Hannes Ill
Community@hannesill
Clinical AI Research @ MIT | AI & Robotics Student @ TUM
Agent Skills by Hannes Ill
Showing 24 vetted skills indexed across 1 GitHub repositories.
hannesillm4-api
Access clinical datasets from Python and execute SQL queries to return DataFrames.
hannesillmimic-table-relationships
Clarify MIMIC-IV identifier hierarchies and join patterns for hospital and ICU tables.
hannesillcreate-m4-skill
Document the process of creating new M4 skills with structured frontmatter and provenance.
hannesillmimic-eicu-mapping
Map equivalent clinical concepts between MIMIC-IV and eICU databases.
hannesillm4-research
Guide clinical researchers through structured interviews to generate formal research protocols.
hannesillfirst-icu-stay
Identify first ICU stays and hospital admissions using MIMIC-IV derived fields.
hannesillbaseline-creatinine
Compute baseline creatinine for AKI assessment using hierarchical rules and SQL.
hannesillsepsis-3-cohort
Identify Sepsis-3 patients using SOFA >= 2 and suspected infection criteria in ICU datasets.
hannesillvasopressor-equivalents
Compute norepinephrine-equivalent dose from concurrent vasopressors with time-interval aggregation.
hannesilllods-score
Calculate the Logistic Organ Dysfunction Score from first ICU day patient data.
hannesillgcs-calculation
Calculate Glasgow Coma Scale scores from ICU chart data with intubation handling.
hannesillapsiii-score
Compute APS III scores from first-day ICU data to predict hospital mortality.
hannesillsapsii-score
Compute SAPS-II scores and mortality probability from ICU patient data.
hannesillcomorbidity-score
Compute CCI and Elixhauser scores from ICD-9/10 hospital admission data.
hannesillkdigo-aki-staging
Calculate KDIGO AKI stages from creatinine and urine output time-series data.
hannesillclinical-research-pitfalls
Identify and mitigate methodological pitfalls in ICU EHR-based research.
hannesillhfrs
Calculate Hospital Frailty Risk Score from ICD codes with two-year admission history.
hannesillclinical-research-analysis-framework
Guide statistical and ML analysis planning for clinical datasets.
hannesillsirs-criteria
Calculate SIRS scores from first-day ICU data for adult datasets.
hannesillsofa-score
Calculate hourly SOFA scores from ICU data across six organ systems.
hannesillequiflow
Generate CONSORT-style equity bias diagrams with standardized mean differences from clinical cohorts.
hannesillsuspicion-of-infection
Detect suspected infection events by linking antibiotic administrations to culture timing.
hannesilloasis-score
Compute OASIS severity scores and mortality probabilities from first-day ICU vitals.
hannesillapache-iv-score
Compute APACHE IV scores from first 24-hour physiology, age, and chronic health data.