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  "Title": "Study design and analysis for pfhrp2/3 deletion prevalence\nstudies",
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  "Authors@R": "as.person(c(\n\"Bob Verity <r.verity@imperial.ac.uk> [aut, cre]\",\n\"Shazia Ruybal <s.ruybal@imperial.ac.uk> [aut]\"\n))",
  "Description": "This package can be used in the design and/or analysis\nstages of Plasmodium falciparum pfhrp2/3 deletion prevalence\nstudies. We assume that the study takes the form of a clustered\nprevalence survey, meaning the data consists of a numerator\n(number of deletions found) and denominator (number tested)\nover multiple clusters. We are interested in estimating the\nstudy-level prevalence, i.e. over all clusters, while\naccounting for the possibility of high intra-cluster\ncorrelation. The analysis approach uses a Bayesian random\neffects model to estimate prevalence and intra-cluster\ncorrelation. The approach to power analysis is\nsimulation-based, running the analysis many times on simulated\ndata and estimating empirical power. This method can be used to\nestablish a minimum sample size required to achieve a given\ntarget power. The package also includes functions for more\ngeneral power and sample size calculation, including\npresence/absence and margin of error based approaches.",
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  "Repository": "https://plasmogenepi.r-universe.dev",
  "Date/Publication": "2025-07-24 12:48:17 UTC",
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  "Maintainer": "Bob Verity <r.verity@imperial.ac.uk>",
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      "filename": "tutorial_analysis.html",
      "title": "Analysing data",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "1. Estimate prevalence",
        "2. Compare prevalence against a threshold",
        "3. Estimate the ICC"
      ],
      "created": "2023-05-25 16:05:03",
      "modified": "2023-11-30 23:30:10",
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      "filename": "rationale1_background.html",
      "title": "Background",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "What are pfhrp2/3 deletions?",
        "What are we doing about it?",
        "What does the 2020 Master Protocol recommend?",
        "How does the DRpower method fit in?",
        "Defining our terms"
      ],
      "created": "2023-05-25 16:05:03",
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      "title": "CIs and Overdispersion",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "2. Why is this a tricky problem?",
        "2.1 Dealing with overdispersion"
      ],
      "created": "2023-05-25 16:05:03",
      "modified": "2023-11-30 23:30:10",
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      "filename": "tutorial_design.html",
      "title": "Designing a study",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "1. Consult sample size tables",
        "2. Consult power curves",
        "3. Refine sample sizes",
        "4. Account for dropout",
        "5. Iterate and improve",
        "6. Detecting rare variants (bonus section)",
        "7. Controling the margin of error (bonus section)"
      ],
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      "modified": "2025-07-24 12:42:05",
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      "filename": "historical_analysis.html",
      "title": "Historical analysis",
      "author": "Bob Verity",
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      "headings": [
        "1. Available data on pfhrp2/3 deletions",
        "2. Estimating the ICC"
      ],
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      "modified": "2023-12-10 13:20:19",
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    {
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      "filename": "summarise_prevalence.html",
      "title": "How to Summarise the Prevalence",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "1. Is our Bayesian method biased?"
      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2023-11-30 23:30:10",
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    {
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      "filename": "installation.html",
      "title": "Installation",
      "engine": "knitr::knitr",
      "headings": [
        "Installing via the plasmogenepi R-universe",
        "Installing Rcpp",
        "Installing and loading DRpower"
      ],
      "created": "2023-05-25 16:05:03",
      "modified": "2023-12-12 20:19:42",
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    {
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      "filename": "mathematical_details.html",
      "title": "Mathematical Details",
      "author": "Bob Verity",
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      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2025-07-24 12:42:05",
      "commits": 5
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    {
      "source": "rationale8_power.Rmd",
      "filename": "rationale8_power.html",
      "title": "Power and Sample Size in the DRpower Model",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "8. Estimating power via simulation",
        "8.1. Sample size calculation",
        "8.2. How to choose final sample sizes"
      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2023-12-10 14:15:17",
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    {
      "source": "rationale6_master_protocol.Rmd",
      "filename": "rationale6_master_protocol.html",
      "title": "Sample Size Calculation in the 2020 WHO Master Protocol",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "6. The 2020 WHO Master Protocol",
        "6.1. The logic behind the sample size calculation",
        "6.2. Working through the updated protocol numbers",
        "6.3. Issues with the approach",
        "References"
      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2023-11-30 23:30:10",
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      "filename": "rationale3_design_effect.html",
      "title": "The Design Effect",
      "author": "Bob Verity",
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      "headings": [
        "3. What is the design effect?",
        "3.1 The effective sample size",
        "3.2 Relating $D_{eff}$ to the ICC"
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      "created": "2023-05-25 16:05:03",
      "modified": "2023-11-30 23:30:10",
      "commits": 5
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      "filename": "rationale5_bayesian.html",
      "title": "The DRpower model",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "5. A Bayesian approach"
      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2025-07-24 12:42:05",
      "commits": 5
    },
    {
      "source": "rationale7_ztest.Rmd",
      "filename": "rationale7_ztest.html",
      "title": "The One-sample Z-test",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "7. Power and sample size under the z-test"
      ],
      "created": "2023-07-25 14:37:10",
      "modified": "2023-11-30 23:30:10",
      "commits": 4
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    {
      "source": "rationale4_weaknesses.Rmd",
      "filename": "rationale4_weaknesses.html",
      "title": "Weaknesses with the CI-based Approach",
      "author": "Bob Verity",
      "engine": "knitr::knitr",
      "headings": [
        "4. What's the problem?"
      ],
      "created": "2023-05-25 16:05:03",
      "modified": "2023-11-30 23:30:10",
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