Samir Kendale
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View article: Domain Knowledge Inclusive Monotonic Neural Network Guides Patient-Specific Induction of General Anesthesia Dosing
Domain Knowledge Inclusive Monotonic Neural Network Guides Patient-Specific Induction of General Anesthesia Dosing Open
BACKGROUND: Postinduction hypotension is a well-known risk factor for adverse postoperative outcomes. Anesthesiologists estimate anesthetic dosages based on a patient’s chart and domain knowledge. Machine learning is increasingly applied i…
View article: Public Health Informatics and the Perioperative Physician: Looking to the Future
Public Health Informatics and the Perioperative Physician: Looking to the Future Open
The role of informatics in public health has increased over the past few decades, and the coronavirus disease 2019 (COVID-19) pandemic has underscored the critical importance of aggregated, multicenter, high-quality, near-real-time data to…
Machine Learning for the Prediction of Procedural Case Durations Developed Using a Large Multicenter Database: Algorithm Development and Validation Study Open
Background Accurate projections of procedural case durations are complex but critical to the planning of perioperative staffing, operating room resources, and patient communication. Nonlinear prediction models using machine learning method…
Machine Learning for the Prediction of Procedural Case Durations Developed Using a Large Multicenter Database: Algorithm Development and Validation Study (Preprint) Open
BACKGROUND Accurate projections of procedural case durations are complex but critical to the planning of perioperative staffing, operating room resources, and patient communication. Nonlinear prediction models using machine learning method…
Effects of Volatile Anesthetics on Postoperative Ischemic Stroke Incidence Open
Background Preclinical studies suggest that volatile anesthetics decrease infarct volume and improve the outcome of ischemic stroke. This study aims to determine their effect during noncardiac surgery on postoperative ischemic stroke incid…
The COVID-19 Pandemic Highlights Shortcomings in US Health Care Informatics Infrastructure: A Call to Action Open
See Article, p 335 Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), the causative agent of coronavirus disease 2019 (COVID-19), was designated a pandemic by the World Health Organization on March 11, 2020. By that date, hundre…
Realistically Integrating Machine Learning Into Clinical Practice: A Road Map of Opportunities, Challenges, and a Potential Future Open
Recently, interest in machine learning has rapidly grown within the health care community. This popularity has been due in part to the advances in perception tasks such as speech processing and image analysis, which has led to the successf…
The association between pre‐operative variables, including blood pressure, and postoperative kidney function Open
Summary We used multivariate analyses to assess the association of pre‐operative variables with kidney function in 41,523 adults after scheduled surgery in a single large academic hospital. Eight variables were independently associated wit…