Package: decisionpaths 0.1.0
decisionpaths: Construct and Audit Longitudinal Decision Paths
Tools for constructing and auditing longitudinal decision paths from panel data. Implements a decision infrastructure framework for representing institutional AI systems as generators of time-ordered binary decision sequences. Provides functions to build path objects from panel data, summarise per-unit descriptors (dosage, switching rate, onset, duration, longest run), compute the Decision Reliability Index (DRI) following Cronbach (1951) <doi:10.1007/BF02310555>, estimate Shannon decision-path entropy following Shannon (1948) <doi:10.1002/j.1538-7305.1948.tb01338.x>, classify systems by infrastructure type (static, periodic, continuous, human-in-the-loop), and evaluate subgroup disparities in decision exposure and stability. Applications include education, policy, health, and organisational research.
Authors:
decisionpaths_0.1.0.tar.gz
decisionpaths_0.1.0.zip(r-4.7)decisionpaths_0.1.0.zip(r-4.6)decisionpaths_0.1.0.zip(r-4.5)
decisionpaths_0.1.0.tgz(r-4.6-any)decisionpaths_0.1.0.tgz(r-4.5-any)
decisionpaths_0.1.0.tar.gz(r-4.7-any)decisionpaths_0.1.0.tar.gz(r-4.6-any)
decisionpaths_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
decisionpaths/json (API)
NEWS
| # Install 'decisionpaths' in R: |
| install.packages('decisionpaths', repos = c('https://causalfragility-lab.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/causalfragility-lab/decisionpaths/issues
Last updated from:51c7dd4607. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 121 | ||
| source / vignettes | OK | 198 | ||
| linux-release-x86_64 | OK | 120 | ||
| macos-release-arm64 | OK | 92 | ||
| macos-oldrel-arm64 | OK | 88 | ||
| windows-devel | OK | 74 | ||
| windows-release | OK | 80 | ||
| windows-oldrel | OK | 76 | ||
| wasm-release | OK | 112 |
Exports:dp_auditdp_builddp_describedp_dridp_entropydp_equity
Dependencies:clidplyrgenericsgluelifecyclemagrittrpillarpkgconfigR6rlangtibbletidyselectutf8vctrswithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Run a Decision Path Audit | dp_audit |
| Build a Decision-Path Object from Panel Data | dp_build |
| Describe Decision Paths | dp_describe |
| Compute the Decision Reliability Index (DRI) | dp_dri |
| Compute Decision Path Entropy | dp_entropy |
| Compare path descriptors across groups | dp_equity |
| Plot a decision_path object | plot.decision_path |
| Plot a dp_audit object | plot.dp_audit |
| Plot a dp_describe object | plot.dp_describe |
| Plot a dp_dri object | plot.dp_dri |
| Plot a dp_entropy object | plot.dp_entropy |
| Plot a dp_equity object | plot.dp_equity |
