datasetCrossedModality: John Thompson crossed treatment FROC dataset

In RJafroc: Artificial Intelligence Systems and Observer Performance

John Thompson crossed treatment FROC dataset

Description

This is a crossed treatment dataset, see book Section 18.5. There are two treatment factors. The first treatment factor modalityID1 can be "F" or "I", which represent two CT reconstruction algorithms. The second treatment factor modalityID2 can be "20" "40" "60" "80", which represent the mAs values of the image acquisition. The factors are fully crossed. The function StSignificanceTestingCrossedModalities analyzes such datasets.

Usage

datasetCrossedModality

Format

A list with 3 elements: $ratings, $lesions and $descriptions; $ratings contain 3 elements, $NL, $LL and $LL_IL as sub-lists; $lesions contain 3 elements, $perCase, $IDs and $weights as sub-lists; $descriptions contain 7 elements, $fileName, $type, $name, $truthTableStr, $design, $modalityID and $readerID as sub-lists;

• rating$NL, num [1:2, 1:4, 1:11, 1:68, 1:5], ratings of non-lesion localizations, NLs

• rating$LL, num [1:2, 1:4, 1:11, 1:34, 1:3], ratings of lesion localizations, LLs

• rating$LL_ILNA, this placeholder is used only for LROC data

• lesions$perCase, int [1:34], number of lesions per diseased case

• lesions$IDs, num [1:34, 1:3] , numeric labels of lesions on diseased cases

• lesions$weights, num [1:34, 1:3], weights (or clinical importances) of lesions

• descriptions$fileName, chr, "datasetCrossedModality", base name of dataset in 'data' folder

• descriptions$type, chr "FROC", the data type

• descriptions$name, chr "THOMPSON-X-MOD", the name of the dataset

• descriptions$truthTableStr, NA, truth table structure

• descriptions$design, chr "FCTRL-X-MOD", study design, factorial dataset

• descriptions$modalityID, chr [1:2] "F" "I", treatment label(s)

• descriptions$readerID, chr [1:4] "20" "40" "60" "80", reader labels

References

Thompson JD, Chakraborty DP, et al. (2016) Effect of reconstruction methods and x-ray tube current-time product on nodule detection in an anthropomorphic thorax phantom: a crossed-treatment JAFROC observer study. Medical Physics. 43(3):1265-1274.

Examples

str(datasetCrossedModality)

RJafroc documentation built on Nov. 10, 2022, 5:45 p.m.