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Summary Of Checks

Run checks

library(DrugExposureDiagnostics)
library(dplyr)

# acetaminophen concept id is 1125315
acetaminophen <- 1125315
cdm <- getEunomiaCdm(ingredientId = acetaminophen)
acetaminophen_checks <- executeChecks(cdm = cdm, 
                                      ingredients = acetaminophen, 
                                      checks = c("missing", "exposureDuration", "type", "route", "sourceConcept", "daysSupply", "verbatimEndDate", 
                                                 "dose", "sig", "quantity", "histogram", "diagnosticsSummary"))

Diagnostics summary

acetaminophen_checks$diagnosticsSummary %>% 
  glimpse()
#> Rows: 1
#> Columns: 13
#> Rowwise: 
#> $ ingredient                                                <chr> "Acetaminoph…
#> $ ingredient_concept_id                                     <dbl> 1125315
#> $ n_records                                                 <int> 2470
#> $ n_patients                                                <int> 1740
#> $ proportion_of_records_by_drug_type                        <chr> "NA (59, 100…
#> $ proportion_of_records_by_route_type                       <chr> "No matching…
#> $ proportion_of_records_with_dose_form                      <glue> "0 (0%)"
#> $ proportion_of_records_missing_denominator_unit_concept_id <glue> "0 (0%)"
#> $ median_amount_value_q05_q95                               <glue> "1 (1-1) [0,…
#> $ median_quantity_q05_q95                                   <glue> "0 (0-0) [59…
#> $ median_drug_exposure_days_q05_q95                         <glue> "1 (1-1) [59…
#> $ proportion_of_records_with_negative_drug_exposure_days    <glue> "0 (0%)"
#> $ result_obscured                                           <lgl> FALSE
Column Description
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
n_records Number of records in the database for the ingredient or any of its descendants. Note, this count is generated before any sampling used for other checks.
proportion_of_records_with_dose_form Proportion of drug records with an associated dose form.
proportion_of_records_by_route_type Proportion of drug records by associated route type.
proportion_of_records_by_drug_type Proportion of drug records by drug types (drug types indicate whether the drug was a prescription record, a dispensation record, patient-reported, or so on).
proportion_of_records_with_negative_drug_exposure_days Proportion of drug records where drug exposure end date is before drug exposure start date.
median_drug_exposure_days_q05_q95 Median drug exposure days based on drug exposure end date minus drug exposure start date plus one day.
proportion_of_records_missing_days_supply_or_dates Proportion of drug records missing any of drug exposure start date, drug exposure end date, or days supply.
median_quantity_q05_q95 Median quantity recorded for quantity, along with 5th and 95th quantiles.
proportion_of_records_missing_denominator_unit_concept_id Proportion of drug records missing a denominator unit concept id
median_amount_value_q05_q95 The median amount value reported, along with 5th and 95th quantiles.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Concept summary

acetaminophen_checks$conceptSummary %>% 
  glimpse()
#> Rows: 2
#> Columns: 26
#> Rowwise: 
#> $ drug_concept_id             <int> 1127078, 40162522
#> $ drug                        <chr> "Acetaminophen 160 MG Oral Tablet", "Aceta…
#> $ ingredient_concept_id       <dbl> 1125315, 1125315
#> $ ingredient                  <chr> "Acetaminophen", "Acetaminophen"
#> $ n_records                   <int> 2158, 312
#> $ n_patients                  <int> 1428, 312
#> $ domain_id                   <chr> "Drug", "Drug"
#> $ vocabulary_id               <chr> "RxNorm", "RxNorm"
#> $ concept_class_id            <chr> "Clinical Drug", "Clinical Drug"
#> $ standard_concept            <chr> "S", "S"
#> $ concept_code                <chr> "282464", "857005"
#> $ valid_start_date            <date> 1970-01-01, 2009-08-02
#> $ valid_end_date              <date> 2099-12-31, 2099-12-31
#> $ invalid_reason              <chr> NA, NA
#> $ amount_value                <dbl> 1, 1
#> $ amount_unit_concept_id      <dbl> 1, 1
#> $ numerator_value             <dbl> 1, 1
#> $ numerator_unit_concept_id   <dbl> 1, 1
#> $ numerator_unit              <chr> NA, NA
#> $ denominator_value           <dbl> 1, 1
#> $ denominator_unit_concept_id <dbl> 1, 1
#> $ denominator_unit            <chr> NA, NA
#> $ box_size                    <int> NA, NA
#> $ amount_unit                 <chr> NA, NA
#> $ dose_form                   <chr> NA, NA
#> $ result_obscured             <lgl> FALSE, FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
n_records Number of records for drug concept.
domain_id From the CONCEPT table. A foreign key to the domain table the drug concept belongs to.
vocabulary_id From the CONCEPT table. A foreign key to the vocabulary table indicating from which source the drug concept has been adapted.
concept_class_id From the CONCEPT table. The concept class of the drug concept (e.g.‘Ingredient’ or ‘Clinical Drug’).
standard_concept From the CONCEPT table. A flag indicating whether the drug concept is standard (‘S’), a classification (‘C’), or a non-standard Source (NULL).
concept_code From the CONCEPT table. The concept code represents the identifier of the Concept in the source vocabulary.
valid_start_date From the CONCEPT table. The date when the drug concept was first recorded
valid_end_date From the CONCEPT table. The date when the drug concept became invalid because it was deleted or superseded (updated) by a new concept.
invalid_reason From the CONCEPT table. Reason the Concept was invalidated. Possible values are D (deleted), U (replaced with an update) or NULL when valid_end_date has the default value.
amount_value From DRUG_STRENGTH table. The numeric value or the amount of active ingredient contained within the drug product.
amount_unit_concept_id From DRUG_STRENGTH table. The Concept representing the Unit of measure for the amount of active ingredient contained within the drug product.
numerator_value From DRUG_STRENGTH table. The concentration of the active ingredient contained within the drug product.
numerator_unit_concept_id From DRUG_STRENGTH table. The Concept representing the Unit of measure for the concentration of active ingredient.
numerator_unit From the CONCEPT table. The concept name associated with the numerator_unit_concept_id.
denominator_value From DRUG_STRENGTH table. The amount of total liquid (or other divisible product, such as ointment, gel, spray, etc.).
denominator_unit_concept_id From DRUG_STRENGTH table. The Concept representing the denominator unit for the concentration of active ingredient.
denominator_unit From the CONCEPT table. The concept name associated with the denominator_unit_concept_id
box_size The number of units of Clinical Branded Drug or Quantified Clinical or Branded Drug contained in a box as dispensed to the patient.
amount_unit From DRUG_STRENGTH table.
dose_form From CONCEPT_RELATIONSHIP table. The RxNorm dose form associated with the drug concept.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Missing values

acetaminophen_checks$missingValuesByConcept %>% 
  glimpse()
#> Rows: 18
#> Columns: 11
#> Rowwise: drug_concept_id, drug, ingredient_concept_id, ingredient
#> $ drug_concept_id                  <int> 40162522, 40162522, 40162522, 4016252…
#> $ drug                             <chr> "Acetaminophen 325 MG / Hydrocodone B…
#> $ ingredient_concept_id            <dbl> 1125315, 1125315, 1125315, 1125315, 1…
#> $ ingredient                       <chr> "Acetaminophen", "Acetaminophen", "Ac…
#> $ variable                         <chr> "n_missing_drug_exposure_start_date",…
#> $ n_records                        <int> 59, 59, 59, 59, 59, 59, 59, 59, 59, 5…
#> $ n_sample                         <dbl> 10000, 10000, 10000, 10000, 10000, 10…
#> $ n_records_not_missing_value      <dbl> 59, 59, 0, 59, 0, 59, 59, 59, 0, 59, …
#> $ n_records_missing_value          <dbl> 0, 0, 59, 0, 59, 0, 0, 0, 59, 0, 0, 0…
#> $ proportion_records_missing_value <dbl> 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0…
#> $ result_obscured                  <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FA…
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
variable Field in the drug exposure table.
n_records Number of records for drug concept.
n_records_not_missing_value Number of records for drug concept not missing variable.
n_records_missing_value Number of records for drug concept missing variable.
proportion_records_missing_value Proportion of records missing variable.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug exposure duration

acetaminophen_checks$drugExposureDurationByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 19
#> Rowwise: drug_concept_id, drug, ingredient_concept_id
#> $ drug_concept_id            <int> 40162522
#> $ drug                       <chr> "Acetaminophen 325 MG / Hydrocodone Bitartr…
#> $ ingredient_concept_id      <dbl> 1125315
#> $ ingredient                 <chr> "Acetaminophen"
#> $ n_records                  <int> 59
#> $ n_sample                   <dbl> 10000
#> $ n_non_negative_days        <int> 59
#> $ n_negative_days            <int> 0
#> $ proportion_negative_days   <dbl> 0
#> $ minimum_drug_exposure_days <dbl> 1
#> $ q05_drug_exposure_days     <dbl> 1
#> $ q10_drug_exposure_days     <dbl> 1
#> $ q25_drug_exposure_days     <dbl> 1
#> $ median_drug_exposure_days  <dbl> 1
#> $ q75_drug_exposure_days     <dbl> 1
#> $ q90_drug_exposure_days     <dbl> 1
#> $ q95_drug_exposure_days     <dbl> 1
#> $ maximum_drug_exposure_days <dbl> 1
#> $ result_obscured            <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
n_records Number of records for drug concept.
n_non_negative_days Number of drug records with a duration of one day or more.
n_negative_days Number of drug records with a negative duration (ie drug exposure start date after drug exposure end date).
proportion_negative_days Proportion of drug records with a negative duration
minimum_drug_exposure_days Minimum drug exposure duration
q05_drug_exposure_days 5th quantile of drug exposure duration
q10_drug_exposure_days 10th quantile of drug exposure duration
q25_drug_exposure_days 25th quantile of drug exposure duration
median_drug_exposure_days Median drug exposure duration
q75_drug_exposure_days 75th quantile of drug exposure duration
q90_drug_exposure_days 90th quantile of drug exposure duration
q95_drug_exposure_days 95th quantile of drug exposure duration
maximum_drug_exposure_days Maximum drug exposure duration
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug days supply

acetaminophen_checks$drugDaysSupplyByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 24
#> Rowwise: drug_concept_id, drug, ingredient_concept_id
#> $ drug_concept_id                                 <int> 40162522
#> $ drug                                            <chr> "Acetaminophen 325 MG …
#> $ ingredient_concept_id                           <dbl> 1125315
#> $ ingredient                                      <chr> "Acetaminophen"
#> $ n_records                                       <int> 59
#> $ n_sample                                        <dbl> 10000
#> $ n_different_days_supply_and_drug_dates          <dbl> 0
#> $ n_days_supply_match_drug_dates                  <int> 59
#> $ n_missing_days_supply                           <int> 0
#> $ proportion_different_days_supply_and_drug_dates <dbl> 0
#> $ proportion_days_supply_match_drug_dates         <dbl> 1
#> $ proportion_missing_days_supply                  <dbl> 0
#> $ minimum_drug_exposure_days_supply               <int> 0
#> $ maximum_drug_exposure_days_supply               <int> 0
#> $ n_records_with_days_supply                      <int> 59
#> $ n_people                                        <int> 59
#> $ q05_drug_exposure_days_supply                   <dbl> 0
#> $ q10_drug_exposure_days_supply                   <dbl> 0
#> $ q25_drug_exposure_days_supply                   <dbl> 0
#> $ median_drug_exposure_days_supply                <int> 0
#> $ q75_drug_exposure_days_supply                   <dbl> 0
#> $ q90_drug_exposure_days_supply                   <dbl> 0
#> $ q95_drug_exposure_days_supply                   <dbl> 0
#> $ result_obscured                                 <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
n_records Number of records for drug concept.
n_different_days_supply_and_drug_dates Number of records where days supply differs to drug exposure end minus start plus one day.
n_days_supply_match_drug_dates Number of records where days supply matches drug exposure end minus start plus one day.
n_missing_days_supply_or_drug_dates Number of records missing any of drug exposure start date, drug exposure end date, or days supply.
proportion_different_days_supply_and_drug_dates Proportion of drug records where days supply differs to drug exposure end minus start plus one day.
proportion_days_supply_match_drug_dates Proportion of drug records where days supply matches to drug exposure end minus start plus one day.
proportion_missing_days_supply_or_dates Proportion of drug records missing any of drug exposure start date, drug exposure end date, or days supply.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug types

acetaminophen_checks$drugTypesByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 8
#> Rowwise: drug_concept_id, drug, ingredient_concept_id, ingredient
#> $ drug_concept_id       <int> 40162522
#> $ drug                  <chr> "Acetaminophen 325 MG / Hydrocodone Bitartrate 7…
#> $ ingredient_concept_id <dbl> 1125315
#> $ ingredient            <chr> "Acetaminophen"
#> $ drug_type_concept_id  <int> 38000177
#> $ drug_type             <chr> NA
#> $ n_records             <int> 59
#> $ result_obscured       <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
n_records Number of records for drug concept.
drug_type_concept_id Concept ID of drug type
drug_type Concept name for drug type
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug routes

acetaminophen_checks$drugRoutesByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 8
#> Rowwise: drug_concept_id, drug, ingredient_concept_id, ingredient
#> $ drug_concept_id       <int> 40162522
#> $ drug                  <chr> "Acetaminophen 325 MG / Hydrocodone Bitartrate 7…
#> $ ingredient_concept_id <dbl> 1125315
#> $ ingredient            <chr> "Acetaminophen"
#> $ route_concept_id      <int> 0
#> $ route_type            <chr> "No matching concept"
#> $ n_records             <int> 59
#> $ result_obscured       <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
n_records Number of records for drug concept.
route_concept_id Concept ID of route.
route_type Concept name for route.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug source concepts

acetaminophen_checks$drugSourceConceptsByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 8
#> Rowwise: drug_concept_id, drug, ingredient_concept_id, ingredient
#> $ drug_concept_id        <int> 40162522
#> $ drug                   <chr> "Acetaminophen 325 MG / Hydrocodone Bitartrate …
#> $ ingredient_concept_id  <dbl> 1125315
#> $ ingredient             <chr> "Acetaminophen"
#> $ drug_source_concept_id <int> 40162522
#> $ drug_source            <chr> "Acetaminophen 325 MG / Hydrocodone Bitartrate …
#> $ n_records              <int> 59
#> $ result_obscured        <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
n_records Number of records for drug concept.
drug_source_concept_id Concept ID of source concept
drug_source_type Concept name for source concept
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug verbatim end date

acetaminophen_checks$drugVerbatimEndDateByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 13
#> Rowwise: drug_concept_id, drug, ingredient_concept_id
#> $ drug_concept_id                                       <int> 40162522
#> $ drug                                                  <chr> "Acetaminophen 3…
#> $ ingredient_concept_id                                 <dbl> 1125315
#> $ ingredient                                            <chr> "Acetaminophen"
#> $ minimum_verbatim_end_date                             <dbl> NA
#> $ maximum_verbatim_end_date                             <dbl> NA
#> $ n_records                                             <int> 59
#> $ n_sample                                              <dbl> 10000
#> $ n_missing_verbatim_end_date                           <dbl> 59
#> $ n_not_missing_verbatim_end_date                       <dbl> 0
#> $ n_verbatim_end_date_equal_to_drug_exposure_end_date   <dbl> 0
#> $ n_verbatim_end_date_and_drug_exposure_end_date_differ <dbl> 0
#> $ result_obscured                                       <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
n_records Number of records for drug concept.
minimum_verbatim_end_date Minimum verbatim end date.
maximum_verbatim_end_date Maximum verbatim end date.
n_missing_verbatim_end_date Number of records missing verbatim end date.
n_not_missing_verbatim_end_date Number of records not missing verbatim end date.
n_verbatim_end_date_equal_to_drug_exposure_end_date Number of records where verbatim end date is the same as drug exposure end date.
n_verbatim_end_date_and_drug_exposure_end_date_differ Number of records where verbatim end date and drug exposure end date differ.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug dose

acetaminophen_checks$drugDoseByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 37
#> Rowwise: drug_concept_id, drug, ingredient_concept_id
#> $ drug_concept_id                                           <int> 40162522
#> $ drug                                                      <chr> "Acetaminoph…
#> $ ingredient_concept_id                                     <dbl> 1125315
#> $ ingredient                                                <chr> "Acetaminoph…
#> $ n_records                                                 <int> 59
#> $ n_sample                                                  <dbl> 10000
#> $ missing_days_supply_or_dates                              <int> 59
#> $ proportion_of_records_missing_days_supply_or_dates        <dbl> 1
#> $ missing_or_null_quantity                                  <int> 59
#> $ proportion_missing_or_null_quantity                       <dbl> 1
#> $ missing_denominator_unit_concept_id                       <int> 0
#> $ proportion_of_records_missing_denominator_unit_concept_id <dbl> 0
#> $ missing_or_null_amount_value                              <int> 0
#> $ proportion_of_records_missing_or_null_amount_value        <dbl> 0
#> $ q05_quantity                                              <dbl> 0
#> $ q10_quantity                                              <dbl> 0
#> $ q15_quantity                                              <dbl> 0
#> $ q20_quantity                                              <dbl> 0
#> $ q25_quantity                                              <dbl> 0
#> $ median_quantity                                           <dbl> 0
#> $ q75_quantity                                              <dbl> 0
#> $ q80_quantity                                              <dbl> 0
#> $ q85_quantity                                              <dbl> 0
#> $ q90_quantity                                              <dbl> 0
#> $ q95_quantity                                              <dbl> 0
#> $ q05_amount_value                                          <dbl> 1
#> $ q10_amount_value                                          <dbl> 1
#> $ q15_amount_value                                          <dbl> 1
#> $ q20_amount_value                                          <dbl> 1
#> $ q25_amount_value                                          <dbl> 1
#> $ median_amount_value                                       <dbl> 1
#> $ q75_amount_value                                          <dbl> 1
#> $ q80_amount_value                                          <dbl> 1
#> $ q85_amount_value                                          <dbl> 1
#> $ q90_amount_value                                          <dbl> 1
#> $ q95_amount_value                                          <dbl> 1
#> $ result_obscured                                           <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient_concept_id Concept ID of ingredient.
ingredient Name of drug ingredient for which the checks have been performed.
n_records Number of records for drug concept.
missing_days_supply_or_dates Number of records missing days supply or dates
proportion_of_records_missing_days_supply_or_dates Proportion of records missing either days supply, start drug exposure date, or end drug exposure date
missing_or_null_quantity Number of records with missing or null quantity
proportion_missing_or_null_quantity Proportion of records with missing or null quantity
missing_denominator_unit_concept_id Number of records missing denominator unit concept id
proportion_of_records_missing_denominator_unit_concept_id Proportion of records missing denominator unit concept id
missing_or_null_amount_value Number of records missing or null amount value
proportion_of_records_missing_or_null_amount_value Proportion of records missing or null amount value
q05_quantity 5th quantile for quantity.
q10_quantity 10th quantile for quantity.
q15_quantity 15th quantile for quantity.
q20_quantity 20th quantile for quantity.
q25_quantity 25th quantile for quantity.
median_quantity median for quantity.
q75_quantity 75th quantile for quantity.
q80_quantity 80th quantile for quantity.
q85_quantity 85th quantile for quantity.
q90_quantity 90th quantile for quantity.
q95_quantity 95th quantile for quantity.
q05_amount_value 5th quantile for amount value.
q10_amount_value 10th quantile for amount value.
q15_amount_value 15th quantile for amount value.
q20_amount_value 20th quantile for amount value.
q25_amount_value 25th quantile for amount value.
median_amount_value median for amount value.
q75_amount_value 75th quantile for amount value.
q80_amount_value 80th quantile for amount value.
q85_amount_value 85th quantile for amount value.
q90_amount_value 90th quantile for amount value.
q95_amount_value 95th quantile for amount value.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug sig

acetaminophen_checks$drugSigByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 7
#> Rowwise: drug_concept_id, drug, ingredient_concept_id, ingredient
#> $ drug_concept_id       <int> 40162522
#> $ drug                  <chr> "Acetaminophen 325 MG / Hydrocodone Bitartrate 7…
#> $ ingredient_concept_id <dbl> 1125315
#> $ ingredient            <chr> "Acetaminophen"
#> $ sig                   <chr> NA
#> $ n_records             <int> 59
#> $ result_obscured       <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
n_records Number of records for drug concept.
sig SIG recorded for records
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

Drug quantity

acetaminophen_checks$drugQuantityByConcept %>% 
  glimpse()
#> Rows: 1
#> Columns: 16
#> Rowwise: drug_concept_id, drug, ingredient_concept_id
#> $ drug_concept_id                <int> 40162522
#> $ drug                           <chr> "Acetaminophen 325 MG / Hydrocodone Bit…
#> $ ingredient_concept_id          <dbl> 1125315
#> $ ingredient                     <chr> "Acetaminophen"
#> $ n_records                      <int> 59
#> $ n_sample                       <dbl> 10000
#> $ minimum_drug_exposure_quantity <dbl> 0
#> $ q05_drug_exposure_quantity     <dbl> 0
#> $ q10_drug_exposure_quantity     <dbl> 0
#> $ q25_drug_exposure_quantity     <dbl> 0
#> $ median_drug_exposure_quantity  <dbl> 0
#> $ q75_drug_exposure_quantity     <dbl> 0
#> $ q90_drug_exposure_quantity     <dbl> 0
#> $ q95_drug_exposure_quantity     <dbl> 0
#> $ maximum_drug_exposure_quantity <dbl> 0
#> $ result_obscured                <lgl> FALSE
Column Description
drug_concept_id ID of the drug concept.
drug Name of the drug concept.
ingredient Name of drug ingredient for which the checks have been performed.
ingredient_concept_id Concept ID of ingredient.
minimum_drug_exposure_quantity Minimum drug exposure quantity.
q05_drug_exposure_quantity 5th quantile for drug exposure quantity.
q10_drug_exposure_quantity 10th quantile for drug exposure quantity.
q25_drug_exposure_quantity 25th quantile for drug exposure quantity.
median_drug_exposure_quantity Median drug exposure quantity.
q75_drug_exposure_quantity 75th quantile for drug exposure quantity.
q90_drug_exposure_quantity 90th quantile for drug exposure quantity.
q95_drug_exposure_quantity 95th quantile for drug exposure quantity.
maximum_drug_exposure_quantity Maximum drug exposure quantity.
result_obscured TRUE if count has been suppressed due to being below the minimum cell count, otherwise FALSE.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.