{
  "_id": "6ad262ca475807f7554a6088",
  "Package": "rTFT",
  "Title": "Hazard Models for Thermal Failure Time Data",
  "Version": "0.1.1",
  "Authors@R": "person(c(\"Eduardo\", \"G.\"), \"Martins\", , \"eduardo.martins@unbc.ca\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0003-3500-9331\"))",
  "Description": "Fits discrete-time survival models to the times at which\nindividual organisms fail under thermal exposure (e.g., loss of\nequilibrium, knockdown or death), using Bayesian inference in\n'Stan' through 'brms'. The hazard is the product of a failure\nrate that depends on temperature, following Kingsolver and\nUmbanhowar (2018) <doi:10.1242/jeb.167858>, and a baseline that\nmay depend on the time under exposure. Failure times may be\nknown-time, interval-censored or both, and may come from static\nassays, ramping assays or both. The failure rate may depend on\ncovariates, group-level effects and other stressors such as\ndissolved oxygen. Static and dynamic critical thermal maxima,\nthermal death time curves and thermal tolerance landscapes are\nderived from the fitted model with their posterior uncertainty.\nModels can be compared by cross-validation that leaves out\nwhole individuals or trials, averaged, and used to predict\nsurvival along a record of temperature and of any co-stressors\nrecorded with it.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "Language": "en-GB",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "URL": "https://eogmartins.github.io/rTFT/,\nhttps://github.com/eogmartins/rTFT,\nhttps://github.com/eogmartins/rTFT/discussions",
  "BugReports": "https://github.com/eogmartins/rTFT/issues",
  "VignetteBuilder": "quarto",
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  "Repository": "https://eogmartins.r-universe.dev",
  "Date/Publication": "2026-10-16 16:43:02 UTC",
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  "Packaged": {
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    "User": "root"
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  "Author": "Eduardo G. Martins [aut, cre] (ORCID:\n<https://orcid.org/0000-0003-3500-9331>)",
  "Maintainer": "Eduardo G. Martins <eduardo.martins@unbc.ca>",
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  "_expires": "2027-01-24T17:45:40.000Z",
  "_created": "2026-10-16T17:38:24.000Z",
  "_published": "2026-10-16T17:45:46.392Z",
  "_buildurl": "https://github.com/r-universe/eogmartins/actions/runs/38940590495",
  "_status": "success",
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    "message": "Release 0.1.1, which reads compared models where loo 2.10.0 puts them\n",
    "time": 1792168982
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    "fit_hazard",
    "h0_catalogue",
    "H0_of",
    "H0inv_of",
    "hazard_mixed_family",
    "hazard_residuals",
    "hazard_weights",
    "kfold_hazard",
    "log_lik_cloglog_bern",
    "log_lik_hazard_mixed",
    "loo_hazard",
    "M_catalogue",
    "M_draws",
    "plot_check",
    "plot_residuals",
    "plot_risk",
    "plot_survival",
    "plot_tdt",
    "plot_ttl",
    "plot_ttl_3d",
    "posterior_epred_cloglog_bern",
    "posterior_epred_hazard_mixed",
    "posterior_predict_cloglog_bern",
    "posterior_predict_hazard_mixed",
    "predict_survival",
    "ramp_path"
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  "_datasets": [
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      "name": "ramp_assay",
      "title": "A simulated ramping assay of thermal tolerance, with two levels of oxygen",
      "object": "ramp_assay",
      "class": [
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        "tbl",
        "data.frame"
      ],
      "fields": [
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        "path_id",
        "rate",
        "do",
        "mass",
        "event",
        "t_event"
      ],
      "rows": 320,
      "table": true,
      "tojson": true
    },
    {
      "name": "static_assay",
      "title": "A simulated static assay of thermal tolerance",
      "object": "static_assay",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "id",
        "trial",
        "path_id",
        "temp",
        "mass",
        "event",
        "t_upper"
      ],
      "rows": 120,
      "table": true,
      "tojson": true
    },
    {
      "name": "stream_record",
      "title": "A simulated record of stream temperature",
      "object": "stream_record",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "time",
        "day",
        "temp"
      ],
      "rows": 721,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "assess_ramp_linearity",
      "title": "Assess how linear a logged temperature trace is",
      "topics": [
        "assess_ramp_linearity"
      ]
    },
    {
      "page": "average_dctmax",
      "title": "Dynamic critical thermal maximum averaged over several fitted models",
      "topics": [
        "average_dctmax"
      ]
    },
    {
      "page": "average_survival",
      "title": "Survival along a record of temperature, averaged over several fitted models",
      "topics": [
        "average_survival"
      ]
    },
    {
      "page": "average_tdt_ttl",
      "title": "Thermal tolerance averaged over several fitted models",
      "topics": [
        "average_tdt_ttl"
      ]
    },
    {
      "page": "brms_log_h0",
      "title": "log h0(tau) for each baseline function, as a brms expression string",
      "topics": [
        "brms_log_h0"
      ]
    },
    {
      "page": "brms_log_M",
      "title": "log M(T) for each failure rate function, as a brms expression string",
      "topics": [
        "brms_log_M"
      ]
    },
    {
      "page": "build_hazard_data",
      "title": "Build the row-per-interval table a failure-rate model is fitted to",
      "topics": [
        "build_hazard_data"
      ]
    },
    {
      "page": "build_hazard_prior",
      "title": "Weakly-informative default priors for a failure-rate hazard model",
      "topics": [
        "build_hazard_prior"
      ]
    },
    {
      "page": "build_hazard_spec",
      "title": "Assemble the brms formula and family for a failure-rate hazard model",
      "topics": [
        "build_hazard_spec"
      ]
    },
    {
      "page": "check_survival",
      "title": "Check a fitted model against the survival observed in each group",
      "topics": [
        "check_survival"
      ]
    },
    {
      "page": "cloglog_bern_family",
      "title": "Complementary log-log Bernoulli response, on the identity link",
      "topics": [
        "cloglog_bern_family"
      ]
    },
    {
      "page": "costressor",
      "title": "Declare a co-stressor for a failure-rate hazard model",
      "topics": [
        "costressor"
      ]
    },
    {
      "page": "derive_dctmax",
      "title": "Dynamic critical thermal maximum under a ramp, from a fitted model",
      "topics": [
        "derive_dctmax"
      ]
    },
    {
      "page": "derive_tdt_ttl",
      "title": "Thermal tolerance derived from a fitted failure-rate model",
      "topics": [
        "derive_tdt_ttl"
      ]
    },
    {
      "page": "fit_hazard",
      "title": "Fit a failure-rate hazard model with brms",
      "topics": [
        "fit_hazard"
      ]
    },
    {
      "page": "h0_catalogue",
      "title": "Baseline hazard functions h0(tau)",
      "topics": [
        "h0_catalogue"
      ]
    },
    {
      "page": "H0_of",
      "title": "The cumulative baseline hazard of a given baseline function",
      "topics": [
        "H0_of"
      ]
    },
    {
      "page": "H0inv_of",
      "title": "The inverse of the cumulative baseline hazard",
      "topics": [
        "H0inv_of"
      ]
    },
    {
      "page": "hazard_mixed_family",
      "title": "Response distribution for a table mixing interval-censored and known-time failures",
      "topics": [
        "hazard_mixed_family"
      ]
    },
    {
      "page": "hazard_residuals",
      "title": "Residuals of a fitted model, one per individual",
      "topics": [
        "hazard_residuals"
      ]
    },
    {
      "page": "hazard_weights",
      "title": "Weights for averaging failure-rate models",
      "topics": [
        "hazard_weights"
      ]
    },
    {
      "page": "kfold_hazard",
      "title": "Cross-validation by refitting, leaving out whole individuals or groups",
      "topics": [
        "kfold_hazard"
      ]
    },
    {
      "page": "loo_hazard",
      "title": "Leave-one-out cross-validation that leaves out whole individuals or groups",
      "topics": [
        "loo_hazard"
      ]
    },
    {
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      "title": "Failure rate functions M(T)",
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        "M_catalogue"
      ]
    },
    {
      "page": "M_draws",
      "title": "The fitted failure rate over temperature, for each posterior draw",
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        "M_draws"
      ]
    },
    {
      "page": "plot_check",
      "title": "Plot the check of a fitted model against observed survival",
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        "plot_check"
      ]
    },
    {
      "page": "plot_residuals",
      "title": "Plot the residuals of a fitted model",
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        "plot_residuals"
      ]
    },
    {
      "page": "plot_risk",
      "title": "Plot each period's share of the risk along a record",
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        "plot_risk"
      ]
    },
    {
      "page": "plot_survival",
      "title": "Plot survival along a record of temperature",
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        "plot_survival"
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    {
      "page": "plot_tdt",
      "title": "Plot the thermal death time curves",
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      "title": "Plot the thermal tolerance landscape",
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        "plot_ttl"
      ]
    },
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      "title": "Plot the thermal tolerance landscape as a surface to rotate",
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        "predict_survival"
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    },
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      "page": "ramp_assay",
      "title": "A simulated ramping assay of thermal tolerance, with two levels of oxygen",
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        "ramp_assay"
      ]
    },
    {
      "page": "ramp_path",
      "title": "Build a linear ramp temperature trajectory",
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        "ramp_path"
      ]
    },
    {
      "page": "static_assay",
      "title": "A simulated static assay of thermal tolerance",
      "topics": [
        "static_assay"
      ]
    },
    {
      "page": "stream_record",
      "title": "A simulated record of stream temperature",
      "topics": [
        "stream_record"
      ]
    }
  ],
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      "headings": [
        "The candidate models",
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        "The static assay",
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      "title": "Ramping assays",
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      "headings": [
        "The ramping assay",
        "The temperature of each ramp",
        "Nominal ramps",
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        "Static critical thermal maximum and thermal death time curves",
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        "Comparison with the values used in the simulation",
        "The choice of ramp rates",
        "The span of the rates",
        "Two assays of the same size",
        "Temperatures and exposure times informed by a ramping assay",
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        "Precomputed results",
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