Overview | Create Example Data | KPI Summary | Provider Filtering | Provider Summary | Pathway Summary | Mixed-Effects Model | Intraclass Correlation Coefficient | Fixed-Effect Estimates | Adjusted Provider Effects | Adjusted Pathway Predictions | Provider Clustering | Sensitivity Analysis | Diagnostic Utilities | Plots | Export Results | Full Applied Workflow | Summary
Package: nhscancerwaits 1.0.2
Muhammad Zahir Khan
nhscancerwaits: NHS Cancer Waiting-Time Analysis, Benchmarking and Multilevel Modelling
Provides tools for importing, harmonising, cleaning, analysing, benchmarking and visualising National Health Service (NHS) England Cancer Waiting Times data. The package supports national performance monitoring, provider-level benchmarking and cancer pathway comparisons through key performance indicator summaries, provider filtering, clustering analyses, mixed-effects regression models, variance decomposition, intraclass correlation coefficient estimation, adjusted provider performance estimation and sensitivity analyses. Functions are included for exploratory analysis, publication-ready visualisations and spreadsheet exports, supporting reproducible health services research, cancer services evaluation, quality improvement and assessment of waiting-time performance across healthcare organisations. Mixed-effects modelling functionality is based on Bates et al. (2015) <doi:10.18637/jss.v067.i01>. Multilevel modelling concepts and variance decomposition follow Gelman and Hill (2007, ISBN:9780521686891). Cancer Waiting Times definitions and reporting standards follow NHS England <https://www.england.nhs.uk/statistics/statistical-work-areas/cancer-waiting-times/>.
Authors:
nhscancerwaits_1.0.2.tar.gz
nhscancerwaits_1.0.2.tar.gz(r-4.7-any)nhscancerwaits_1.0.2.tar.gz(r-4.6-any)
nhscancerwaits_1.0.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
nhscancerwaits/json (API)
| # Install 'nhscancerwaits' in R: |
| install.packages('nhscancerwaits', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/zerish12/nhscancerwaits/issues
Last updated from:77e0eb9da4. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 144 | ||
| source / vignettes | OK | 195 | ||
| linux-release-x86_64 | OK | 136 | ||
| wasm-release | OK | 126 |
Exports:calculate_icccalculate_silhouette_scorecheck_cwt_modelclean_cwt_datacluster_providersexport_excel_tablesexport_provider_rankingsextract_model_effectsextract_provider_effectsfilter_providersfit_cwt_mixed_modelload_cwt_dataload_cwt_excelpivot_provider_monthsplot_national_performanceplot_national_trendsplot_pathway_predictionsplot_provider_clustersplot_provider_effectspredict_pathway_performancerun_sensitivity_analysissummarise_kpissummarise_pathwayssummarise_providers
Dependencies:backportsbayestestRbitbit64bootbroombroom.mixedcellrangerclicliprclustercodacodetoolscpp11crayondatawizarddigestdplyrfarverforcatsfurrrfuturegenericsggplot2globalsgluegtablehmsinsightisobandlabelinglatticelifecyclelistenvlme4lubridatemagrittrMASSMatrixminqanlmenloptrparallellyperformancepillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRColorBrewerRcppRcppEigenRdpackreadrreadxlreformulasrematchrlangS7scalesstringistringrtibbletidyrtidyselecttimechangetzdbutf8vctrsviridisLitevroomwithrwritexl
