Available Today: Machine Learning Models for Classifying High- and Low-Grade Gliomas: A Systematic Review and Quality of Reporting Analysis frontiersin.org/article/10.338… Great job @MerkajSara and @Ryan_Bahar! @YaleMed @YaleRadiology @YaleCancer
ML has been used on medical images of gliomas since early 90s but has taken off in 2017! @MerkajSara @Ryan_Bahar #BTRG_qMIT
NeuroOncology ML community is truly international! @MerkajSara @Ryan_Bahar #BTRG_qMIT
Published algorithms report high accuracy and AUC for differentiation of high grade gliomas from low grade gliomas @MerkajSara @Ryan_Bahar #BTRG_qMIT
The reporting quality of published literature needs improvement though! We recommend to use #CLAIM and #TRIPOD assessment tools prior to submitting manuscripts, because many of the fields are easily fixed and will improve translation of these algorithms into clinical practice.
We also recommend to combine IDH status prediction with glioma grade prediction in future studies! #WHO Classification of CNS Tumors 2021

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