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# =============================================================================
# _pkgdown.yml - forestsearch Package Documentation Website Configuration
# =============================================================================
#
# Build the site with: pkgdown::build_site()
# Preview locally with: pkgdown::preview_site()
# Validate with: pkgdown::check_pkgdown()
#
# =============================================================================
url: https://larry-leon.github.io/forestsearch
template:
bootstrap: 5
bootswatch: flatly
bslib:
primary: "#0d6efd"
border-radius: 0.5rem
btn-border-radius: 0.25rem
home:
title: forestsearch
description: >
Exploratory subgroup identification in clinical trials with survival
endpoints using bootstrap bias correction.
navbar:
structure:
left: [intro, reference, articles, news]
right: [search, github]
components:
intro:
text: Getting Started
href: articles/forestsearch.html
reference:
text: Reference
href: reference/index.html
articles:
text: Articles
menu:
- text: Introduction to forestsearch
href: articles/forestsearch.html
- text: "---"
- text: Methodology
href: articles/methodology.html
- text: Treatment Effect Definitions
href: articles/treatment_effect_definitions.html
- text: Biomarker Treatment Effects
href: articles/biomarker_effects.html
- text: Causal Interpretation of Hazard Ratios
href: articles/causal_effects_brief_review.html
- text: Simulation Studies
href: articles/paper_simulations.html
- text: Extreme Subgroup Effects
href: articles/extreme_subgroups.html
news:
text: Changelog
href: news/index.html
github:
icon: fa-github
href: https://github.com/larry-leon/forestsearch
aria-label: GitHub
# =============================================================================
# REFERENCE - organized by functional area (53 exported functions)
# =============================================================================
reference:
# ---------------------------------------------------------------------------
# CORE ALGORITHM
# ---------------------------------------------------------------------------
- title: "Core Algorithm"
desc: >
Main forestsearch function, subgroup selection, and consistency
evaluation.
contents:
- forestsearch
- print.forestsearch
- summary.forestsearch
- plot.forestsearch
- select_best_subgroup
- subgroup.consistency
# ---------------------------------------------------------------------------
# BOOTSTRAP INFERENCE
# ---------------------------------------------------------------------------
- title: "Bootstrap Bias Correction"
desc: >
Bootstrap methods for bias-corrected hazard ratio estimation using
infinitesimal jackknife variance estimation (Leon et al., 2024).
contents:
- forestsearch_bootstrap_dofuture
- summarize_bootstrap_results
- summarize_bootstrap_events
# ---------------------------------------------------------------------------
# CROSS-VALIDATION
# ---------------------------------------------------------------------------
- title: "Cross-Validation"
desc: >
K-fold and repeated cross-validation for assessing subgroup
identification stability and agreement metrics.
contents:
- forestsearch_Kfold
- forestsearch_tenfold
- forestsearch_KfoldOut
- cv_summary_tables
- cv_metrics_tables
- print.fs_kfold
- print.fs_tenfold
# ---------------------------------------------------------------------------
# GRF INTEGRATION
# ---------------------------------------------------------------------------
- title: "GRF Integration"
desc: >
Generalized Random Forest methods for heterogeneous treatment
effect estimation and variable importance screening.
contents:
- grf.subg.harm.survival
# ---------------------------------------------------------------------------
# COX MODEL UTILITIES
# ---------------------------------------------------------------------------
- title: "Cox Model Utilities"
desc: >
Cox proportional hazards model wrappers with robust standard errors,
spline fitting, and average hazard ratio calculations.
contents:
- cox_summary
- cox_ahr_cde_analysis
- print.cox_ahr_cde
- summary.cox_ahr_cde
- cox_cs_fit
# ---------------------------------------------------------------------------
# SUBGROUP TABLES & ESTIMATES
# ---------------------------------------------------------------------------
- title: "Subgroup Tables & Estimates"
desc: >
Formatted tables of subgroup estimates.
contents:
- sg_tables
- create_summary_table
# ---------------------------------------------------------------------------
# VISUALIZATION
# ---------------------------------------------------------------------------
- title: "Visualization"
desc: >
Publication-ready plotting functions for forest plots, survival curves,
subgroup characteristics, and detection probability curves.
contents:
- gg_forest
- plot_subgroup_results_forestplot
- render_forestplot
- create_forest_theme
- plot_km_band_forestsearch
- plot_sg_weighted_km
- figure_note
- plot_spline_treatment_effect
- plot_detection_curve
# ---------------------------------------------------------------------------
# DATA GENERATING MECHANISMS
# ---------------------------------------------------------------------------
- title: "Data Generating Mechanisms"
desc: >
Functions for creating data generating mechanisms (DGMs) for
simulation studies with configurable treatment effect heterogeneity.
contents:
- generate_aft_dgm_flex
- setup_gbsg_dgm
- print.gbsg_dgm
- compute_dgm_cde
- simulate_from_dgm
- calibrate_cens_adjust
- check_censoring_dgm
- calibrate_k_inter
- validate_k_inter_effect
# ---------------------------------------------------------------------------
# SIMULATION STUDIES
# ---------------------------------------------------------------------------
- title: "Simulation Studies"
desc: >
Running and summarizing simulation studies for operating characteristics.
contents:
- run_simulation_analysis
- summarize_simulation_results
- format_oc_results
- build_classification_table
- build_estimation_table
- interpret_estimation_table
- render_reference_table
- compute_detection_probability
- generate_detection_curve
# ---------------------------------------------------------------------------
# MULTI-REGIONAL CLINICAL TRIALS
# ---------------------------------------------------------------------------
- title: "Multi-Regional Clinical Trials"
desc: >
Specialized functions for multi-regional clinical trial (MRCT)
subgroup analysis with regional consistency evaluation.
contents:
- mrct_region_sims
- create_dgm_for_mrct
# ---------------------------------------------------------------------------
# INTERNAL
# ---------------------------------------------------------------------------
- title: "Internal"
desc: >
Internal implementation details. These functions are not intended to
be called directly by users.
contents:
- has_keyword("internal")
# =============================================================================
# ARTICLES (VIGNETTES)
# =============================================================================
articles:
- title: Getting Started
navbar: ~
contents:
- forestsearch
- title: Methodology
desc: Technical details on the statistical methods
contents:
- "articles/methodology"
- title: Treatment Effect Definitions
desc: >
Definitions and computation of marginal HR, average hazard ratio
(AHR), and controlled direct effect (CDE) estimands.
contents:
- "articles/treatment_effect_definitions"
- "articles/biomarker_effects"
- "articles/causal_effects_brief_review"
- title: Simulation Studies
desc: Operating characteristics and published benchmarks
contents:
- "articles/paper_simulations"
- "articles/extreme_subgroups"
# =============================================================================
# NEWS
# =============================================================================
news:
one_page: true
cran_dates: false
# =============================================================================
# ADDITIONAL OPTIONS
# =============================================================================
development:
mode: auto
figures:
dev: ragg::agg_png
dpi: 96
dev.args: []
fig.ext: png
fig.width: 7.2916667
fig.height: ~
fig.retina: 2
fig.asp: 1.618
bg: NA
other.parameters: []
code:
width: 80
footer:
structure:
left: developed_by
right: built_with