X-ray Ankle

Introduction In this section we will: * identify which Ankle X-ray procedures were excluded and why * identify which different Ankle X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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X-ray Finger

Introduction In this section we will: * identify which Finger X-ray procedures were excluded and why * identify which different Finger X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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X-ray Wrist

Introduction In this section we will: * identify which Wrist X-ray procedures were excluded and why * identify which different Wrist X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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Xray Shoulder

Introduction In this section we will: * identify which Shoulder X-ray procedures were excluded and why * identify which different Shoulder X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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X-ray Chest

Introduction In this section we will: * identify which Chest X-ray procedures were excluded and why * identify which different Chest X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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X-ray Foot

Introduction In this section we will: * identify which Foot X-ray procedures were excluded and why * identify which different Foot X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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X-ray Spine

Introduction In this section we will: * identify which Spine X-ray procedures were excluded and why * identify which different Spine X-ray subgroups were created and why If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov) Load Libraries Load Libraries library(data.table) library(tidyverse) ## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame' ## when loading 'dplyr' library(stringi) library(ggridges) library(broom) library(disk.frame) library(RecordLinkage) library(googlesheets4) library(bigrquery) library(DBI) devtools::install_github("utah-osa/hcctools2", upgrade="never" ) library(hcctools2) Establish color palettes

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Utah OSA - Health Cost Compare

Documentation for Office of the State Auditor’s methodology in contstructing the Health Care Compare Tool

Performance Audit Team

SLC, Utah