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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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3 results for “extubation”

Predicting Extubation Readiness in Extreme Preterm Infants based on Patterns of Breathingcs.LG

Model predicts extubation success in preterm infants.

problem Predicting successful extubation in preterm infants to minimize complications.

method Applied Markov and semi-Markov chain models to analyze respiratory patterns.

result Up to 84% of infants who failed extubation could have been predicted prior to extubation.

extremely preterm infants extubation readiness respiratory patterns Markov models semi-Markov models

2018-08-24abs ↗pdf ↗

Undersampling and Bagging of Decision Trees in the Analysis of Cardiorespiratory Behavior for the Prediction of Extubation Readiness in Extremely Preterm Infantscs.LG

Approach predicts extubation readiness with high accuracy.

problem High reintubation rates due to inconsistent extubation readiness prediction.

method Random Forest classifiers trained on undersampled cardiorespiratory variability data.

result 71% of infants who failed extubation were correctly identified.

Random Forest undersampling Decision Trees cardiorespiratory variability extremely preterm infants

2018-08-24abs ↗pdf ↗

A Semi-Markov Chain Approach to Modeling Respiratory Patterns Prior to Extubation in Preterm Infantseess.SP

Study uses semi-Markov models to analyze respiratory patterns of preterm infants before extubation.

problem Analyzing respiratory patterns of preterm infants before and after extubation.

method Developed semi-Markov models to compare respiratory patterns of infants who succeeded extubation and those who required reintubation.

result Semi-Markov models reveal unique similarities and differences between infants who succeeded extubation and those who required reintubation.

preterm infants respiratory patterns semi-Markov models extubation reintubation

2018-08-24abs ↗pdf ↗