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mimic-eicu-mapping
by hannesill
Give your AI agents clinical intelligence & access to MIMIC-IV, eICU, and more. This project provides them with MCP, Code Execution, and clinical agent skills.
⭐ 7🍴 3📅 Jan 21, 2026
SKILL.md
name: mimic-eicu-mapping description: Map equivalent concepts between MIMIC-IV and eICU databases. Use for multi-database studies, external validation, or understanding structural differences between databases. license: Apache-2.0 metadata: author: m4-clinical-extraction version: "1.0" database: both category: data-quality source: https://github.com/MIT-LCP/mimic-code, https://github.com/MIT-LCP/eicu-code validated: true
MIMIC-IV to eICU Mapping
This skill maps equivalent tables, columns, and concepts between MIMIC-IV and eICU databases to enable cross-database research and external validation.
When to Use This Skill
- External validation of MIMIC-IV models on eICU
- Multi-center studies combining both databases
- Understanding structural differences
- Translating queries between databases
Database Overview
| Characteristic | MIMIC-IV | eICU |
|---|---|---|
| Institution | Beth Israel Deaconess (single center) | 208 hospitals (multi-center) |
| Patients | ~300,000 admissions | ~200,000 patients |
| Time Period | 2008-2019 | 2014-2015 |
| ICU Types | All ICU types | All ICU types |
| Geography | Boston, MA | United States (nationwide) |
Identifier Mapping
| Concept | MIMIC-IV | eICU |
|---|---|---|
| Patient ID | subject_id | uniquepid |
| Hospital Admission | hadm_id | patienthealthsystemstayid |
| ICU Stay | stay_id | patientunitstayid |
| Hospital ID | N/A (single center) | hospitalid |
| Unit Visit | icustay_seq | unitvisitnumber |
Core Table Mapping
Patient Demographics
| MIMIC-IV | eICU | Notes |
|---|---|---|
| mimiciv_hosp.patients | patient | Base demographics |
| mimiciv_hosp.admissions | patient | Admission info combined |
| mimiciv_icu.icustays | patient | ICU stay info in patient table |
| mimiciv_derived.icustay_detail | icustay_detail (concept) | Derived convenience table |
Vital Signs
| MIMIC-IV | eICU | Notes |
|---|---|---|
| mimiciv_derived.vitalsign | vitalperiodic, vitalaperiodic | eICU splits periodic/aperiodic |
| mimiciv_icu.chartevents | nursecharting | Raw charted values |
Laboratory Values
| MIMIC-IV | eICU | Notes |
|---|---|---|
| mimiciv_hosp.labevents | lab | Different labname conventions |
| mimiciv_derived.chemistry | pivoted_lab (concept) | Derived/pivoted |
| mimiciv_derived.complete_blood_count | pivoted_lab (concept) |
Medications
| MIMIC-IV | eICU | Notes |
|---|---|---|
| mimiciv_hosp.prescriptions | medication | Hospital medications |
| mimiciv_icu.inputevents | infusiondrug | IV infusions |
| mimiciv_derived.antibiotic | - | Concept needs creation for eICU |
Diagnoses
| MIMIC-IV | eICU | Notes |
|---|---|---|
| mimiciv_hosp.diagnoses_icd | diagnosis | eICU uses text descriptions |
| - | admissiondx | eICU has admission diagnosis |
| - | apacheapsvar | APACHE diagnosis categories |
Concept Availability
Available in Both (May Require Recalculation)
| Concept | MIMIC-IV | eICU |
|---|---|---|
| SOFA | mimiciv_derived.sofa | Requires custom calculation |
| APACHE IV | Not pre-computed | apachepatientresult |
| OASIS | mimiciv_derived.oasis | pivoted_oasis (concept) |
| GCS | mimiciv_derived.gcs | pivoted_score (concept) |
| Urine Output | mimiciv_derived.urine_output | pivoted_uo (concept) |
MIMIC-IV Only
- Waveform data (vital sign waveforms)
- Radiology reports
- Detailed microbiology (organism/sensitivity)
- ED data
eICU Only
- APACHE IV scores (pre-computed)
- Multi-center hospital data
- Respiratory care plan documentation
- Nurse care plan
Key Structural Differences
1. Time Representation
MIMIC-IV: Absolute timestamps (DATETIME)
eICU: Offset in minutes from unit admission (INTEGER)
-- MIMIC-IV
WHERE charttime BETWEEN ie.intime AND ie.outtime
-- eICU (convert offset to time)
WHERE chartoffset >= 0 AND chartoffset <= unitdischargeoffset
2. Hospital Structure
MIMIC-IV: Single hospital, no hospital identifier
eICU: hospitalid links to hospital table with region, bed count
3. Diagnosis Coding
MIMIC-IV: ICD-9 and ICD-10 codes
eICU: Free-text diagnosis strings + APACHE categories
4. Lab Value Names
MIMIC-IV: itemid (numeric codes) with d_labitems lookup
eICU: labname (text strings), less standardized
Example: Equivalent Queries
First ICU Stay Selection
MIMIC-IV:
SELECT *
FROM mimiciv_derived.icustay_detail
WHERE first_icu_stay = TRUE;
eICU:
SELECT *
FROM patient
WHERE unitvisitnumber = 1;
Mortality Outcome
MIMIC-IV:
SELECT stay_id, hospital_expire_flag
FROM mimiciv_hosp.admissions a
INNER JOIN mimiciv_icu.icustays ie ON a.hadm_id = ie.hadm_id;
eICU:
SELECT patientunitstayid,
CASE WHEN hospitaldischargestatus = 'Expired' THEN 1 ELSE 0 END AS hosp_mort
FROM patient;
Age
MIMIC-IV:
SELECT stay_id, admission_age
FROM mimiciv_derived.icustay_detail;
-- Note: Ages > 89 are shifted
eICU:
SELECT patientunitstayid,
CASE WHEN age = '> 89' THEN 90 ELSE CAST(age AS INT) END AS age
FROM patient;
-- Note: age is stored as string, "> 89" for elderly
Validation Considerations
- Population Differences: eICU is multi-center with different case-mix
- Time Period: Different years may have different practices
- Documentation Patterns: Single vs multi-center charting variability
- Missing Data: Different missingness patterns
- Outcome Definitions: Verify mortality/LOS definitions match
References
- Johnson AEW et al. "MIMIC-IV, a freely accessible electronic health record dataset." Scientific Data. 2023.
- Pollard TJ et al. "The eICU Collaborative Research Database." Scientific Data. 2018.
Score
Total Score
75/100
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