nogoldstandard Pathology Data - Inter-Pathologist Agreement
Source:R/data_nogoldstandard_docs.R
nogoldstandard_pathology.RdThree-pathologist dataset with 180 patients for assessing diagnostic agreement without a gold standard. Pathologists have varying sensitivity (0.88, 0.85, 0.82) and high specificity (0.92, 0.90, 0.93).
Format
A data frame with 180 rows and 6 variables:
- patient_id
Character: Patient identifier (PT001-PT180)
- Pathologist1
Factor: First pathologist diagnosis ("Benign", "Malignant"), Sens=0.88, Spec=0.92
- Pathologist2
Factor: Second pathologist diagnosis ("Benign", "Malignant"), Sens=0.85, Spec=0.90
- Pathologist3
Factor: Third pathologist diagnosis ("Benign", "Malignant"), Sens=0.82, Spec=0.93
- tumor_site
Factor: Tumor location (Lung, Breast, Colon, Prostate)
- specimen_quality
Factor: Specimen quality (Adequate, Limited, Poor)
Details
Simulated with 25% malignancy prevalence. Pathologists show realistic variation in diagnostic accuracy. Ideal for pathology agreement studies using latent class analysis.
Examples
data(nogoldstandard_pathology)
nogoldstandard(data = nogoldstandard_pathology,
test1 = "Pathologist1", test1Positive = "Malignant",
test2 = "Pathologist2", test2Positive = "Malignant",
test3 = "Pathologist3", test3Positive = "Malignant",
clinicalPreset = "pathology_agreement")
#> Error in nogoldstandard(data = nogoldstandard_pathology, test1 = "Pathologist1", test1Positive = "Malignant", test2 = "Pathologist2", test2Positive = "Malignant", test3 = "Pathologist3", test3Positive = "Malignant", clinicalPreset = "pathology_agreement"): argument "test4Positive" is missing, with no default