dataset12: Dobbins 2 ROC dataset

In dpc10ster/rjafroc-master: Artificial Intelligence Systems and Observer Performance

Dobbins 2 ROC dataset

Description

This is referred to in the code as the "DOB2" dataset. It contains actionability ratings, i.e., do you recommend further follow up on the patient, one a 1 (definitely not) to 5 (definitely yes), effectively an ROC dataset using a 5-point rating scale.

Usage

dataset12

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 [1:4, 1:5, 1:152, 1], ratings of non-lesion localizations, NLs

• rating$LL, num [1:4, 1:5, 1:88, 1], ratings of lesion localizations, LLs

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

• lesions$perCase, int [1:88], number of lesions per diseased case

• lesions$IDs, num [1:88, 1], numeric labels of lesions on diseased cases

• lesions$weights, num [1:88, 1], weights (or clinical importances) of lesions

• descriptions$fileName, chr, "dataset12", base name of dataset in 'data' folder

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

• descriptions$name, chr "DOBBINS-2", the name of the dataset

• descriptions$truthTableStr, num [1:4, 1:5, 1:152, 1:2] , truth table structure

• descriptions$design, chr "FCTRL", study design, factorial dataset

• descriptions$modalityID, chr [1:4] "1" "2" "3" "4", modality label(s)

• descriptions$readerID, chr [1:5] "1" "2" "3" "4" ..., reader labels

References

Dobbins III JT et al. Multi-Institutional Evaluation of Digital Tomosynthesis, Dual-Energy Radiography, and Conventional Chest Radiography for the Detection and Management of Pulmonary Nodules. Radiology. 2016;282(1):236-250.

Examples

res <- str(dataset12)

dpc10ster/rjafroc-master documentation built on Jan. 31, 2024, 1:07 p.m.