Package: dcurves 0.5.0.9000

dcurves: Decision Curve Analysis for Model Evaluation

Diagnostic and prognostic models are typically evaluated with measures of accuracy that do not address clinical consequences. Decision-analytic techniques allow assessment of clinical outcomes, but often require collection of additional information may be cumbersome to apply to models that yield a continuous result. Decision curve analysis is a method for evaluating and comparing prediction models that incorporates clinical consequences, requires only the data set on which the models are tested, and can be applied to models that have either continuous or dichotomous results. See the following references for details on the methods: Vickers (2006) <doi:10.1177/0272989X06295361>, Vickers (2008) <doi:10.1186/1472-6947-8-53>, and Pfeiffer (2020) <doi:10.1002/bimj.201800240>.

Authors:Daniel D. Sjoberg [aut, cre, cph], Emily Vertosick [ctb]

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NEWS

# Install 'dcurves' in R:
install.packages('dcurves', repos = c('https://ddsjoberg.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/ddsjoberg/dcurves/issues

Pkgdown site:https://www.danieldsjoberg.com

Datasets:
  • df_binary - Simulated data with a binary outcome
  • df_case_control - Simulated data with a case-control outcome
  • df_surv - Simulated data with a survival outcome

On CRAN:

decision-curve-analysis

6.65 score 37 stars 95 scripts 1.3k downloads 15 exports 39 dependencies

Last updated 6 months agofrom:581268d99a. Checks:7 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 08 2025
R-4.5-winOKJan 08 2025
R-4.5-linuxOKJan 08 2025
R-4.4-winOKJan 08 2025
R-4.4-macOKJan 08 2025
R-4.3-winOKJan 08 2025
R-4.3-macOKJan 08 2025

Exports:%>%aesas_tibblecoord_cartesiandcageom_lineggplotlabsnet_intervention_avoidedscale_x_continuousstandardized_net_benefitstat_smoothSurvtest_consequencestheme_bw

Dependencies:backportsbroomclicolorspacecpp11dplyrfansifarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigpurrrR6RColorBrewerrlangscalesstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr

Decision Curve Analysis

Rendered fromdca.Rmdusingknitr::rmarkdownon Jan 08 2025.

Last update: 2022-12-22
Started: 2021-04-20