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.

169,051 papers · 148 categories

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3 results for “Neurosurgery”

Machine Learning Distinguishes Neurosurgical Skill Levels in a Virtual Reality Tumor Resection Taskcs.LG

Machine learning identifies skill levels in neurosurgery residents.

problem Assessing neurosurgical skill levels in residents.

method Machine learning applied to a VR tumor resection task with 23 skilled and 92 novice participants.

result Fuzzy K-Nearest Neighbors classifier achieved 8.3% equal error rate with 15 selected features.

Machine learning Neurosurgery Skill assessment Virtual reality Tumor resection

2018-11-20abs ↗pdf ↗

Comparison of Distances for Supervised Segmentation of White Matter Tractographystat.ML

Tractograms are mathematical representations of the main paths of axons within the white matter of the brain, from diffusion MRI data. Such representations are in the form of polylines, called streamlines, and one streamline approximates the common path of tens of thousands of axons. The analysis of tractograms is a ta…

2017-08-04abs ↗pdf ↗

Machine learning-based clinical prediction modeling -- A practical guide for cliniciansstat.ML

Machine learning guides clinicians in predictive modeling using big data.

problem Insufficient understanding of machine learning among clinicians hinders its adoption.

method Provides a series of guides on machine learning principles, resampling, model evaluation, and coding.

result Clinicians need methodological rigor and clarity to use machine learning effectively.

machine learning clinical prediction big data resampling model evaluation

2020-06-23abs ↗pdf ↗