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  "Title": "APSIM Next Generation as a Contract-Emitting Analysis Member",
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  "Authors@R": "person(\"Max\", \"Moldovan\", , \"max.moldovan@adelaide.edu.au\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0001-9680-8474\"))",
  "Description": "A typed, server-capable R interface to APSIM Next\nGeneration, the process-based agricultural systems simulator.\nDrives the simulator for prediction over scenario designs,\nmechanism-parameter estimation, parameter calibration against\nobservations (a bounded optimiser, or an iterative ensemble\nsmoother when 'PESTO' is present), global sensitivity analysis\n(Morris and Sobol), Gaussian-process emulation with\nleave-one-out diagnostics, validation against observations\n(goodness-of-fit metrics and a typed verdict), and the\ngeneration of known-causal-structure datasets for testing\ncausal-inference methods, and returns results as a versioned,\nprovenance-complete 'apsim_manifest' object that is emitted\nnatively into the shared orchestra manifest contract, so\nsimulator output composes directly with downstream calibration,\nuncertainty-quantification and causal-inference tools; an\nensemble inversion additionally bridges to a 'PESTO' ensemble\nmanifest. Execution degrades gracefully: every entry point\nabstains with a typed reason when the simulator or its runtime\nis absent.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/max578/apsimR",
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  "Repository": "https://max578.r-universe.dev",
  "Date/Publication": "2026-10-15 23:00:52 UTC",
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  "Maintainer": "Max Moldovan <max.moldovan@adelaide.edu.au>",
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      "title": "Construct a typed abstention",
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      "title": "Is the APSIM simulator available?",
      "topics": [
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      "topics": [
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    },
    {
      "page": "apsim_edit",
      "title": "Apply [Node].Property = value edits through APSIM's validator",
      "topics": [
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      "topics": [
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      "topics": [
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      "title": "Path to an installed APSIM example simulation",
      "topics": [
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      "topics": [
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    },
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      "topics": [
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      "title": "Build an APSIM forward model",
      "topics": [
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      "title": "Generate a known-causal-structure dataset from APSIM (an OSSE)",
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    {
      "page": "apsim_manifest",
      "title": "An APSIM result as a contract-emitting manifest",
      "topics": [
        "apsim_manifest"
      ]
    },
    {
      "page": "apsim_output",
      "title": "Read a report from the server after a run",
      "topics": [
        "apsim_output"
      ]
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    {
      "page": "apsim_predict",
      "title": "Run APSIM forward over a simulation file",
      "topics": [
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    {
      "page": "apsim_read",
      "title": "Read a report from an APSIM DataStore",
      "topics": [
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      "topics": [
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      "topics": [
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