Package: CEDMr 0.1.0
CEDMr: Capability-Ecological Developmental Model (CEDM) Analysis
Provides tools for implementing the Capability-Ecological Developmental Model (CEDM) in longitudinal and multilevel data. The package supports estimation and interpretation of models examining how socioeconomic status (SES), health indicators, and contextual factors jointly relate to academic outcomes. Functionality includes: (1) classification of ecological capability regimes (amplifying, neutral, compensatory); (2) estimation of moderated multilevel models with higher-order interaction terms; (3) causal mediation analysis using doubly robust estimation; (4) random-effects within-between (REWB) decomposition; (5) nonlinear moderation using restricted cubic splines; (6) clustering of longitudinal health trajectories; and (7) sensitivity analysis using the impact threshold for a confounding variable (ITCV) and robustness-to-replacement (RIR) measures. The package is designed for use with general longitudinal multilevel datasets.
Authors:
CEDMr_0.1.0.tar.gz
CEDMr_0.1.0.zip(r-4.7-any)CEDMr_0.1.0.zip(r-4.6-any)CEDMr_0.1.0.zip(r-4.5-any)
CEDMr_0.1.0.tgz(r-4.6-any)CEDMr_0.1.0.tgz(r-4.5-any)
CEDMr_0.1.0.tar.gz(r-4.7-any)CEDMr_0.1.0.tar.gz(r-4.6-any)
CEDMr_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
CEDMr/json (API)
| # Install 'CEDMr' in R: |
| install.packages('CEDMr', repos = c('https://subirhait.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/causalfragility-lab/cedmr/issues
Last updated from:451ab2cb5f. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 163 | ||
| source / vignettes | OK | 234 | ||
| linux-release | OK | 160 | ||
| macos-release | OK | 185 | ||
| macos-oldrel | OK | 154 | ||
| windows-devel | OK | 81 | ||
| windows-release | OK | 85 | ||
| windows-oldrel | OK | 77 | ||
| wasm-release | OK | 159 |
Exports:cedm_full_pipelinecedm_mediationcedm_productioncedm_rewbcedm_sensitivitycedm_simulatecedm_spline_moderationcedm_trajectoryclassify_regimeplot_cedm_interactionplot_regimes
Dependencies:backportsbase64encbootbslibcachemcheckmatecliclustercodetoolscolorspacecpp11data.tabledigestdplyrevaluatefarverfastmapfontawesomeforeignFormulafsgenericsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclelme4lpSolvemagrittrMASSMatrixMatrixModelsmediationmemoisemimeminqamultcompmvtnormnlmenloptrnnetpillarpkgconfigpolsplinepurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppEigenRdpackreformulasrlangrmarkdownrmsrpartrstudioapiS7sandwichsassscalesSparseMstringistringrsurvivalTH.datatibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunyamlzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Run the Full CEDM Analysis Pipeline | cedm_full_pipeline |
| CEDM Causal Mediation Analysis | cedm_mediation |
| Fit the CEDM Capability-Conversion Production Function | cedm_production |
| Random-Effects Within-Between (REWB) Decomposition | cedm_rewb |
| CEDM Sensitivity Analysis: Frank's ITCV and Robustness-to-Replacement (RIR) | cedm_sensitivity |
| Simulate Data Under CEDM Ecological Capability Regimes | cedm_simulate |
| Nonlinear Moderation via Restricted Cubic Splines (CEDM Proposition 1 & 2) | cedm_spline_moderation |
| Longitudinal Health Trajectory Clustering (CEDM Proposition 3) | cedm_trajectory |
| Classify Ecological Capability Regimes | classify_regime |
| Plot CEDM Interaction: SES x Health by Regime | plot_cedm_interaction |
| Plot Ecological Capability Regimes | plot_regimes |