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Extended-age Out-of-sample Validation of Risk Stratification Index 3.0 Models Using Commercial All-payer Claims

Scott Greenwald, Ph.D., George F. Chamoun, B.S., Nassib G. Chamoun, M.S., David Clain, B.S., Zhenyu Hong, M.S., Richard Jordan, Ph.D., Paul J. Manberg, Ph.D., Kamal Maheshwari, M.D., Daniel I. Sessler, M.D.

Anesthesiology. March 2023: 138(3):264–273

https://doi.org/10.1097/ALN.0000000000004477

Published: March 2023

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Articles

Predicting Intensive Care Delirium with Machine Learning: Model Development and External Validation

Kirby D. Gong, M.S.E., Ryan Lu, B.S., M.D., Ph.D., Teya S. Bergamaschi, M.S.E., Ph.D., Akaash Sanyal, M.S.E., Joanna Guo, B.S., Han B. Kim, M.S.E., Hieu T. Nguyen, B.S., Ph.D., Joseph L. Greenstein, Ph.D., Raimond L. Winslow, Ph.D., Robert D. Stevens, M.D.

Anesthesiology. March 2023: 138(3):299–311

https://doi.org/10.1097/ALN.0000000000004478

Published: March 2023

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Articles

Validation of a Deep Learning–based Automatic Detection Algorithm for Measurement of Endotracheal Tube–to–Carina Distance on Chest Radiographs

Min‑Hsin Huang, M.D., M.S., Chi-Yeh Chen, Ph.D., Ming-Huwi Horng, Ph.D., Chung-I Li, Ph.D., I-Lin Hsu, M.D., Ph.D., Che-Min Su, M.D., Yung-Nien Sun, Ph.D., Chao-Han Lai, M.D., Ph.D.

Anesthesiology. December 2022: 137(6):704–715

https://doi.org/10.1097/ALN.0000000000004378

Published: December 2022

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Articles

Risk Stratification Index 3.0, a Broad Set of Models for Predicting Adverse Events during and after Hospital Admission

Anesthesiology. December 2022: 137(6):673–686

https://doi.org/10.1097/ALN.0000000000004380

Published: December 2022

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Articles

Quantitative Neuromuscular Monitoring in Clinical Practice: A Professional Practice Change Initiative

Wade A. Weigel, M.D., Barbara L. Williams, Ph.D., Neil A. Hanson, M.D., C. Craig Blackmore, M.D., M.P.H., Randy L. Johnson, Cer.A.T., Gary M. Nissen, M.D., Andrew B. James, M.D., Wyndam M. Strodtbeck, M.D.

Anesthesiology. June 2022: 136(6):901–915

https://doi.org/10.1097/ALN.0000000000004174

Published: June 2022

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Articles

December Is Coming: A Time Trend Analysis of Monthly Variation in Adult Elective Anesthesia Caseload across Florida and Texas Locations of a Large Multistate Practice

Anastasia Pozdnyakova Piersa, M.D., M.B.A., Avery Tung, M.D., Richard P. Dutton, M.D., M.B.A., Sajid Shahul, M.D., M.P.H., David B. Glick, M.D., M.B.A.

Anesthesiology. November 2021: 135(5):804–812

https://doi.org/10.1097/ALN.0000000000003959

Published: November 2021

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Articles

Statistical Development and Validation of Clinical Prediction Models

Steven J. Staffa, M.S., David Zurakowski, M.S., Ph.D.

Anesthesiology. September 2021: 135(3):396–405

https://doi.org/10.1097/ALN.0000000000003871

Published: September 2021

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Articles

Complication Rates in Anesthesia: Why Retrospective Studies May Be Extraordinary

Andrew J. Davidson, M.B.B.S., M.D., F.A.N.Z.C.A., F.A.H.M.S.

Anesthesiology. January 2021: 134(1):7–8

https://doi.org/10.1097/ALN.0000000000003607

Published: January 2021

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Articles

Determining Associations and Estimating Effects with Regression Models in Clinical Anesthesia

Kazuyoshi Aoyama, M.D., Ph.D., Ruxandra Pinto, Ph.D., Joel G. Ray, M.D., M.Sc., Andrea Hill, Ph.D., Damon C. Scales, M.D., Ph.D., Robert A. Fowler, M.D.C.M., M.S.

Anesthesiology. September 2020: 133(3):500–509

https://doi.org/10.1097/ALN.0000000000003425

Published: September 2020

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Articles

Classification of Current Procedural Terminology Codes from Electronic Health Record Data Using Machine Learning

Michael L. Burns, M.D., Ph.D., Michael R. Mathis, M.D., John Vandervest, M.S., Xinyu Tan, Ph.D., Bo Lu, B.S., Douglas A. Colquhoun, M.B. Ch.B., M.Sc., M.P.H., Nirav Shah, M.D., Sachin Kheterpal, M.D., M.B.A., Leif Saager, Dr. med., M.M.M.

Anesthesiology. April 2020: 132(4):738–749

https://doi.org/10.1097/ALN.0000000000003150

Published: April 2020

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Articles

Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis

Feras Hatib, Ph.D., Zhongping Jian, Ph.D., Sai Buddi, Ph.D., Christine Lee, M.S., Jos Settels, M.S., Karen Sibert, M.D., F.A.S.A., Joseph Rinehart, M.D., Maxime Cannesson, M.D., Ph.D.

Anesthesiology. October 2018: 129(4):663–674

https://doi.org/10.1097/ALN.0000000000002300

Published: October 2018

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Articles

Prediction of Bispectral Index during Target-controlled Infusion of Propofol and Remifentanil: A Deep Learning Approach

Hyung-Chul Lee, M.D., Ho-Geol Ryu, M.D., Ph.D., Eun-Jin Chung, M.D., Chul-Woo Jung, M.D., Ph.D.

Anesthesiology. March 2018: 128(3):492–501

https://doi.org/10.1097/ALN.0000000000001892

Published: March 2018

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Articles

Comparison of an Updated Risk Stratification Index to Hierarchical Condition Categories

George F. Chamoun, B.S., Linyan Li, Sc.D., Nassib G. Chamoun, M.S., Vikas Saini, M.D., Daniel I. Sessler, M.D.

Anesthesiology. January 2018: 128(1):109–116

https://doi.org/10.1097/ALN.0000000000001897

Published: January 2018

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Articles

Investigation of Slow-wave Activity Saturation during Surgical Anesthesia Reveals a Signature of Neural Inertia in Humans

Catherine E. Warnaby, Ph.D., Jamie W. Sleigh, M.D., Darren Hight, B.Sc., Saad Jbabdi, Ph.D., Irene Tracey, M.A., D.Phil., F.R.C.A., F.Med.Sci.

Anesthesiology. October 2017: 127(4):645–657

https://doi.org/10.1097/ALN.0000000000001759

Published: October 2017

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Articles

Disposition of Remifentanil in Obesity: A New Pharmacokinetic Model Incorporating the Influence of Body Mass

Tae Kyun Kim, M.D., Shinju Obara, M.D., Talmage D. Egan, M.D., The Remifentanil Pharmacokinetics in Obesity Investigators

Anesthesiology. June 2017: 126(6):1019–1032

https://doi.org/10.1097/ALN.0000000000001635

Published: June 2017

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Articles

Validation and Calibration of the Risk Stratification Index

George F. Chamoun, Linyan Li, M.S., Nassib G. Chamoun, M.S., Vikas Saini, M.D., Daniel I. Sessler, M.D.

Anesthesiology. April 2017: 126(4):623–630

https://doi.org/10.1097/ALN.0000000000001560

Published: April 2017

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Articles

Perioperative Mortality, 2010 to 2014: A Retrospective Cohort Study Using the National Anesthesia Clinical Outcomes Registry

Elizabeth L. Whitlock, M.D., M.Sc., John R. Feiner, M.D., Lee-lynn Chen, M.D.

Anesthesiology. December 2015: 123(6):1312–1321

https://doi.org/10.1097/ALN.0000000000000882

Published: December 2015

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Articles

Replication to Advance Science: Changes in Anesthesiology

James C. Eisenach, M.D., Timothy T. Houle, Ph.D.

Anesthesiology. August 2014: 121(2):209–211

https://doi.org/10.1097/ALN.0000000000000333

Published: August 2014

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Articles

Complex Information for Anesthesiologists Presented Quickly and Clearly

Anesthesiology. June 2014: 120(6):A23

https://doi.org/10.1097/01.anes.0000450088.98178.61

Published: June 2014

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Articles

Transforming High Risk to High Yield

Karsten Bartels, M.D., Almut Grenz, M.D., Ph.D., Holger K. Eltzschig, M.D., Ph.D.

Anesthesiology. May 2014: 120(5):1072–1074

https://doi.org/10.1097/ALN.0000000000000217

Published: May 2014

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NARROW

Extended-age Out-of-sample Validation of Risk Stratification Index 3.0 Models Using Commercial All-payer Claims

Predicting Intensive Care Delirium with Machine Learning: Model Development and External Validation

Validation of a Deep Learning–based Automatic Detection Algorithm for Measurement of Endotracheal Tube–to–Carina Distance on Chest Radiographs

Risk Stratification Index 3.0, a Broad Set of Models for Predicting Adverse Events during and after Hospital Admission

Quantitative Neuromuscular Monitoring in Clinical Practice: A Professional Practice Change Initiative

December Is Coming: A Time Trend Analysis of Monthly Variation in Adult Elective Anesthesia Caseload across Florida and Texas Locations of a Large Multistate Practice

Statistical Development and Validation of Clinical Prediction Models

Complication Rates in Anesthesia: Why Retrospective Studies May Be Extraordinary

Determining Associations and Estimating Effects with Regression Models in Clinical Anesthesia

Classification of Current Procedural Terminology Codes from Electronic Health Record Data Using Machine Learning

Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis

Prediction of Bispectral Index during Target-controlled Infusion of Propofol and Remifentanil: A Deep Learning Approach

Comparison of an Updated Risk Stratification Index to Hierarchical Condition Categories

Investigation of Slow-wave Activity Saturation during Surgical Anesthesia Reveals a Signature of Neural Inertia in Humans

Disposition of Remifentanil in Obesity: A New Pharmacokinetic Model Incorporating the Influence of Body Mass

Validation and Calibration of the Risk Stratification Index

Perioperative Mortality, 2010 to 2014: A Retrospective Cohort Study Using the National Anesthesia Clinical Outcomes Registry

Replication to Advance Science: Changes in Anesthesiology

Complex Information for Anesthesiologists Presented Quickly and Clearly

Transforming High Risk to High Yield

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