Outcomes & Alternate Outcomes (Time-Varying)

Outcomes

Overview

• Training set: train_outcome_timeseries_8hr.csv
  • 362 179 rows
• Validation set: valid_outcome_timeseries_8hr.csv
  • 52 181 rows
• Testing set: test_outcome_timeseries_8hr.csv
  • 20 538 rows

Links on: ENCOUNTER_NUM

Schema

Column Name	Description
ENCOUNTER_NUM	Identifier used for each encounter
window	8-hour window since time of admission
OUTCOME_ALL	1 if the outcome is anything other than a patient discharge (outcome_no_ccc is 1, 2, 3, or 4); 0 if the patient is discharged (outcome_no_ccc is 5)
outcome_no_ccc	1 if ICU Transfer, 2 if Death (excepting comfort care order placed), 3 if Palliative Entry (or Death where comfort care order placed), 4 if Palliative Discharge, 5 if Discharged
outcome_type_24	If an outcome happnes in the next 24 hours, takes the value of outcome_no_ccc; otherwise, 0
outcome_type_48	If an outcome happnes in the next 48 hours, takes the value of outcome_no_ccc; otherwise, 0
outcome_type_72	If an outcome happnes in the next 72 hours, takes the value of outcome_no_ccc; otherwise, 0
outcome_all_24	1 if patient experiences any outcome (OUTCOME_ALL is 1) in the next 24 hours; 0 otherwise
outcome_all_48	1 if patient experiences any outcome (OUTCOME_ALL is 1) in the next 48 hours; 0 otherwise
outcome_all_72	1 if patient experiences any outcome (OUTCOME_ALL is 1) in the next 72 hours; 0 otherwise
outcome_icu_24	1 if patient transfers to the ICU in the next 24 hours; 0 otherwise
outcome_icu_48	1 if patient transfers to the ICU in the next 48 hours; 0 otherwise
outcome_icu_72	1 if patient transfers to the ICU in the next 72 hours; 0 otherwise
outcome_udeath_24	1 if patient has an unexpected death (outcome_no_ccc is 2) in the next 24 hours; 0 otherwise
outcome_udeath_48	1 if patient has an unexpected death (outcome_no_ccc is 2) in the next 48 hours; 0 otherwise
outcome_udeath_72	1 if patient has an unexpected death (outcome_no_ccc is 2) in the next 72 hours; 0 otherwise
outcome_pal_24	1 if patient transfers to palliative care or has an expected death (outcome_no_ccc is 3 or 4) in the next 24 hours; 0 otherwise
outcome_pal_48	1 if patient transfers to palliative care or has an expected death (outcome_no_ccc is 3 or 4) in the next 48 hours; 0 otherwise
outcome_pal_72	1 if patient transfers to palliative care or has an expected death (outcome_no_ccc is 3 or 4) in the next 72 hours; 0 otherwise

Alternate Outcomes

Overview

• Training set: train_alternate_outcome_timeseries_8hr.csv
  • 362 179 rows
• Validation set: valid_alternate_outcome_timeseries_8hr.csv
  • 52 181 rows
• Testing set: test_alternate_outcome_timeseries_8hr.csv
  • 20 538 rows

Links on: ENCOUNTER_NUM

Schema

Column Name	Description
ENCOUNTER_NUM	Identifier used for each encounter
window	8-hour window since time of admission
sepsis_24	1 if patient experiences sepsis in the next 24 hours; 0 otherwise
sepsis_48	1 if patient experiences sepsis in the next 48 hours; 0 otherwise
sepsis_72	1 if patient experiences sepsis in the next 72 hours; 0 otherwise
resp_24	1 if patient experiences respiratory failure in the next 24 hours; 0 otherwise
resp_48	1 if patient experiences respiratory failure in the next 48 hours; 0 otherwise
resp_72	1 if patient experiences respiratory failure in the next 72 hours; 0 otherwise