Experimental Evaluation of Algorithm-Assisted Human Decision-Making


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Documentation for package ‘aihuman’ version 1.0.0

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aihuman-package Experimental Evaluation of Algorithm-Assisted Human Decision-Making
AiEvalmcmc Gibbs sampler for the main analysis
aihuman Experimental Evaluation of Algorithm-Assisted Human Decision-Making
APCEsummary Summary of APCE
APCEsummaryipw Summary of APCE for frequentist analysis
BootstrapAPCEipw Bootstrap for estimating variance of APCE
BootstrapAPCEipwRE Bootstrap for estimating variance of APCE with random effects
BootstrapAPCEipwREparallel Bootstrap for estimating variance of APCE with random effects
CalAPCE Calculate APCE
CalAPCEipw Compute APCE using frequentist analysis
CalAPCEipwRE Compute APCE using frequentist analysis with random effects
CalAPCEparallel Calculate APCE using parallel computing
CalDelta Calculate the delta given the principal stratum
CalDIM Calculate diff-in-means estimates
CalDIMsubgroup Calculate diff-in-means estimates
CalFairness Calculate the principal fairness
CalOptimalDecision Calculate optimal decision & utility
CalPS Calculate the proportion of principal strata (R)
compute_bounds_aipw Compute Risk (AI v. Human)
compute_nuisance_functions Fit outcome/decision and propensity score models
compute_nuisance_functions_ai Fit outcome/decision and propensity score models conditioning on the AI recommendation
compute_stats Compute Risk (Human+AI v. Human)
compute_stats_agreement Agreement of Human and AI Decision Makers
compute_stats_aipw Compute Risk (Human+AI v. Human)
compute_stats_subgroup Compute Risk (Human+AI v. Human) for a Subgroup Defined by AI Recommendation
crossfit Crossfitting for nuisance functions
FTAdata Interim Dane data with failure to appear (FTA) as an outcome
gbm Crossfitting for nuisance functions
g_legend Pulling ggplot legend
HearingDate Interim court event hearing date
hearingdate_synth Synthetic court event hearing date
NCAdata Interim Dane data with new criminal activity (NCA) as an outcome
NVCAdata Interim Dane data with new violent criminal activity (NVCA) as an outcome
PlotAPCE Plot APCE
PlotDIMdecisions Plot diff-in-means estimates
PlotDIMoutcomes Plot diff-in-means estimates
PlotFairness Plot the principal fairness
PlotOptimalDecision Plot optimal decision
PlotPS Plot the proportion of principal strata (R)
PlotSpilloverCRT Plot conditional randomization test
PlotSpilloverCRTpower Plot power analysis of conditional randomization test
PlotStackedBar Stacked barplot for the distribution of the decision given psa
PlotStackedBarDMF Stacked barplot for the distribution of the decision given DMF recommendation
PlotUtilityDiff Plot utility difference
PlotUtilityDiffCI Plot utility difference with 95% confidence interval
plot_agreement Visualize Agreement
plot_diff_ai_aipw Visualize Difference in Risk (AI v. Human)
plot_diff_human Visualize Difference in Risk (Human+AI v. Human)
plot_diff_human_aipw Visualize Difference in Risk (Human+AI v. Human)
plot_diff_subgroup Visualize Difference in Risk (Human+AI v. Human) for a Subgroup Defined by AI Recommendation
plot_preference Visualize Preference
PSAdata Interim Dane PSA data
psa_synth Synthetic PSA data
SpilloverCRT Conduct conditional randomization test
SpilloverCRTpower Conduct power analysis of conditional randomization test
synth Synthetic data
table_agreement Table of Agreement
TestMonotonicity Test monotonicity
TestMonotonicityRE Test monotonicity with random effects