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A novel agreement statistic using data on uncertainty in ratings.

Publication ,  Journal Article
Zee, J; Mariani, L; Barisoni, L; Mahajan, P; Gillespie, B
Published in: J R Stat Soc Ser C Appl Stat
November 2023

Many existing methods for estimating agreement correct for chance agreement by adjusting the observed proportion agreement by the probability of chance agreement based on different assumptions. These assumptions may not always be appropriate, as demonstrated by pathologists' ratings of kidney biopsy descriptors. We propose a novel agreement statistic that accounts for the empirical probability of chance agreement, estimated by collecting additional data on rater uncertainty for each rating. A standard error estimator for the proposed statistic is derived. Simulation studies show that in most cases, our proposed statistic is unbiased in estimating the probability of agreement after removing chance agreement.

Duke Scholars

Published In

J R Stat Soc Ser C Appl Stat

DOI

ISSN

0035-9254

Publication Date

November 2023

Volume

72

Issue

5

Start / End Page

1293 / 1309

Location

England

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics
 

Citation

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Zee, J., Mariani, L., Barisoni, L., Mahajan, P., & Gillespie, B. (2023). A novel agreement statistic using data on uncertainty in ratings. J R Stat Soc Ser C Appl Stat, 72(5), 1293–1309. https://doi.org/10.1093/jrsssc/qlad063
Zee, Jarcy, Laura Mariani, Laura Barisoni, Parag Mahajan, and Brenda Gillespie. “A novel agreement statistic using data on uncertainty in ratings.J R Stat Soc Ser C Appl Stat 72, no. 5 (November 2023): 1293–1309. https://doi.org/10.1093/jrsssc/qlad063.
Zee J, Mariani L, Barisoni L, Mahajan P, Gillespie B. A novel agreement statistic using data on uncertainty in ratings. J R Stat Soc Ser C Appl Stat. 2023 Nov;72(5):1293–309.
Zee, Jarcy, et al. “A novel agreement statistic using data on uncertainty in ratings.J R Stat Soc Ser C Appl Stat, vol. 72, no. 5, Nov. 2023, pp. 1293–309. Pubmed, doi:10.1093/jrsssc/qlad063.
Zee J, Mariani L, Barisoni L, Mahajan P, Gillespie B. A novel agreement statistic using data on uncertainty in ratings. J R Stat Soc Ser C Appl Stat. 2023 Nov;72(5):1293–1309.
Journal cover image

Published In

J R Stat Soc Ser C Appl Stat

DOI

ISSN

0035-9254

Publication Date

November 2023

Volume

72

Issue

5

Start / End Page

1293 / 1309

Location

England

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics