Clinical Orders (Time-Varying)

Raw Data

Overview

• Training set: train_clinical_orders.csv
  • 107 983 rows
• Validation set: valid_clinical_orders.csv
  • 15 394 rows
• Testing set: test_clinical_orders.csv
  • 5 869 rows

Links on: ENCOUNTER_NUM

Schema

Column Name	Description
ENCOUNTER_NUM	Identifier used for each encounter
order_name	Clinical order corresponding to the columns in pre-processed data table.
type	Type of clinical order (given by prefix)
start_time	Start time of order (in hours since admission to GIM ward)
end_time	End time of order (in hours since admission to GIM ward)

Pre-Processed Data

Overview

• Training set: train_clinical_orders_on_off_timeseries_8hr.csv
  • 362 179 rows
• Validation set: valid_clinical_orders_on_off_timeseries_8hr.csv
  • 52 181 rows
• Testing set: test_clinical_orders_on_off_timeseries_8hr.csv
  • 20 538 rows

Links on: ENCOUNTER_NUM

Schema

Column Name	Description
ENCOUNTER_NUM	Identifier used for each encounter
time_window	8-hour window since time of admission
img_porchest1v	Imaging order - Portable Chest
img_ctthrabdplc	Imaging order - CT Thorax Abdomen Pelvis with Contrast
img_radchest2v	Imaging order - XRAY Chest PA and LAT
img_usabdlimited	Imaging order - US Abdomen Limited
img_ctthoraxpe	Imaging order - CT Thorax Rule Out Pulmonary Embolus
img_mriheado	Imaging order - MRI Head
img_radabo2v	Imaging order - XRAY Abdomen AP and LAT
img_ctthoraxnoc	Imaging order - CT Thorax
img_usabdcomplete	Imaging order - US Abdomen Complete
img_ctperfusionstrok	Imaging order - CT Perfusion Stroke
img_ctabdoplcon	Imaging order - CT Abdomen and Pelvis
img_ctheadnocont	Imaging order - CT Head no Contrast
img_usdopvenextb	Imaging order - US Doppler Venous Lower Extremity Bilateral - R/O DVT
img_ctabdonocont	Imaging order - CT Abdomen
img_radpelvisap	Imaging order - XRAY Pelvis AP
img_radabdo1v	Imaging order - XRAY Abdomen
img_ctabdoplwcon	Imaging order - CT Abdomen Pelvis with Contrast
img_usabdpelvis	Imaging order - US Abdomen and Pelvis
img_cardioliteprrs	Imaging order - Cardiolate and Persantine Scan with Rest
img_radlumpsin3v	Imaging order - XRAY Lumbar Spine 3 Views
img_porabdomen1v	Imaging order - Portable Abdomen
img_int0180	Imaging order - Interventional Radiological Procedure Request
img_ctabdopelphas	Imaging order - CT Abdomen Pelvis Triphasic Study
img_mrispineo	Imaging order - MRI Spine
img_usdopportal	Imaging order - US Doppler Portal Vein
img_radchest1v	Imaging order - XRAY Chest
img_mriabdomeno	Imaging order - MRI Abdomen
img_ctheadwithcon	Imaging order - CT Head with Contrast
img_radhipunilt2v	Imaging order - XRAY Hip Unilateral Left AP and LAT
img_usdopabdoart	Imaging order - US Doppler Abdomen Renal Arterial or Venous
img_ctheadangio	Imaging order - CT Head Angio (Circle of Willis)
img_ctthoraxc	Imaging order - CT Thorax with Contrast
img_porabdomen2v	Imaging order - Portable XRAY Abdomen AP and LAT
img_gastricdeglut	Imaging order - XRAY Deglutition Study
img_bonewholebody	Imaging order - Bone Scan Whole Body
img_radkneert2v	Imaging order - XRAY Knee Right AP and LAT
img_ctneckc	Imaging order - CT Neck
img_ctextremity	Imaging order - CT Extremity
img_spllumbarpunct	Imaging order - XRAY Lumbar Puncture
img_usfaceneck	Imaging order - US Face and Neck
img_ctneckcont	Imaging order - CT Neck with Contrast
img_ctheadwwocon	Imaging order - CT Head with and without contrast
img_ctheadcarotids	Imaging order - CT Head and Carotids
img_ctrenalcolic	Imaging order - CT Abdomen Rule Out Renal Colic
img_radkneelt2v	Imaging order - XRAY Knee Left AP and LAT
img_radcervspin3v	Imaging order - XRAY Cervical Spine AP, Lateral and Open Mouth Odontoid View
img_usguidedbiopsy	Imaging order - US Guided Biopsy
img_radhipunirt2v	Imaging order - XRAY Hip Unilateral Right AP and LAT
img_ctpelvisc	Imaging order - CT Pelvis
img_radfootleft3v	Imaging order - XRAY Foot Left 3 Views
img_splercp	Imaging order - XRAY ERCP
img_usabdpelltd	Imaging order - US Abdomen and Pelvis Limited
img_uspeltrvagftri	Imaging order - US Pelvis Transvaginal (First Trimester)
img_radskulorbits	Imaging order - XRAY Skull Orbits
img_ctspinelcont	Imaging order - CT Spine Lumbar without contrast
img_ussofttissueuni	Imaging order - US Soft Tissue Unilateral
img_usextremityl	Imaging order - US Extremity Left (Soft Tissue)
img_radchest3v	Imaging order - XRAY Chest 3 Views
img_usextremityr	Imaging order - US Extremity Right (Soft Tissue)
img_hemodiacathins	Imaging order - Hemodialysis Catheter Insertion
img_ang0090	Imaging order - Angiography Procedure Request
img_nva3	Imaging order - NVA Abscess Drain Abdomen
img_radfootrt3v	Imaging order - XRAY Foot Right 3 Views
img_radshoulderrt2v	Imaging order - XRAY Shoulder Right 3 Views
img_ctheadcspnc	Imaging order - CT Scan CT Head and Cervical Spine
img_survmetastatic	Imaging order - XRAY Metastatic Survey
img_radhipbilat4v	Imaging order - XRAY Hip Bilateral 4 Views
img_cardiolitepr	Imaging order - Cardiolite Persantine
img_lungvq	Imaging order - V/Q Scan
img_radshoulderlt3v	Imaging order - XRAY Shoulder Left 3 Views
img_radanklert3v	Imaging order - XRAY Ankle Right 3 Views
img_radkneelt4v	Imaging order - XRAY Knee Left 4 Views
img_splngtubeins	Imaging order - XRAY NG Tube Insertion
img_usdopliver	Imaging order - US Doppler Liver Disease Screening
img_radkneert4v	Imaging order - XRAY Knee Right 4 Views
img_radtibfibrt2v	Imaging order - XRAY Tib Fib Right 2 Views
img_radanklet3v	Imaging order - XRAY Ankle Left 3 Views
img_radthorspin2v	Imaging order - XRAY Thoracic Spine 2 Views
img_mrabrain	Imaging order - MRA Brain
img_ctenterography	Imaging order - CT Enterography
img_ctspinecervical	Imaging order - CT Spine Cervical without contrast
img_radkneebil4v	Imaging order - XRAY Knee Bilateral 4 Views
img_usdopnvexuni	Imaging order - US Doppler Vein and Extremity Unilateral
img_usdopvnexbi	Imaging order - US Doppler Vein and Extremity Bilateral
img_mriextremityo	Imaging order - MRI Extremity Unilateral
img_mripelviso	Imaging order - MRI Pelvis
img_nva9	Imaging order - NVA Abscess Drain Thorax
img_mracarotids	Imaging order - MRA Carotids
img_ctthld	Imaging order - CT Thorax Low Dose
img_ctaaa	Imaging order - CT Abdominal Aneurysm
img_intpcin	Imaging order - PICC Insertion Double Lumen
img_intpcsl	Imaging order - PICC Insertion Single Lumen
img_usabdltdpelvltd	Imaging order - US Abdomen Limited and Pelvis Limited
img_mri0733	Imaging order - MRI Stroke clinic Time of Flight Circle of Willis
img_mri0759	Imaging order - MRI Lumbar Spine
img_mri0701	Imaging order - MRI Fast Brain Gadolinium
img_mri0700	Imaging order - MRI Fast Brain
img_mri0824	Imaging order - MRI Osteomyelitis Unilateral
img_mri0832	Imaging order - MRI Liver MRCP
diet_tube_feed	Diet order - Tube Feed
diet_regular_other	Diet order - Regular Other
diet_oral	Diet order - Oral
diet_renal	Diet order - Renal
diet_diabetic	Diet order - Diabetic
diet_cardiac	Diet order - Cardiac
diet_npo	Diet order - NPO
diet_regular	Diet order - Regular
diet_clear_fluids	Diet order - Clear Fluids
diet_nutrition_supplement	Diet order - Nutrition Supplement
telemetry	Telemtry Order
consult_physio	Consult order
consult_general	Consult order
consult_stroke	Consult order
consult_social	Consult order
consult_speech	Consult order
consult_dietitian	Consult order
consult_chaplain	Consult order
consult_physiotherapist	Consult order
consult_acute	Consult order
consult_gastroenterology	Consult order
consult_respiratory	Consult order
consult_occupational	Consult order
consult_psychiatry	Consult order
consult_wound	Consult order
consult_physiotherapy	Consult order
consult_geriatric	Consult order
consult_pharmacist	Consult order
consult_chiropodist	Consult order
consult_addiction	Consult order
consult_research	Consult order
cardio_ecg	Cardiovascular diagnostics
cardio_vascularlab	Cardiovascular diagnostics
cardio_echo	Cardiovascular diagnostics
cardio_holter	Cardiovascular diagnostics
cardio_peripheralvascular	Cardiovascular diagnostics
resp_oxygen	Respiratory order
resp_pulmonaryfunctiontest	Respiratory order
resp_bipapcpap	Respiratory order
resp_respiratoryintervention	Respiratory order
resp_chesttube	Respiratory order
resp_ventilator	Respiratory order
act_sitter	Activity & limitations
act_constantcare	Activity & limitations
act_opcophysrestr	Activity & limitations
act_restrictions	Activity & limitations
code_gmc	General Medical Care
code_ccc	Code status - No CPR: Comprehensive Comfort Care
code_full	Code status - Full Code
code_als	Code status - No CPR: Advanced Life Support
opcociwacare	Protocol order
opcohephiaptt	Protocol order
opcoivinslow	Protocol order
opcoivinshi	Protocol order
opcochfdiuret	Protocol order
trans_infusefrozenplasma	Transfusion
trans_transfusepackedredbloodcells	Transfusion
trans_transfuseplatelets	Transfusion
trans_infusealbumin25	Transfusion
transf_transfusionother	Transfusion
trans_infuesivimmuneglobulin	Transfusion
trans_prothrombincomplexconcentratepcc	Transfusion
wound_dressingswoundcare	Dressings & wound/skin care
wound_skincare	Dressings & wound/skin care
neuro_eeg	Neurophysiology
neuro_emg	Neurophysiology