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Sensitivity analysis TBhotspotclusterspoststratificationplos: Analysis based postistratifed TB prevalence, unlike the primary analysis(https://github.com/mcewenkhundi/TBhotspotclustersplos) which is based only on non poststratified TB prevalence

The goal of TBhotspotclustersplos repository is to replicate the analysis of the manuscript:

“Neighbourhood prevalence-to-notification ratios for adult bacteriologically-confirmed tuberculosis reveals hotspots of underdiagnosis in Blantyre, Malawi”

Authors: McEwen Khundi1,2, James R Carpenter1, Elizabeth L Corbett1,2, Helena R A Feasey1,2, Rebecca Nzawa Soko1,2, Marriott Nliwasa1,3, Hussein Twabi3, Lingstone Chiume1, Rachael M Burke1,2, Katherine C Horton2, Peter J Dodd4, Ted Cohen5, Peter MacPherson1,2,6

  1. Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi,
  2. London School of Hygiene and Tropical Medicine, UK,
  3. Helse Nord TB Initiative, College of Medicine, University of Malawi,
  4. School of Health and Related Research, University of Sheffield, Sheffield, UK,
  5. Yale School of Public Health, New Haven, USA,
  6. Department of Clinical Sciences, Liverpool School of Tropical Medicine, UK

Replicable code (Rscript folder description)

Description of the analysis scripts and source script of each output in the analysis

  1. 1_PoststratificationTBprevalence.Rmd

    • Script for producing poststratified TB prevalence based on a world pop population of urban Blantyre.

  2. 2_postratifiedPrevModel.R

    • Script for producing a model of prevalance based on the postratified TB prevalance cases

  3. 3_derive_posteriors_rintc_2021-09-29.Rmd

    • Script for deriving posterior samples from the selected final models and also calculating the prevalence to notification ratios
    • the notification model was copied from the primary analysis repository.

  4. 4_exploratory_analysis_posterior_rintc_2021-09-29.Rmd

    • Exploratory analysis of the posterior samples generated in part 3 including graphs
    • Source of S1_Fig.tiff and S3_Fig.tiff

  5. 5_Model_table_results.R

    • Source of S7_prev_models_rintc.rtf

  6. 6_Comparisongraph.R

    • Source of S2_Fig.tiff

  7. 7_Comparisongraph.R

    • Source of S9_Table_tablecompare_prev31_notif25_all.rtf

Data

dat_scale.rds