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  "Package": "growkar",
  "Title": "SummarizedExperiment Infrastructure for Microbial Growth\nPhenotyping",
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  "Description": "growkar provides Bioconductor-native infrastructure for\nhigh-throughput microbial growth phenotyping from plate-based\nassays such as optical density (OD) measurements. The package\nis built around SummarizedExperiment as its canonical data\nmodel, with OD measurements in assays, timepoint annotations in\nrowData, sample annotations in colData, and derived phenotypes\nin metadata. growkar supports data import, quality control,\nnormalization, empirical growth-rate estimation,\nexponential-phase detection, and parametric modeling of growth\ndynamics. These workflows enable extraction of biologically\nmeaningful phenotypes including lag time, growth rate, doubling\ntime, and carrying capacity, and allow growth-derived\nphenotypes to be integrated with other Bioconductor analyses in\nmicrobial systems biology and multi-omics studies. The\ndata-structure and analysis layers depend only on core\nBioconductor infrastructure; graphing is optional and provided\nby 'plot_*' functions that are enabled when the suggested\ngraphics package is installed.",
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  "Author": "Pooja Sethiya [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-6584-3912>)",
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    },
    {
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        "augment_growth_fit,GrowthFit-method"
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    },
    {
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      "topics": [
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      "title": "Compute Growth Rate",
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    },
    {
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      "topics": [
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    },
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      "page": "extract_params",
      "title": "Extract Fitted Growth Parameters",
      "topics": [
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        "extract_params,GrowthFit-method"
      ]
    },
    {
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      "title": "Fit a Parametric Growth Model",
      "topics": [
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    {
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      "title": "Fit and Store Growth Models",
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    },
    {
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      "title": "Compute and Store Growth Metrics",
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    {
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      "title": "Stored Growth Model Fits",
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        "fit_data",
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