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Data · dataset · 2023

Replication Data for: Spatial distributions of white matter hyperintensities on brain MRI: a pooled analysis of individual patient data from 11 memory clinic cohorts

Listed in IISH Dataverse

Data to replicate our work on the spatial distribution of white matter hyperintensities on brain MRI.

Description

This dataset contains two files: metavcimap_memory_clinic_n3525_mni_space.nii.gz WMH probability map, showing the spatial distribution of WMH in 3525 patients from 11 memory clinic cohorts. This file can be opened with a medical image viewer that supports the NIfTI data format. wmh_atypical_patterns_model.sav A scikit-learn Local Outlier Factor model trained on the 3525 patients in novelty-mode.

This model can be used to process your own data, with the code provided on GitHub. This file can be opened using the Python library skops (skops.readthedocs.io/). Supporting code is available on GitHub: github.com/Meta-VCI-Map/WMH_distribution_memory_clinic, as a Jupyter Notebook: github.com/Meta-VCI-Map/WMH_distribution_memory_clinic/blob/main/WMH_atypical_patterns.ipynb.

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 75% · Magnetic resonance imaging 65%
Provenance · 1 source records, 11 field assertions
SourceKeyLast seenRaw
IISH Dataversedoi:10.34894/FYL9ID12 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].dataverse_subject:medicine-health-and-life-sciencessource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:life-sciencesmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[field].local:field:medicine-healthmapping · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/subjects
concepts[modality].local:modality:imageenrichment · datasets iisg amsterdamkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:mrienrichment · datasets iisg amsterdamkeyword-concept-rules@1.0.0title+description (65%)
created_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
descriptionsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/description
publication_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
titlesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0/name
updated_datesource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0
version_labelsource · datasets iisg amsterdamconnector:datasets_iisg_amsterdam@1.0.0