15 research outputs found
Additional file 2: Table S2. of Preliminary evaluation of the publicly available Laboratory for Breast Radiodensity Assessment (LIBRA) software tool: comparison of fully automated area and volumetric density measures in a caseâcontrol study with digital mammography
Univariate logistic regression tables for absolute area, absolute volume, VD %, and BI-RADS breast density adjusted for both standard risk factors and BMI. BI-RADS Breast Imaging-Reporting and Data System, BMI body mass index, LIBRA Laboratory for Individualized Breast Radiodensity Assessment, N/A not applicable, VD % volume percent density. (PDF 213 kb
Additional file 1: Table S1. of Preliminary evaluation of the publicly available Laboratory for Breast Radiodensity Assessment (LIBRA) software tool: comparison of fully automated area and volumetric density measures in a caseâcontrol study with digital mammography
Univariate logistic regression tables for absolute area, absolute volume, VD %, and BI-RADS breast density adjusted for standard risk factors. BI-RADS Breast Imaging-Reporting and Data System, LIBRA Laboratory for Individualized Breast Radiodensity Assessment, N/A not applicable, VD % volume percent density. (PDF 207 kb
Survival curves for subgroups stratified by top predictive features.
(30-day mortality: Physiologic high-risk factors, elective surgery, functional status, HCT, and creatinine, 30-day unplanned readmission: Open wound/wound infection, major reintervention of treated arterial segment, elective surgery, claudication, and diabetes). (TIF)</p
Gini impurity and SHAP scores for mortality.
a) Gini impurity scores for features included in the 30-day mortality model. Higher values indicate increased effectiveness of features at separating those at risk of 30-day mortality from those not at risk of 30-day mortality. b) A Shapley summary plot. Color indicates feature value (red: High, blue: Low) and position.</p
Performance metrics of all readmission models on the testing set.
Performance metrics of all readmission models on the testing set.</p
Fig 2 -
Receiver-operating characteristic curves for a) 30-day mortality and b) 30-day unplanned readmission models.</p
Flow chart illustrating the phases of model development.
Flow chart illustrating the phases of model development.</p
Performance metrics of all models on the testing set.
Performance metrics of all models on the testing set.</p