Concepedia

Development of machine learning models for the prediction of long-term feeding tube dependence after oral and oropharyngeal cancer surgery

Andrea Costantino, Claudio Sampieri, Gian Marco Pace, Bianca Maria Festa, Luca Cerri, Giorgio Gregory Giordano, Michael Dalè, Giuseppe Spriano, Giorgio Peretti, Armando De Virgilio

Oral Oncology · 2023 · 10 citations · 35 references

Concepts

MedicineOncologySurgeryMachine LearningOral Cancer SurgeryPredictive AnalyticsOral Tumor SurgeryOropharyngeal CancerPredictive Health ModelingTongue Cancer SurgeryFeeding Tube Dependency AssessmentMachine Learning For HealthcareMachine Learning Prediction ModelsMultivariable Risk Prediction ModelsPerioperative Risk Prediction ModelsPredictive Model ValidationSurgical Risk Prediction

References

35

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

Karel G.M. Moons, Douglas G. Altman, Johannes B. Reitsma et al. · Annals of Internal Medicine · 2015 · 5.2K citations · Full text

Computing, Biostatistics, Clinical Decision Support +14

The potential for artificial intelligence in healthcare

Thomas H. Davenport, Ravi Kalakota · Future Healthcare Journal · 2019 · 3.6K citations · Full text

Computing, Computer Science, Health Informatics +12