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All functions

ClinicoPath-package ClinicoPath
ClinicoPath: Comprehensive Analysis for Clinicopathological Research
aalenhazard()
Aalen's Additive Hazard Models
adaptivelasso()
Adaptive LASSO for Cox Models
adaptivetrialdesign()
Adaptive Trial Design Methods
advancedSurvivalPower()
Advanced Survival Power Analysis (Advanced)
advancedSurvivalPowerClass
Power Analysis for Survival Studies
advancedanova()
Advanced ANOVA Suite
advancedbarplot()
Advanced Bar Charts
advancedbarplotClass
Advanced Bar Charts - 5 Ways
advancedimputation()
Advanced Multiple Imputation & Sensitivity Analysis
advancedraincloud()
Advanced Raincloud Plot
advancedraincloudClass
Advanced Raincloud Plot with Longitudinal Support
advancedraincloud_data advancedraincloud_baseline advancedraincloud_endpoint advancedraincloud_change
Clinical Trial Test Datasets for Advanced Raincloud Plot
advancedtrials()
Advanced Clinical Trial Methods
advancedtrialsClass
Advanced Clinical Trial Methods
agepyramid()
Age Pyramid
agepyramidClass
Age Pyramid
agreement()
Interrater Reliability
agreementClass
Interrater Reliability Analysis
aivalidation()
AI Model Validation with Cross-Validation
aivalidationClass
AI Model Validation with Cross-Validation
alluvial()
Alluvial Diagrams
alluvial2()
Alluvial Diagrams
alluvial2Class
Alluvial Plot
alluvial3()
Alluvial & Sankey Diagrams
alluvial3Class
Alluvial Plot
alluvialClass
Alluvial Plot
alluvialSurvival()
Treatment Pathway Alluvial Plot
alluvialSurvivalClass
Alluvial Survival Plot
assayoptimization()
Assay Optimization & Experimental Design
assayoptimizationClass
Assay Optimization & Experimental Design
assess_clinical_relevance()
Assess Clinical Relevance of Effect Size
assess_clinical_significance()
Assess Clinical Significance
assess_limitations()
Assess Analysis Limitations
autoeda()
Automated Exploratory Data Analysis
autoedaClass
Automated Exploratory Data Analysis using DataExplorer
basegraphics()
Base Graphics Visualization
basegraphicsClass
Base Graphics Visualization
batcheffect()
Batch Effect Control & Quality Assessment
bayesdca()
Bayesian Decision Curve Analysis
bayesdcaClass
Bayesian Decision Curve Analysis
bayesianci()
Bayesian Confidence Intervals (Credible Intervals)
bayesianclinical()
Bayesian Clinical Analysis & Decision Making
bayesiandiagnostic()
Bayesian Diagnostic Test Evaluation
bayesianma()
Bayesian Model Averaging
bayesianmetaanalysis()
Bayesian Meta-Analysis
bayesiannetworkma()
Bayesian Network Meta-Analysis
bbcplots()
BBC-Style Data Visualization
bbcplotsClass
BBC-Style Data Visualization
benford()
Benford Analysis
benford2()
Benford Analysis 2
benford2Class
Benford's Law Analysis for Fraud Detection and Data Validation
benfordClass
Benford's Law Analysis
betabinomialdiagnostic()
Beta-Binomial Diagnostic Accuracy Models
biomarkerdiscovery()
Biomarker Discovery Platform with ML Interpretability
biomarkerdiscoveryClass
Biomarker Discovery Platform with ML Interpretability
biomarkerresponse()
Biomarker Response Association
biomarkerresponseClass
Biomarker Response Association
bootstrapIDI()
Bootstrap IDI calculation with confidence intervals
bootstrapNRI()
Bootstrap NRI calculation with confidence intervals
calculateCEAC()
Calculate Cost-Effectiveness Acceptability Curve (CEAC)
calculateEVPI()
Calculate Expected Value of Perfect Information (EVPI)
calculateHScore()
Calculate H-Score from Intensity and Proportion
calculateIHCDistance()
Calculate Distance Matrix for IHC Data
calculateIHCMarkerSummary()
Calculate IHC Marker Summary Statistics
calculateIHCSilhouette()
Calculate Silhouette Analysis for Clustering Quality
calculateMarkovTransitionMatrix()
Calculate Markov Transition Matrix
calculate_auc()
Approximate AUC from sensitivity and specificity
calculate_effect_size()
Calculate Effect Size for T-Test
calculate_nlr()
Calculate negative likelihood ratio
calculate_npv()
Calculate negative predictive value (NPV)
calculate_plr()
Calculate positive likelihood ratio
calculate_ppv()
Calculate positive predictive value (PPV)
calculate_sensitivity()
Calculate test sensitivity
calculate_specificity()
Calculate test specificity
cancer_biomarkers
Cancer Biomarker Diagnosis Dataset
cardiac_joint_data
Cardiac Biomarkers and Heart Failure Events Data
cardiovascular_risk
Cardiovascular Risk Assessment Dataset
categoricaladvanced()
Enhanced Chi-Square and Fisher's Tests
causespecifichazards()
Cause-Specific Hazards Models
causespecifichazardsClass
Cause-Specific Hazards Models
cd4_joint_data
CD4 Count and AIDS Progression Data
checkdata()
Single Variable Quality Check
chisqposttest()
Chi-Square Post-Hoc Tests
chisqposttestClass
Chi-Square Post-Hoc Tests - Enhanced Implementation
chisqposttest_test_data
Test Dataset for Chi-Square Post-Hoc Analysis
ciSingle()
Confidence Intervals for Mean Values
ciSingleClass
Enhanced confidence intervals for mean values
classicalSurvivalPower()
Classical Survival Power Analysis (Intermediate)
classicalSurvivalPowerClass
Survival Analysis Power & Sample Size
classification()
Clinical Classification
classificationClass
Enhanced Clinical Classification Analysis
clear_error_log()
Clear Error Log
clinical_trial_consort_data
Clinical Trial CONSORT Flow Data
clinicalalerts()
Clinical Alert & Threshold Monitoring
clinicalcalculators()
Clinical Risk Calculators & Nomograms
clinicaldashboard()
Interactive Clinical Dashboard
clinicaldashboardClass
Interactive Clinical Dashboard
clinicaldataintegration()
Clinical Data Integration
clinicaldataintegrationClass
Clinical Data Integration
clinicalheatmap()
Clinical Heatmap
clinicalheatmapClass
Clinical Heatmap with tidyheatmaps
clinicalnomograms()
Clinical Nomograms & Risk Calculators
clinicalnomogramsClass
Clinical Nomograms & Risk Calculators
clinicalprediction()
Clinical Prediction Models & ML Interpretability
clinicalpredictionClass
Clinical Prediction Models with ML Interpretability
clinicaltrialdesign()
Clinical Trial Design & Power Analysis
clinicalvalidation()
Clinical Model Validation Suite
clinicalvalidationinteractive()
Interactive Clinical Model Validation
clinicopath_cleanup()
Function Cleanup
clinicopath_error_handler()
ClinicoPath Error Handler
clinicopath_init()
Initialize ClinicoPath Error Handling System
clinicopath_startup_message()
Package startup message
clinicopath_warning_handler()
ClinicoPath Warning Handler
clinmon()
Clinical Hemodynamic Monitoring
clinmonClass
Clinical Hemodynamic Monitoring
cochranq()
Cochran's Q Test for Paired Categorical Data
cochranqClass
Cochran's Q Test for Paired Categorical Data
coefplot()
Coefficient Plots
coefplotClass
Coefficient Plots
cohenskappa()
Cohen's Kappa Agreement
comparingSurvival()
Comparing Survival Outcomes
comparingSurvivalClass
Comparing Survival Outcomes
competingRisksPower()
Competing Risks Power Analysis (Specialized)
competingsurvival()
Overall, Cause Specific, and Competing Survival
competingsurvivalClass
Competing Survival Analysis
comprehensiveSurvivalPower()
Comprehensive Survival Power Analysis (Expert)
comprehensiveSurvivalPowerClass
Comprehensive Survival Power Analysis
computeNRI()
Compute Net Reclassification Index (NRI)
conditionalgee()
Conditional GEE for Recurrent Events Gap Times
conditionalgeeClass
Conditional GEE for Recurrent Events Gap Times
conditionalinference()
Conditional Inference Trees for Survival
conditionalinferenceClass
Conditional Inference Trees for Survival
conditionalsurvival()
Conditional Survival Estimation
condsurvival()
Conditional Survival Analysis
consortdiagram()
CONSORT Flow Diagram
consortdiagramClass
CONSORT Flow Diagram
contTables()
Contingency Tables
contTablesPaired()
Paired Samples Contingency Tables
continuousmarkov()
Continuous-Time Markov Models
continuousmarkovClass
Continuous-Time Markov Models
continuousrelationship()
Continuous Variable Relationship Analysis
continuousrelationshipClass
Continuous Variable Relationship Analysis
convertIHCMarkerToNumeric()
Convert IHC Marker Data Types Safely
convertIHCToNumeric()
Convert IHC Marker Data to Numeric Matrix
correlationnetwork()
Correlation Network Analysis
correlationnetworkClass
Correlation Network Analysis
cotest()
Co-Testing Analysis
cotestClass
Co-Testing Analysis
coxdiagnostics()
Cox Proportional Hazards Model Diagnostics
coxdiagnosticsClass
Cox Proportional Hazards Model Diagnostics
coxphw()
Weighted Cox Regression
coxphwClass
Weighted Cox Regression
coxrobust()
Robust Cox Regression
coxrobustClass
Robust Cox Regression
createSafeHTMLContent()
Create Error-Safe HTML Content
create_enhanced_result()
Enhanced Result Structure
crosstable()
Cross Tables
crosstable2()
Cross Tables
crosstable2Class
Cross Table for Clinicopathological Comparisons
crosstablepivot()
Enhanced Cross Tables (Pivot)
crosstablepivotClass
Enhanced Cross Tables with Pivot Functionality
curemodels()
Cure Models for Long-term Survivors
curemodelsClass
Cure Models for Long-term Survivors
dataquality()
Multi-Variable Visual Quality
dataqualityClass
Data Quality Assessment
datecorrection()
Date Field Correction
datecorrectionClass
Date Field Correction and Standardization
datetimeconverter()
DateTime Converter
datetimeconverterClass
DateTime Converter and Component Extractor
decision()
Medical Decision
decisionClass
Medical Decision Analysis
decisioncalculator()
Medical Decision Calculator
decisioncalculatorClass
Decision Calculator
decisioncombine()
Combine Medical Decision Tests
decisioncombineClass
Combine Medical Decision Tests
decisioncompare()
Compare Medical Decision Tests
decisioncompareClass
Compare Medical Decision Tests
decisioncurve()
Decision Curve Analysis
decisioncurveClass
Decision Curve Analysis
decisiongraph()
Decision Tree Graph for Cost-Effectiveness Analysis
decisionpanel()
Decision Panel Optimization
deeplearningprediction()
Deep Learning Image Prediction
deeplearningpredictionClass
Deep Learning Image Prediction
dendrogram()
Dendrogram
desctools()
Advanced Statistical Tests
desctoolsClass
Advanced Statistical Tests
diagnosticmeta()
Diagnostic Test Meta-Analysis for Pathology
diagnosticmetaClass
Diagnostic Test Meta-Analysis for Pathology
diagnosticperformance()
Diagnostic Performance Analysis
differentialdiagnosis()
Differential Diagnosis Assistance
digitalvalidation()
Digital Pathology Validation
directbinomial()
Direct Binomial Regression for Competing Risks
directregression()
Direct Regression on Survival Function
distributionfit()
Distribution Selection and Goodness-of-Fit
.clinicopath_errors
ClinicoPath Enhanced Error Handling Framework
.escapeVariableNames()
Cross Table for Clinicopathological Comparisons
.validate_doi()
Find Retracted Papers from DOI
drug_response
Drug Response Prediction Dataset
dynamiccoeff()
Dynamic Coefficient Models
dynamiccoeffClass
Dynamic Coefficient Models
dynamicprediction()
Dynamic Survival Prediction
economistplots()
Economist-Style Distribution Plots
economistplotsClass
Economist-Style Distribution Plots
effectsize()
Comprehensive Effect Size Analysis
effectsizeClass
Effect Size Analysis
emfrailty()
EM-Algorithm Frailty Models
emfrailtyClass
EM-Algorithm Frailty Models
enhancedROC()
Clinical ROC Analysis
enhancedROCClass
Enhanced ROC Analysis Class
enhanced_ttest()
Enhanced Wrapper Example for ClinicoPath Functions
enhancedcorrelation()
Enhanced Correlation Analysis
enhancedcorrelationClass
Enhanced Correlation Analysis
enhancedcrosstable()
Enhanced Cross Tables with danchaltiel/crosstable
enhancedcrosstableClass
Enhanced Cross Tables with danchaltiel/crosstable
enhancedfactorvariable()
Enhanced Factor Variable Analysis with BlueSky Integration
enhancedfactorvariableClass
Enhanced Factor Variable Analysis Class
enhancedfrequency()
Enhanced Frequency Analysis with BlueSky Integration
enhancedfrequencyClass
Enhanced Frequency Analysis Class
enhancedtables()
Enhanced Tables with gt
enhancedtablesClass
Enhanced Tables with gt
enhancedtwowayfrequency()
Enhanced Two-Way Frequency Analysis with BlueSky Integration
enhancedtwowayfrequencyClass
Enhanced Two-Way Frequency Analysis
epidemiosurvival()
Epidemiological Survival Analysis
epidemiosurvivalClass
Epidemiological Survival Analysis
esquisseauto()
Auto-Plot (esquisse)
esquisseautoClass
Auto-Plot using esquisse
eurostatmap()
Eurostat Map
eurostatmapClass
Eurostat Map
exacttests()
Exact Tests for Small Samples
exacttestsClass
Exact Tests for Small Samples
excessmortality()
Excess Mortality Analysis
excessmortalityClass
Excess Mortality Analysis
explainableai()
Explainable AI Analysis
explainableaiClass
Explainable AI Analysis
extratrees()
Extremely Randomized Trees for Survival
extratreesClass
Extremely Randomized Trees for Survival
factoranalysis()
Comprehensive Factor Analysis
factoranalysisClass
Factor Analysis Class
featurequality()
Feature Quality Assessment
flexcomprisk()
Flexible Competing Risks Models
flexiblerelativesurvival()
Flexible Relative Survival Analysis
flexiblerelativesurvivalClass
Flexible Relative Survival Analysis
flexmultistate()
Flexible Multi-State Survival Models
flexmultistateClass
Flexible Multi-State Survival Models
flexparametric()
Flexible Parametric Survival Models (Enhanced)
flexparametricClass
Flexible Parametric Survival Models
flexrstpm2()
Comprehensive Flexible Parametric Survival Models
formatIHCPValue()
Format P-values Consistently for IHC Reports
frailtysurvival()
Frailty & Random Effects Survival Models
frailtysurvivalClass
Frailty & Random Effects Survival Models
friedmantest()
Friedman Test for Non-Parametric Repeated Measures
friedmantestClass
Friedman Test for Non-Parametric Repeated Measures
generalpseudo()
Generalized Pseudo-Observations
generate_clinical_interpretation()
Generate Clinical Interpretation
generate_clinical_summary()
Generate Clinical Summary
generate_statistical_summary()
Generate Statistical Summary
generate_user_friendly_error()
Generate User-Friendly Error Message
generate_user_friendly_warning()
Generate User-Friendly Warning Message
getIHCColorPalette()
Get Professional Color Palette for IHC Visualizations
getIHCSignificanceStars()
Get Significance Stars for P-values
getIHCTheme()
Get Professional IHC Visualization Theme
getTreeAnalysisSteps()
Create Tree Analysis Progress Steps
get_analysis_recommendations()
Get Analysis Recommendations
get_clinical_context()
Clinical Context Wrapper
get_clinical_recommendations()
Get Clinical Recommendations
get_error_summary()
Get Error Summary
ggprism()
GraphPad Prism Style Plots
ggprismClass
GraphPad Prism Style Plots
gradientboosting()
Gradient Boosting for Survival Analysis
gradientboostingClass
Gradient Boosting for Survival Analysis
grafify()
Scientific Visualization with Grafify
grafifyClass
Scientific Visualization with Grafify
`%||%`
IHC Survival Analysis
groupedbar()
Grouped Bar Chart Comparison
groupedbarClass
Grouped Bar Chart Comparison
groupedforest()
Grouped Hazard Forest Plot
groupedforestClass
Grouped Hazard Forest Plot for Subgroup Analysis
grouplasso()
Group LASSO for Survival Analysis
groupsummary()
Group and Summarize
groupsummaryClass
Group and Summarize
gtsummary()
Publication-Ready Tables with gtsummary
gtsummaryClass
Publication-Ready Tables with gtsummary
haralicktexture()
Haralick Texture Analysis
hiddenmarkov()
Hidden Markov Models for Survival
hierarchicalbayes()
Hierarchical Bayesian Diagnostic Models
hierarchicalpathology()
Hierarchical Mixed-Effects Models
highdimcox()
High-Dimensional Cox Regression
hullplot()
Hull Plot
hullplotClass
Hull Plot for Group Visualization
icccoeff()
Intraclass Correlation Coefficient
icccoeffClass
Intraclass Correlation Coefficient
idi()
Integrated Discrimination Improvement (IDI)
ihcadvanced()
Advanced IHC Clustering Analysis
ihcbasic()
Basic IHC Analysis
ihcbasicClass
Basic IHC Analysis
ihccluster()
IHC Clustering Analysis
ihcclusterClass
IHC Clustering Analysis Backend
ihcdiagnostic()
IHC Diagnostic Analysis
ihcheterogeneity()
IHC Heterogeneity Analysis
ihcimmune()
IHC Immune Analysis
ihcpredict()
IHC Diagnostic Prediction
ihcscoring()
IHC Scoring Standardization
ihcsurvival()
IHC Survival Analysis
illnessdeath()
Illness-Death Multi-State Models
imagingcorrelation()
Imaging Findings Correlation
intervalcensorcure()
Interval-Censored Cure Models
intervalsurvival()
Interval-Censored Survival Analysis
intervalsurvivalClass
Interval-Censored Survival Analysis
is_in_range()
Check if value is within valid range
jamovi_tutorial_builder_static_app_html()
Jamovi tutorial builder static HTML
jcomplexupset()
Complex UpSet Plot Visualization
jcomplexupsetClass
Complex UpSet Plot Visualization
jcorrelation()
Correlation Analysis
jcorrelationClass
Correlation Analysis
jextractggstats()
Statistical Data Extraction from ggstatsplot
jextractggstatsClass
Statistical Data Extraction from ggstatsplot
jforester()
Forest Plot Visualization
jforesterClass
Forest Plot Visualization
jforestmodel()
Forest Plot Visualization
jforestmodelClass
Forest Plot Visualization
jggheatmap()
Advanced Heatmap Visualization
jggstats()
Enhanced Statistical Visualization
jiwillsurvive()
Intuitive Survival Analysis
jiwillsurviveClass
Intuitive Survival Analysis
jjarcdiagram()
Arc Diagram
jjarcdiagramClass
Arc Diagram
jjbarstats()
Bar Charts
jjbarstatsClass
Bar Charts
jjbetweenstats()
Box-Violin Plots to Compare Between Groups
jjbetweenstatsClass
Violin Plots to Compare Between Groups
jjcorrmat()
Correlation Matrix
jjcorrmatClass
Correlation Matrix
jjdotplotstats()
Dot Chart
jjdotplotstatsClass
Dot Chart
jjhistostats()
Histogram
jjhistostatsClass
Histogram
jjoncoplot()
Genomic Landscape Visualization
jjoncoplotClass
Genomic Landscape Visualization
jjpiestats()
Pie Charts
jjpiestatsClass
Pie Charts
jjpubr()
Publication-Ready Plots (ggpubr)
jjpubrClass
Publication-Ready Plots using ggpubr
jjradarplot()
Radar Plot
jjradarplotClass
Radar Plot
jjridges()
Ridge Plot
jjridgesClass
Advanced Ridge Plot
jjriverplot()
River Plots
jjscatterstats()
Scatter Plot
jjscatterstatsClass
Scatter Plot
jjsegmentedtotalbar()
Segmented Total Bar Charts
jjsegmentedtotalbarClass
Segmented Total Bar Charts
jjsyndromicplot()
Syndromic Plot (PCA Loadings)
jjsyndromicplotClass
Syndromic Plot for PCA
jjtreemap()
Treemap
jjtreemapClass
Treemap
jjwithinstats()
Box-Violin Plots to Compare Within Groups
jjwithinstatsClass
Violin Plots to Compare Within Group
jointfrailty()
Joint Frailty Models for Recurrent Events
jointfrailtyClass
Joint Frailty Models for Recurrent Events
jointmodeling()
Joint Longitudinal-Survival Models
jointmodelingClass
Joint Longitudinal-Survival Models
jpps()
Predictive Power Score Analysis
jppsClass
Predictive Power Score Analysis
jscattermore()
High-Performance Scatter Plots
jsjplot()
Social Science Statistical Visualization
jsummarytools()
Summary Statistics with summarytools
jviolin()
Professional Violin Plot
jviolinClass
Violin Plot
jvisr()
Clinical Research Visualization with visR
jwaffle()
Waffle Charts
jwaffleClass
Waffle Charts
kappaSizeCI()
Confidence Interval Approach for the Number of Subjects Required
kappaSizeCIClass
Confidence Interval Approach for the Number of Subjects Required
kappaSizeFixedN()
Lowest Expected Value for a fixed sample size
kappaSizeFixedNClass
Lowest Expected Value for a fixed sample size
kappaSizePower()
Power Approach for the Number of Subjects Required
kappaSizePowerClass
Power Analysis for Inter-rater Agreement Studies
kidney_joint_data
Kidney Function Decline and ESRD/Death Data
labcontrolcharts()
Laboratory Control Charts (Shewhart, CUSUM, EWMA)
labinterpret()
Laboratory Result Interpretation
landmarkanalysis()
Landmark Analysis for Time-varying Predictors
landmarkanalysisClass
Landmark Analysis for Time-varying Predictors
lassocox()
Lasso-Cox Regression
lassocoxClass
Lasso-Cox Regression for Variable Selection in Survival Analysis
likelihoodratio()
Likelihood Ratio Analysis
linechart()
Line Chart
linechartClass
Line Chart for Time Series and Trend Analysis
load_required_package()
Load required packages with error handling
lollipop()
Lollipop Chart
lollipopClass
Lollipop Charts for Categorical Data Visualization
marginalrecurrent()
Marginal Models for Recurrent Events
marginalrecurrentClass
Marginal Models for Recurrent Events
markovmultistate()
Markov Multi-State Models
measurementuncertainty()
Measurement Uncertainty Estimation (ISO 15189)
mediansurvival()
Median Survival Comparisons
mediansurvivalClass
Median Survival Comparisons
metaanalysis()
Meta-Analysis & Evidence Synthesis
methodcomparison()
Method Comparison Analysis
methodvalidation()
Laboratory Method Validation Protocols
missingdata()
Missing Data Analysis and Imputation
missingdataexplorer()
Missing Data Pattern Explorer
mixedcox()
Mixed-Effects Cox Regression
mixedeffectscox()
Mixed-Effects Cox Models
mixedeffectscoxClass
Mixed-Effects Cox Models
mlpathology()
Classification Performance Metrics for Digital Pathology
mlpathologyClass
Classification Performance Metrics for Digital Pathology
modalitycomparison()
Modality Comparison Analysis
modalitycomparisonClass
Modality Comparison Analysis
modelbuilder()
Prediction Model Builder
modelperformance()
Multi-Model Performance Comparison
modelperformanceClass
Multi-Model Performance Comparison
multicenter_trial_data
Multi-center Clinical Trial Data
multiclassdiagnostics()
Multi-class Diagnostic Performance Evaluation
multiplexanalysis()
Multiplex Immunofluorescence Analysis
multistatesurvival()
Multistate Survival Models
multistatesurvivalClass
Multistate Survival Models
multisurvival()
Multivariable Survival Analysis
ncvregcox()
Smoothly Clipped Absolute Deviation Cox Regression
netreclassification()
Net Reclassification Improvement (NRI)
nogoldstandard()
Analysis Without Gold Standard
nomogrammer()
Fagan Nomogram for Diagnostic Test Analysis
nonparametric()
Non-Parametric Statistical Methods
nonparametricregression()
Non-parametric Regression Methods
observational_study_flow_data
Observational Study Flow Data
oddsratio()
Odds Ratio Table and Plot
oddsratioClass
Odds Ratio Analysis for Binary Outcomes
Melanoma_df oncology_datasets_summary View() PSAProstateCancer_df BreastCancerWI_df
Oncology Datasets from OncoDataSets Package
oncology_datasets_summary
Oncology Datasets Summary
oneSurvival()
One Survival Outcome
oneSurvivalClass
Kaplan-Meier Survival Analysis for Single Group
optimalcutpoint()
Optimal Cutpoint Determination
outbreakanalysis()
Outbreak Analysis & Epidemiological Investigation
outbreakanalysisClass
Outbreak Analysis & Epidemiological Investigation
outcomeorganizer()
Outcome Organizer for Survival Analysis
outcomeorganizerClass
Enhanced Outcome Organizer for Survival Analysis
outlierdetection()
Advanced Outlier Detection
outlierdetectionClass
Advanced Outlier Detection with easystats
pagetrendtest()
Page's Trend Test for Ordered Alternatives
pagetrendtestClass
Page's Trend Test for Ordered Alternatives
parallelplot()
Parallel Coordinates Plot
parallelplotClass
Parallel Coordinates Plot - Simplified Implementation
parametricfrailty()
Parametric Frailty Models
parametricfrailtyClass
Parametric Frailty Models
partialcorrelation()
Enhanced Partial Correlation Analysis with BlueSky Integration
partialcorrelationClass
Partial Correlation Analysis
pathagreement()
Pathology Interrater Reliability
pathagreementClass
Pathology Interrater Reliability Analysis
pathology_diagnosis
Pathology Diagnosis Dataset
pathologyagreement()
Pathology Agreement Analysis
pathologycomposition()
Pathology Composition Analysis
pathologycompositionClass
Pathology Composition Analysis
patientdashboard()
Patient Monitoring Dashboard
patientreported()
Patient-Reported Outcomes & Quality of Life Analysis
patientreportedClass
Patient-Reported Outcomes & Quality of Life Analysis
patientsimilarity()
Patient Similarity Clustering
patientsimilarityClass
Patient Similarity Clustering - Discover Patient Subgroups
pcacomponenttest()
PCA Component Significance Test
pcacomponenttestClass
PCA Component Significance Test
pcacox()
Principal Component Cox Models
pcacoxClass
Principal Component Cox Models
pcaloadingheatmap()
PCA Loading Heatmap & Barmap
pcaloadingheatmapClass
PCA Loading Heatmap
pcaloadingtest()
PCA Loading Significance Test
pcaloadingtestClass
PCA Loading Significance Test
pediatric_growth
Pediatric Growth Assessment Dataset
penalizedcox()
Penalized Cox Regression
penalizedcoxregression()
Penalized Cox Regression
performMonteCarloSimulation()
Perform Monte Carlo Simulation for PSA
permutationsurvival()
Permutation Tests for Survival
pheval()
Proportional Hazards Testing
phevalClass
Proportional Hazards Testing
plscox()
Partial Least Squares Cox Models
polychoriccorr()
Polychoric Correlation Analysis
polychoriccorrClass
Polychoric Correlation Analysis
populationhealth()
Population Health Analytics
ppv()
Positive Predictive Value
ppvClass
Positive Predictive Value Calculator
precisionrecall()
Precision-Recall Curve
principalcox()
Principal Component Cox Models
print(<sensSpecTable>)
Print formatted HTML table for sensitivity/specificity results
progressionsurvival()
Progression-Free Survival Analysis
progressionsurvivalClass
Progression-Free Survival Analysis
prop_to_percent()
Convert proportion to percentage string
psa_joint_data
PSA Trajectory and Prostate Cancer Survival Data
pseudosurvival()
Pseudo-Observations Survival Methods
pseudosurvivalClass
Pseudo-Observations Survival Methods
psychopdaROC()
Advanced ROC Analysis
psychopdaROCClass
Comprehensive ROC Analysis with Advanced Features
qualitycontrol()
Laboratory Quality Control Statistics
qualityoflife()
Quality of Life Analysis & Patient-Centered Outcomes
qualityoflifeClass
Quality of Life Analysis & Patient-Centered Outcomes
raftgee()
Rank-based AFT Estimation
raftgeeClass
Rank-based AFT Estimation with GEE
raincloud()
Raincloud Plot
raincloudClass
Raincloud Plot for Distribution Visualization
raw_to_prob()
Convert raw test values to predicted probabilities using ROC curve
recurrentsurvival()
Recurrent Event Survival Analysis
recurrentsurvivalClass
Recurrent Event Survival Analysis
referenceintervals()
Reference Interval Establishment
relativesurvival()
Relative Survival Analysis
relativesurvivalClass
Relative Survival Analysis
reportcat()
Summary of Categorical Variables
reportcat2()
Enhanced Frequencies
reportcat2Class
Summary of Categorical Variables
reportcatClass
Summary of Categorical Variables
retracted()
Find Retracted Papers from DOI
riverplot()
River Plots & Alluvial Diagrams
riverplotClass
River Plots & Alluvial Diagrams
rmst()
Restricted Mean Survival Time Tests
rmstregression()
Restricted Mean Survival Time Regression
robustaft()
Robust AFT Models
robustaftClass
Robust AFT Models
robustcorrelation()
Robust Correlation Methods
safe_divide()
Safe division function
safe_execute()
Safe Execution Wrapper
screeningcalculator()
Screening Test Calculator
screeningcalculatorClass
Screening Test Calculator
screeningevaluation()
Screening Program Evaluation & Performance Analysis
screeningevaluationClass
Screening Program Evaluation & Performance Analysis
semimarkov()
Semi-Markov Models
sequentialtests()
Sequential Testing Analysis
sequentialtestsClass
Sequential Testing Analysis
showIHCDataRequirements()
Generate IHC Data Requirements HTML
sigmametrics()
Six Sigma Metrics for Laboratory Performance
simonmakuch()
Simon-Makuch Time-Dependent Survival Analysis
simonmakuchClass
Simon-Makuch Time-Dependent Survival Analysis
simpleSurvivalPower()
Simple Survival Power Analysis (Basic)
simple_cancer_data
Simple Tumor Marker and Cancer Progression Data
singlearm()
Single Arm Survival
singlearmClass
Single Arm Survival
small_sample_tree
Small Sample Edge Case Dataset
smoothhazard()
Smooth Hazard Estimation & Analysis
smoothhazardClass
Smooth Hazard Estimation & Analysis
smoothtimevary()
Smoothly Time-Varying Effects
sparsegrouplasso()
Sparse Group LASSO
spatialanalysis()
Spatial Statistics from Coordinates
spatialautocorrelation()
Spatial Autocorrelation Analysis (Moran's I, Geary's C)
spatialbayesiansurvival()
Spatial Bayesian Survival Analysis
spikeslabpriors()
Spike-and-Slab Variable Selection
splinehazard()
Spline-based Hazard Functions
stagemigration()
Advanced TNM Stage Migration Analysis
stagemigration1()
Advanced TNM Stage Migration Analysis 1
stagemigration1Class
Advanced TNM Stage Migration Analysis
stagemigrationClass
Advanced TNM Stage Migration Analysis
statsplot2()
Automatic Plot Selection
statsplot2Class
Plots and Graphs Based on Variable Types
stratifiedparametric()
Stratified Parametric Models
studydiagram()
Study Diagram
studydiagramClass
Study Diagram
subgroupforest()
Subgroup Analysis Forest Plot
subgroupforestClass
Subgroup Analysis Forest Plot
summarydata()
Summary of Continuous Variables
summarydata2()
Enhanced Descriptives
summarydata2Class
Enhanced Summary Statistics for Continuous and Date Variables
summarydataClass
Summary of Continuous Variables with Distribution Diagnostics
superpc()
Supervised Principal Components Cox Regression
surveysurvival()
Survey-Weighted Survival Analysis
survival()
Survival Analysis
survivalPower()
Survival Power Analysis
survivalbart()
Bayesian Additive Regression Trees (BART) for Survival
survivalcont()
Survival Analysis for Continuous Variable
survivalcontClass
Survival Analysis for Continuous Explanatory Variable
survivalfeaturerank()
Survival Feature Ranking
survivalfeaturerankClass
Survival Feature Ranking - Univariate Cox Screening
survivalmodelvalidation()
Enhanced Survival Model Validation
survivalmodelvalidationClass
Enhanced Survival Model Validation
survivalpower()
Enhanced Survival Analysis Power & Sample Size
survivalvalidation()
Survival Model Validation
survivalvalidationClass
Survival Model Validation
swimmer_unified_basic
Basic Swimmer Plot Example Data
swimmer_unified_comprehensive
Comprehensive Swimmer Plot Example Data
swimmer_unified_datetime
DateTime Swimmer Plot Example Data
swimmer_unified_events
Event Markers Swimmer Plot Example Data
swimmer_unified_oncology
Oncology Clinical Trial Swimmer Plot Data
swimmerplot()
Swimmer Plot
swimmerplotClass
Swimmer Plot
tableone()
Table One
tableone2()
Table One Draft 2
tableone2Class
Table One
tableone2_tutorial_html()
Table One tutorial HTML content
tableoneClass
Table One
thresholdregression()
Threshold Regression Models
tidydensity()
Statistical Distribution Generator
tidydensityClass
Statistical Distribution Generator and Analyzer
tidyplots()
Comprehensive Tidy Plots
tidyplotsClass
Comprehensive Tidy Plots with Advanced Statistical Visualization
tidyplots_datasets tidyplots_medical tidyplots_education tidyplots_business tidyplots_environmental tidyplots_demo
Comprehensive Test Datasets for Tidyplots Function
timedependent()
Time-Dependent Covariates & ROC Analysis
timedependentClass
Time-Dependent Covariates & ROC Analysis
timeinterval()
Comprehensive Time Interval Calculator
timeintervalClass
Comprehensive Time Interval Calculator for Survival Analysis
timeinterval_clinical_trial timeinterval_european_dates timeinterval_us_datetime timeinterval_epidemiological timeinterval_landmark timeinterval_mixed_formats timeinterval_datasets_summary timeinterval_test_scenarios
TimeInterval Test Datasets
timeroc()
Enhanced ROC Analysis
timerocClass
Enhanced ROC Analysis for Clinical Research
timeroc_cancer_biomarker
Cancer Biomarker Time-Dependent ROC Test Dataset
timeroc_cardiovascular_risk
Cardiovascular Risk Prediction Test Dataset
timeroc_competing_risks
Competing Risks Analysis Test Dataset
timeroc_cancer_biomarker timeroc_cardiovascular_risk timeroc_multi_biomarker timeroc_landmark_biomarker timeroc_edge_cases timeroc_competing_risks
TimeROC Test Datasets
timeroc_datasets_summary
TimeROC Dataset Summary Information
timeroc_edge_cases
Edge Cases and Quality Testing Dataset
timeroc_landmark_biomarker
Landmark Biomarker Analysis Test Dataset
timeroc_multi_biomarker
Multi-Biomarker Comparison Test Dataset
timeroc_test_scenarios
TimeROC Test Scenarios Documentation
timeupdatedsurvival()
Time-Updated Survival Estimates
timeupdatesurvival()
Time-Updated Survival Estimates
timevarycox()
Time-Varying Covariates Cox Regression
tinytable()
Modern Table Formatting
tinytableClass
Modern Table Formatting with TinyTable
tinytable_clinical_demographics
Clinical Research Demographics Test Dataset
tinytable_clinical_demographics tinytable_laboratory_results tinytable_multimodal_summary tinytable_timeseries_summary tinytable_edge_cases tinytable_small_sample
TinyTable Test Datasets
tinytable_datasets_summary
TinyTable Dataset Summary Information
tinytable_edge_cases
Edge Cases and Quality Testing Dataset
tinytable_laboratory_results
Laboratory Results Test Dataset
tinytable_multimodal_summary
Multi-Modal Data Summary Test Dataset
tinytable_small_sample
Small Sample Size Test Dataset
tinytable_test_scenarios
TinyTable Test Scenarios Documentation
tinytable_timeseries_summary
Time Series Summary Test Dataset
toolssummary()
Tools for data summary
toolssummaryClass
Tools for data summary with summarytools integration
toolssummary_clinical_demographics
Clinical Research Demographics with Treatment Groups
toolssummary_clinical_demographics toolssummary_laboratory_results toolssummary_mixed_datatypes toolssummary_timeseries_data toolssummary_edge_cases toolssummary_small_sample
Enhanced Tools for Data Summary Test Datasets
toolssummary_datasets_summary
Enhanced Tools for Data Summary Dataset Collection Summary
toolssummary_edge_cases
Edge Cases and Robustness Testing Dataset
toolssummary_laboratory_results
Laboratory Results with Longitudinal Structure
toolssummary_mixed_datatypes
Mixed Data Types with Complex Categorical Variables
toolssummary_small_sample
Small Sample Size Testing Dataset
toolssummary_test_scenarios
Enhanced Tools for Data Summary Test Scenarios Documentation
toolssummary_timeseries_data
Time Series Data for Longitudinal Analysis
toxicityprofile()
Treatment Toxicity Profile
toxicityprofileClass
Treatment Toxicity Profile
toxicityprofile_oncology_trial toxicityprofile_immunotherapy toxicityprofile_targeted_therapy toxicityprofile_dose_escalation toxicityprofile_pediatric toxicityprofile_small_sample
Enhanced Treatment Toxicity Profile Test Datasets
toxicityprofile_datasets_summary
Treatment Toxicity Profile Dataset Collection Summary
toxicityprofile_dose_escalation
Dose Escalation Study Safety Dataset
toxicityprofile_immunotherapy
Immunotherapy Safety Profile Dataset
toxicityprofile_oncology_trial
Oncology Clinical Trial Safety Dataset
toxicityprofile_pediatric
Pediatric Safety Study Dataset
toxicityprofile_small_sample
Small Sample Edge Cases Dataset
toxicityprofile_targeted_therapy
Targeted Therapy Safety Profile Dataset
toxicityprofile_test_scenarios
Treatment Toxicity Profile Test Scenarios Documentation
transformationmodels()
Transformation Models
transformationmodelsClass
Transformation Models
treatmentSwitchingClass
Treatment Switching Analysis
treatmenteffects()
Causal Inference & Treatment Effects Analysis
treatmenteffectsClass
Causal Inference & Treatment Effects Analysis
treatmentmeta()
Treatment Effect Meta-Analysis
treatmentoptim()
Treatment Optimization Framework
treatmentswitching()
Treatment Switching Analysis
treeProgressBar()
Create HTML Progress Bar for Tree Analysis
cancer_biomarkers cardiovascular_risk pathology_diagnosis drug_response pediatric_growth small_sample_tree
Enhanced Medical Decision Tree Test Datasets
tree_datasets_summary
Tree Datasets Summary
tree_test_scenarios
Tree Test Scenarios Documentation
treeadvanced()
Advanced Clinical Decision Trees
treeadvancedClass
Advanced Clinical Decision Trees
treecompare()
Clinical Tree Algorithm Comparison
treecompareClass
Clinical Tree Algorithm Comparison
treeensemble()
Clinical Random Forest Analysis
treeensembleClass
Clinical Random Forest Analysis
treemedical()
Medical Decision Trees
treemedicalClass
Medical Decision Trees
tumorGrowthClass
Tumor Growth Models
tumorgrowth()
Tumor Growth Models
validateDecisionAnalysisInputs()
Validate Decision Analysis Inputs
validateIHCClustering()
Validate IHC Clustering Parameters
validateIHCData()
Validate IHC Data Requirements
validateROCInputs()
Validate inputs for ROC analysis
validate_clinical_data()
Validate Data with Clinical Context
variablebiplot()
Variable Importance Biplot
variablebiplotClass
Variable Importance Biplot
vartree()
Variable Tree
vartreeClass
Variable Tree
venn()
Venn Diagram
waterfall()
Treatment Response Analysis
waterfallClass
Treatment Response Analysis
weightedlogrank()
Weighted Log-Rank Tests