Concepedia

Machine learning as a diagnostic decision aid for patients with transient loss of consciousness

Alistair Wardrope, Jenny Jamnadas-Khoda, Mark Broadhurst, Richard A. Grünewald, Timothy Heaton, Stephen Howell, Matthias J. Koepp, Steve W. Parry, Sanjay M. Sisodiya, Matthew C. Walker,

Neurology Clinical Practice · 2020 · 48 citations · 38 references

DOIFull text

Open access

Abstract

This study provides Class III evidence that for patients with TLOC, patient and witness questionnaires discriminate between syncope, epilepsy and PNES.

References

38

Random Forests

Leo Breiman · Machine Learning · 2001 · 119.3K citations · Full text

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

Gary S. Collins, Johannes B. Reitsma, Douglas G. Altman et al. · BMJ · 2015 · 3.7K citations · Full text

, , +19

Gene selection and classification of microarray data using random forest

Ramón Díaz‐Uriarte, Sara Álvarez de Andrés · BMC Bioinformatics · 2006 · 2.9K citations · Full text

Variable selection using random forests

Robin Genuer, Jean‐Michel Poggi, Christine Tuleau-Malot · Pattern Recognition Letters · 2010 · 2.5K citations

, , +8

2018 ESC Guidelines for the diagnosis and management of syncope

Michele Brignole, Frederik J. de Lange, Jean‐Claude Deharo et al. · European Heart Journal · 2018 · 1.8K citations · Full text