Explainable machine-learning predictions for the prevention of hypoxaemia during surgery

Surgical data science for next-generation interventions

(2017) Lena Maier-Hein et al.   Nature Biomedical Engineering

Increasing body mass index and the incidence of intraoperative hypoxemia

(2016) Samir M. Kendale et al.   JOURNAL OF CLINICAL ANESTHESIA

Multi-Step Ahead Predictions for Critical Levels in Physiological Time Series

(2016) Hisham ElMoaqet et al.   IEEE Transactions on Cybernetics

Influencing Anesthesia Provider Behavior Using Anesthesia Information Management System Data for Near Real-Time Alerts and Post Hoc Reports

(2015) Richard H. Epstein et al.   ANESTHESIA AND ANALGESIA

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

Multimodal data and machine learning for surgery outcome prediction in complicated cases of mesial temporal lobe epilepsy

(2015) Negar Memarian et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Estimate of the global volume of surgery in 2012: an assessment supporting improved health outcomes

(2015) Thomas G Weiser et al.   LANCET

Learning (predictive) risk scores in the presence of censoring due to interventions

(2015) Kirill Dyagilev et al.   MACHINE LEARNING

A targeted real-time early warning score (TREWScore) for septic shock

(2015) Katharine E. Henry et al.   Science Translational Medicine

Perioperative hypoxemia is common with horizontal positioning during general anesthesia and is associated with major adverse outcomes: a retrospective study of consecutive patients

(2014) C Michael Dunham et al.   BMC Anesthesiology

Explaining prediction models and individual predictions with feature contributions

(2013) Erik Štrumbelj et al.   KNOWLEDGE AND INFORMATION SYSTEMS

The incidence of hypoxemia during surgery: evidence from two institutions

(2010) Jesse M. Ehrenfeld et al.   Canadian Journal of Anesthesia-Journal canadien d anesthesie

Integration of Early Physiological Responses Predicts Later Illness Severity in Preterm Infants

(2010) S. Saria et al.   Science Translational Medicine

Decision Support Increases Guideline Adherence for Prescribing Postoperative Nausea and Vomiting Prophylaxis

(2009) Fabian O. Kooij et al.   ANESTHESIA AND ANALGESIA

Anesthesia Awareness and the Bispectral Index

(2008) Michael S. Avidan et al.   NEW ENGLAND JOURNAL OF MEDICINE