{
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  "Package": "HRRI",
  "Type": "Package",
  "Title": "Diagnostics for Soil-Plant-Microbial Redox Recovery",
  "Version": "1.0.9",
  "Date": "2026-10-04",
  "Authors@R": "c(\nperson(\"Mitra\", \"Ghotbi\",\nemail = \"mitra.ghotbi@gmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0001-9185-9993\")),\nperson(\"Marjan\", \"Ghotbi\",\nemail = \"ghotbi.marjan@gmail.com\",\nrole = \"ctb\",\ncomment = c(ORCID = \"0000-0003-4655-6445\")))",
  "Description": "Provides diagnostic functions for integrating longitudinal\nsoil, plant and microbial observations during redox disturbance\nand recovery. Functions calculate stoichiometric potential\noxygen demand, accessible electron capacity from explicitly\nsupplied inventories and kinetic parameters, recovery\nsignatures, fixed-reference domain scores, and exploratory\nmultiblock scores with observation-coverage diagnostics. Memory\nis represented as a holobiont state accumulating from\nmineralogical, plant-acclimation and microbial-community\nlegacies. An illustrative simulator produces closed Fe and Mn\ninventories alongside synthetic observations; its carbon,\nnitrogen, sulfur and oxygen budgets are not closed and its\nparameters are not calibrated to field rates. Simulation\nbenchmarks assess agreement with a prescribed synthetic target\nand do not constitute empirical validation or parameter\nidentification. Accuracy assessment is cluster-aware: intervals\ncome from resampling whole trajectories, agreement is reported\nas Lin's concordance coefficient alongside correlation, and\nmean squared error is partitioned into bias, variance mismatch\nand lack of correlation. The measured quantities follow Sander,\nHofstetter and Gorski (2015) <doi:10.1021/acs.est.5b00006> for\nmediated electrochemical determination of electron-accepting\nand electron-donating capacity, Kluepfel, Piepenbrock, Kappler\nand Sander (2014) <doi:10.1038/ngeo2084> for regeneration of\nelectron-accepting capacity across repeated anoxic periods,\nThompson, Chadwick, Rancourt and Chorover (2006)\n<doi:10.1016/j.gca.2005.12.005> for the increase in iron-oxide\ncrystallinity under redox oscillation, and Keiluweit, Wanzek,\nKleber, Nico and Fendorf (2017)\n<doi:10.1038/s41467-017-01406-6> for anaerobic microsites in\notherwise aerobic soil. Agreement statistics follow Lin (1989)\n<doi:10.2307/2532051> and Kobayashi and Salam (2000)\n<doi:10.2134/agronj2000.922345x>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "URL": "https://github.com/mghotbi/HRRI, https://mghotbi.github.io/HRRI/",
  "BugReports": "https://github.com/mghotbi/HRRI/issues",
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  "Packaged": {
    "Date": "2026-10-04 13:24:40 UTC",
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  "Author": "Mitra Ghotbi [aut, cre]\n(<https://orcid.org/0000-0001-9185-9993>), Marjan Ghotbi [ctb]\n(<https://orcid.org/0000-0003-4655-6445>)",
  "Maintainer": "Mitra Ghotbi <mitra.ghotbi@gmail.com>",
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  "Repository": "https://mghotbi.r-universe.dev",
  "Date/Publication": "2026-10-04 09:59:07 UTC",
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  "_expires": "2027-01-12T13:30:00.000Z",
  "_created": "2026-10-04T13:24:40.000Z",
  "_published": "2026-10-04T13:30:02.491Z",
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    "author": "Mitra Ghotbi <mitra.ghotbi@gmail.com>",
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  "_topics": [
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    "eh",
    "electrochemical-analysis",
    "flooding",
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    "microbial-genomics",
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    "description": "I study how plants, microorganisms and soil chemistry interact—and how these relationships shape nutrient cycling and recovery from environmental stress."
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  "_exports": [
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    "benchmark_hrri",
    "hrri_infer_architecture",
    "plot_hrri_benchmark",
    "plot_rri_accuracy",
    "plot_rri_framework",
    "plot_rri_identifiability",
    "plot_rri_properties",
    "plot_rri_recovery_diagnostics",
    "plot_rri_recovery_landscape",
    "plot_rri_recovery_map",
    "plot_rri_simulation_demo",
    "plot_rri_state_space",
    "plot_RRI_ternary",
    "plot_rri_timeseries",
    "plot_rri_validation",
    "rri_accessible_capacity",
    "rri_accuracy",
    "rri_capacity_index",
    "rri_compensation_index",
    "rri_connectivity_score",
    "rri_default_reservoirs",
    "rri_domain_influence",
    "rri_kinetics_score",
    "rri_latent_correlation",
    "rri_memory_index",
    "rri_micro_functional_score",
    "rri_o2_demand",
    "rri_pipeline",
    "rri_pipeline_st",
    "rri_property_scores",
    "rri_recovery_metrics",
    "rri_reference_scores",
    "rri_root_physio",
    "rri_sensitivity",
    "rri_simulation_demo",
    "simulate_redox_holobiont",
    "theme_ems",
    "validate_architecture"
  ],
  "_help": [
    {
      "page": "attach_hrri_ids",
      "title": "Attach design identifiers to a score table with explicit alignment checks",
      "topics": [
        "attach_hrri_ids"
      ]
    },
    {
      "page": "benchmark_hrri",
      "title": "Benchmark diagnostic agreement with a simulator-defined target",
      "topics": [
        "benchmark_hrri",
        "print.hrri_benchmark"
      ]
    },
    {
      "page": "hrri_infer_architecture",
      "title": "Fit a conditional capacity-recovery curve (legacy function name)",
      "topics": [
        "as.data.frame.hrri_arch",
        "hrri_infer_architecture",
        "print.hrri_arch",
        "print.hrri_arch_validation",
        "summary.hrri_arch",
        "validate_architecture"
      ]
    },
    {
      "page": "HRRI_workflow_example",
      "title": "Worked example: a complete HRRI workflow",
      "topics": [
        "HRRI_workflow_example",
        "redoxrri_example"
      ]
    },
    {
      "page": "plot_hrri_benchmark",
      "title": "Plot descriptive benchmark agreement",
      "topics": [
        "plot_hrri_benchmark"
      ]
    },
    {
      "page": "plot_rri_accuracy",
      "title": "Four-panel diagnostic figure for an accuracy assessment",
      "topics": [
        "plot_rri_accuracy"
      ]
    },
    {
      "page": "plot_rri_framework",
      "title": "Complementary mechanistic and observational routes",
      "topics": [
        "plot_rri_framework"
      ]
    },
    {
      "page": "plot_rri_identifiability",
      "title": "Identifiability, sensitivity and oxygen-accounting illustrations",
      "topics": [
        "plot_rri_identifiability"
      ]
    },
    {
      "page": "plot_rri_properties",
      "title": "Profile of Available HRRI Diagnostics",
      "topics": [
        "plot_rri_properties"
      ]
    },
    {
      "page": "plot_rri_recovery_diagnostics",
      "title": "Aligned score trajectories and recovery-descriptor availability",
      "topics": [
        "plot_rri_recovery_diagnostics"
      ]
    },
    {
      "page": "plot_rri_recovery_landscape",
      "title": "Plot a recovery landscape from RRI perturbation-recovery metrics",
      "topics": [
        "plot_rri_recovery_landscape"
      ]
    },
    {
      "page": "plot_rri_recovery_map",
      "title": "Plot RRI Recovery Map",
      "topics": [
        "plot_rri_recovery_map"
      ]
    },
    {
      "page": "plot_rri_simulation_demo",
      "title": "Draw the reproducible simulation demonstration",
      "topics": [
        "plot_rri_simulation_demo"
      ]
    },
    {
      "page": "plot_rri_state_space",
      "title": "Plot domain-score space with correctly matched trajectory diagnostics",
      "topics": [
        "plot_rri_state_space"
      ]
    },
    {
      "page": "plot_RRI_ternary",
      "title": "Ternary Plot of Relative Domain Scores",
      "topics": [
        "plot_RRI_ternary"
      ]
    },
    {
      "page": "plot_rri_timeseries",
      "title": "Aligned time series with separate physical units",
      "topics": [
        "plot_rri_timeseries"
      ]
    },
    {
      "page": "plot_rri_validation",
      "title": "Scatter of HRRI score against a simulator-defined target",
      "topics": [
        "plot_rri_validation"
      ]
    },
    {
      "page": "rri_accessible_capacity",
      "title": "Event-window accessible reservoir capacities",
      "topics": [
        "rri_accessible_capacity"
      ]
    },
    {
      "page": "rri_accuracy",
      "title": "Agreement between a score and a reference target, respecting clustering",
      "topics": [
        "print.rri_accuracy",
        "rri_accuracy"
      ]
    },
    {
      "page": "rri_capacity_index",
      "title": "Oxidative-oriented soil feature composite",
      "topics": [
        "rri_capacity_index"
      ]
    },
    {
      "page": "rri_compensation_index",
      "title": "Cross-domain asynchrony diagnostic",
      "topics": [
        "rri_compensation_index"
      ]
    },
    {
      "page": "rri_connectivity_score",
      "title": "Cross-domain association or graph-topology summary",
      "topics": [
        "rri_connectivity_score"
      ]
    },
    {
      "page": "rri_default_reservoirs",
      "title": "Illustrative reservoir parameter template",
      "topics": [
        "rri_default_reservoirs"
      ]
    },
    {
      "page": "rri_domain_influence",
      "title": "Realised influence of each domain on the composite score",
      "topics": [
        "rri_domain_influence"
      ]
    },
    {
      "page": "rri_kinetics_score",
      "title": "Descriptive recovery speed score",
      "topics": [
        "rri_kinetics_score"
      ]
    },
    {
      "page": "rri_latent_correlation",
      "title": "Correlation with a Simulator-Defined Target",
      "topics": [
        "rri_latent_correlation"
      ]
    },
    {
      "page": "rri_memory_index",
      "title": "Persistent-displacement and loop-area diagnostic",
      "topics": [
        "rri_memory_index"
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    },
    {
      "page": "rri_micro_functional_score",
      "title": "Construct an explicitly weighted microbial guild contrast",
      "topics": [
        "rri_micro_functional_score"
      ]
    },
    {
      "page": "rri_o2_demand",
      "title": "Stoichiometric O_2 Demand from Reduced-Pool Inventories",
      "topics": [
        "rri_o2_demand"
      ]
    },
    {
      "page": "rri_pipeline",
      "title": "Score observed soil, plant and microbial panels",
      "topics": [
        "rri_pipeline"
      ]
    },
    {
      "page": "rri_pipeline_st",
      "title": "Exploratory domain-score integration (legacy interface)",
      "topics": [
        "rri_pipeline_st"
      ]
    },
    {
      "page": "rri_property_scores",
      "title": "Summarise supported diagnostics without fabricating missing properties",
      "topics": [
        "rri_property_scores"
      ]
    },
    {
      "page": "rri_recovery_metrics",
      "title": "Descriptive recovery metrics for a single disturbance",
      "topics": [
        "rri_recovery_metrics"
      ]
    },
    {
      "page": "rri_reference_scores",
      "title": "Score departures from an explicitly defined reference",
      "topics": [
        "rri_reference_scores"
      ]
    },
    {
      "page": "rri_root_physio",
      "title": "Exploratory root-trait composite",
      "topics": [
        "rri_root_physio"
      ]
    },
    {
      "page": "rri_sensitivity",
      "title": "Sensitivity to domain aggregation weights",
      "topics": [
        "rri_sensitivity"
      ]
    },
    {
      "page": "rri_simulation_demo",
      "title": "Reproducible observable-only HRRI demonstration",
      "topics": [
        "rri_simulation_demo"
      ]
    },
    {
      "page": "simulate_redox_holobiont",
      "title": "Simulate illustrative soil-plant-microbe redox trajectories",
      "topics": [
        "simulate_redox_holobiont"
      ]
    },
    {
      "page": "theme_ems",
      "title": "EMS plotting theme",
      "topics": [
        "theme_ems"
      ]
    }
  ],
  "_pkglogo": "https://github.com/mghotbi/hrri/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/mghotbi/hrri/raw/HEAD/README.md",
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      "source": "HRRI_workflow.Rmd",
      "filename": "HRRI_workflow.html",
      "title": "HRRI: Holobiont Redox Resilience Index — End-to-End Workflow",
      "author": "Mitra Ghotbi",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "In-silico Data Generation",
        "Design identifiers",
        "Soil geochemical outputs",
        "Fe mass-balance verification",
        "Plant physiology",
        "Microbial functional genes",
        "Accessible-Capacity Estimation",
        "Effect of event timescale τ",
        "RRI Pipeline",
        "Agreement with the prescribed target",
        "Recovery Signatures",
        "Disturbance-History Sensitivity",
        "Publication figures",
        "Session Information",
        "References",
        "Published methods",
        "Companion manuscripts"
      ],
      "created": "2026-09-01 09:05:20",
      "modified": "2026-10-04 08:59:10",
      "commits": 13
    },
    {
      "source": "HRRI_gallery.Rmd",
      "filename": "HRRI_gallery.html",
      "title": "HRRI: Reading the Figures — A Worked Example",
      "author": "Mitra Ghotbi",
      "engine": "knitr::rmarkdown",
      "headings": [
        "How to use this vignette",
        "The experiment",
        "The four hidden states, made visible",
        "Memory is a holobiont state",
        "Scoring the three domains",
        "One trajectory in context",
        "Where the domains sit relative to each other",
        "Domain-score state space",
        "Recovery signatures",
        "Recovery map across all trajectories",
        "Ranking trajectories by signature",
        "Property diagnostics",
        "Did HRRI recover the hidden state?",
        "Using your own data",
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