On-device research index

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.

169,181 papers · 148 categories

Trend · papers per month

count % of corpus

3 results for “SpO2”

Anesthesiologist-level forecasting of hypoxemia with only SpO2 data using deep learningcs.LG

Deep learning predicts hypoxemia from SpO2 data better than anesthesiologists.

problem Improving hypoxemia prediction for better patient outcomes.

method Trained deep learning model on SpO2 data to predict hypoxemia.

result Deep learning model outperforms anesthesiologists in predicting hypoxemia.

hypoxemia deep learning SpO2 anesthesiology clinical decision support

2017-12-02abs ↗pdf ↗

Identification of the Resting Position Based on EGG, ECG, Respiration Rate and SpO2 Using Stacked Ensemble Learningcs.LG

Paper identifies resting positions using EGG, ECG, respiration rate, and SpO2.

problem Identifying the resting position for health monitoring.

method Hybrid stacked ensemble machine learning model combining Decision tree, Random Forest, and Xgboost.

result 100% accurate prediction of resting positions.

resting position physiological parameters machine learning wearable devices sleep monitoring

2021-08-26abs ↗pdf ↗

The Consequences of the Framing of Machine Learning Risk Prediction Models: Evaluation of Sepsis in General Wardscs.LG

Study evaluates how framing affects machine learning models for sepsis prediction.

problem Understanding and reporting framing is crucial for AI technology success.

method Four different approaches applied to AI models of sepsis prediction.

result On-clinical-demand framing showed the lowest missing values and best temporal dependencies.

machine learning risk prediction sepsis founding AI

2021-01-26abs ↗pdf ↗