hannesill/m4

Give your AI agents clinical database access, research automation, and clinician-reviewed domain knowledge for MIMIC-IV, eICU, and more.

43Stars on the repository
57Mods indexed here, across every type
1mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

mimic-sapsii-24h

25

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

mimic-sepsis3-raw

26

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

sepsis-3-cohort

27

hannesill/m4

Skill Claude CodeCodex

Identify Sepsis-3 patients using the consensus definition (SOFA >= 2 + suspected infection). Use for sepsis cohort studies, outcome research, or quality metrics.

not rated 43 1mo ago A 41 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

Identify suspected infection events using antibiotic administration plus culture timing. Use as a component of Sepsis-3 definition or for infection research.

not rated 43 1mo ago A 33 tokens original MIT

mimic-sirs-24h-raw

29

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

sirs-criteria

30

hannesill/m4

Skill Claude CodeCodex

Calculate SIRS (Systemic Inflammatory Response Syndrome) criteria for ICU patients. Use for historical sepsis definitions, inflammatory response assessment, or research comparing SIRS vs Sepsis-3.

not rated 43 1mo ago A 43 tokens original MIT

mimic-sofa-24h-raw

31

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

mimic-sofa-24h

32

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

Classify ventilation status into InvasiveVent, NonInvasiveVent, HFNC, SupplementalOxygen, Tracheostomy, or None from charting data. Use for ventilation duration analysis, respiratory support characterization, or as a component of severity scores (SOFA respiratory, OASIS).

not rated 43 1mo ago A 64 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

urine-output-rate

37

hannesill/m4

Skill Claude CodeCodex

Calculate rolling urine output rates (mL/kg/hr) over 6/12/24-hour windows for ICU patients. Use for KDIGO AKI staging (urine output criterion) or SOFA renal component.

not rated 43 1mo ago A 48 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

Calculate norepinephrine-equivalent dose for vasopressor comparison. Use for hemodynamic support quantification, shock severity assessment, or vasopressor weaning studies.

not rated 43 1mo ago A 41 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

mimic-ventilation

43

hannesill/m4

Skill Claude CodeCodex

The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain.

not rated 43 1mo ago A 0 tokens copy · 100% MIT

apache-iv-score

44

hannesill/m4

Skill Claude CodeCodex

Calculate APACHE IV (Acute Physiology and Chronic Health Evaluation IV) score for ICU mortality prediction. Use for severity assessment, hospital mortality prediction, ICU benchmarking, or case-mix adjustment. eICU has pre-computed scores; MIMIC-IV requires custom implementation with diagnosis mapping challenges.

not rated 43 1mo ago A SkillSpector: warn 65 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

Guided workflow for statistical and ML analysis of clinical data. Use when planning or executing research analyses on MIMIC, eICU, or similar EHR data. Ensures methodological rigor through structured consultation, assumption checking, and stepwise execution with audit trails.

not rated 43 1mo ago A SkillSpector: pass 59 tokens original MIT

hannesill/m4

Skill Claude CodeCodex

Avoid common methodological mistakes in clinical research with EHR databases. Covers immortal time bias, information leakage, selection bias, and other critical pitfalls.

not rated 43 1mo ago A SkillSpector: pass 35 tokens original MIT

equiflow

47

hannesill/m4

Skill Claude CodeCodex

Generate equity-focused cohort selection flow diagrams. Tracks demographic, socioeconomic, and outcome variables at each exclusion step and calculates SMD to detect selection bias. Use for cohort construction, CONSORT-style diagrams, or bias detection in clinical ML/research.

not rated 43 1mo ago A SkillSpector: pass 52 tokens original MIT

first-icu-stay

48

hannesill/m4

Skill Claude CodeCodex

Identify first ICU stays and first hospital admissions for cohort selection. Use to exclude readmissions, create independent observations, or build adult patient cohorts.

not rated 43 1mo ago A SkillSpector: pass 34 tokens original MIT

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