider.

Fetal heart rate changes and labor neuraxial analgesia: a machine learning approach.

BACKGROUND: Neuraxial labor analgesia has been associated with fetal heart rate changes. Fetal bradycardia is multifactorial, and predicting it poses a significant challenge to clinicians. Machine learning algorithms may assist the clinician to predict fetal bradycardia and identify predictors associated with its presentation. METHODS: A retrospective analysis of 1077 healthy laboring parturients receiving neuraxial analgesia was conducted. We compared a principal components regression model with tree-based random forest, ridge regression, multiple regression, a general additive model, and elastic net in terms of prediction accuracy and interpretability for inference purposes. RESULTS: Multiple regression identified combined spinal-epidural (CSE) (p = 0.02), interaction between CSE and dose of phenylephrine (p < 0.0001), decelerations (p < 0.001), and the total dose of bupivacaine (p = 0.03) as associated with decrease in fetal heart rate. Random forest exhibited good predictive accuracy (mean standard error of 0.92). CONCLUSION: Use of CSE, presence of decelerations, total dose of bupivacaine, and total dose of vasopressors after CSE are associated with decreases in fetal heart rate in healthy parturients during labor. Prediction of changes in fetal heart rate can be approached with a tree-based random forest model with good accuracy with important variables that are key for the prediction, such as CSE, BMI, duration of stage 1 of labor, and dose of bupivacaine.

Effect of table inclination angle on videolaryngoscopy and direct laryngoscopy: Operator's muscle activation and laryngeal exposure analysis.

BACKGROUND: Optimal vocal cord visualization depends on the patient's anatomical factors, characteristics of the laryngoscope, and the operator's muscle action. This study evaluated the effect of table inclination and three different laryngoscopic methods on procedural variables. The primary aim of this study is to compare differences in laryngoscopic view among clinicians based on the instrument used and table orientation. The secondary aim is to determine differences in upper extremity muscle activity based on laryngoscope use and table inclination. METHODS: Fifty-five anesthesia providers with different experience levels performed intubations on a manikin using three angles of table inclination and three laryngoscopy methods. Time to intubation, use of optimization maneuvers, glottic view, operator's comfort level, and upper extremity muscle activation measured by surface electromyography were evaluated. RESULTS: Table inclination of 15° and 30° significantly reduced intubation time and the need for optimization maneuvers. Fifteen degrees inclination gave the highest comfort level. Anterior deltoid muscle intensity was decreased when table inclination at 15° and 30° was compared to a flat position. CONCLUSION: Table inclination of 15° reduces intubation time and the need to use optimization maneuvers and is associated with higher operator's comfort levels than 0° and 30° inclination in a simulated scenario using a manikin. Different upper extremity muscle groups are activated during laryngoscopy, with the anterior deltoid muscle exhibiting significantly higher activation levels with direct laryngoscopy at zero-degree table inclination.

Operating room relay strategy for turnover time improvement: a quality improvement project.

INTRODUCTION: Operating room (OR) management plays a pivotal role in the healthcare system due to the high cash flow it yields. Enhancing communication in the OR, which is the common root problem for delays, might improve OR efficiency and revenues for healthcare. This study aims to evaluate the impact of an OR relay strategy on turnover time (TOT). METHODS: A quality improvement project was conducted. In the intervention group, a certified registered nurse anaesthetist (CRNA) remained outside of the OR, coordinating the steps to get the next patient ready. This CRNA communicated with the anaesthesia providers within the OR via a Microsoft Team chat. The TOT for the control group was recorded from the electronic anaesthesia record system. RESULTS/DATA ANALYSIS: Analysis of 636 turnovers was performed with non-parametric tests. The OR relay strategy decreased TOT for most ORs, with statistically significant results for three of the ORs and the overall ORs system. A decreased in variability between TOTs was evidenced for the overall OR and the majority of the ORs evaluated individually. CONCLUSION: The OR relay strategy has a positive impact on TOT.

Anxiety in anesthesia providers during coronavirus disease 19 pandemic: Insights into perception of harm a cross-sectional study.

Background: The influence of Coronavirus disease 2019 (COVID-19) pandemic on mental health has been widely studied; however, literature evaluating the mental health effects of the pandemic on small groups of people is scarce. We aim to evaluate the impact of the COVID-19 pandemic on anxiety levels of anesthesiology providers in an academic institution. Materials and methods: We conducted a cross-sectional study including one hundred and five participants (Faculty anesthesiologists, anesthesia residents, certified registered and student nurse anesthetists). The generalized anxiety disorder questionnaire (GAD-7) was administered to participants. Results: Approximately half of the 105 participants experienced various degrees of anxiety, with only 14.3% exhibiting moderate to severe symptoms of anxiety. Anxiety interfering with daily activities was reported in 54.9% of the participants. Anxiety-generating factors such as access to protective equipment and transmitting the disease to family members were identified. Conclusion: The COVID-19 pandemic is associated with different degrees of anxiety. The prevalence of severe anxiety is relatively low, probably due to differential individual perceptions, feelings of invulnerability, and resilience of anesthesia providers.