/rvu-target-feasibility

Simulate operating room utilization using cross-sectional data from the American College of Surgeons National Surgical Quality Improvement Program (ACS NSQIP). Code made available with concurrent publication Rao et al. (Annals of Surgery Open, 2023).

Primary LanguageR

rvu-target-feasibility

Clean, filter, and simulate OR usage for surgeons in varying specialties and practice environments based on cases in the ACS NSQIP dataset. Shared in advance of expected publication of Rao et al. (2023).

Project workflow:

  1. sim_binpack.R
    No project dependencies.
    Generate operating schedules for surgeons in various practice environments.
    Assumes use of an HPC cluster.
  2. summary_table_binpack.R
    Dependent on output from sim_binpack.R
    Calculate summary statistics for data from each simulation.
    Calculate summary statistics on subgroups sharing one or more simulation parameters in common.
    Assumes use of an HPC cluster.
  3. linear_models_binpack.R
    Dependent on output from sim_binpack.R
    Calculate multivariate linear models for means of several metrics of interest.
    Assumes use of an HPC cluster.
  4. linear_models_sd_binpack.R
    Dependent on output from summary_table_binpack.R
    Calculate multivariate linear models for standard deviations of several metrics of interest.
    Assumes use of an HPC cluster.
  5. anovas_binpack.R
    Dependent on output from sim_binpack.R
    Calculate ANOVA across simulation data differeing in one or more simulation parameters.
    Assumes use of an HPC cluster.
  6. anovas_summary_binpack.R
    Dependent on output from anovas_binpack.R
    Summarize frequency of significant differences across ANOVA tests on simulation data sharing one or more parameters.
    Assumes use of an HPC cluster.
  7. figures_manuscript_binpack.R
    Dependent on output from sim_binpack.R AND summary_table_binpack.R
    Construct figures for manuscript and supplement.
  8. nsqip_summary_table_binpack.R
    No project dependencies.
    Record numbers for STROBE diagram and reporting guidelines.