hannesill/m4/mimic-urine-output-rate-raw

Claude Code and agent skill by hannesill/m4

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Source check pending

Checking that the SKILL.md file is still in the repository.

Install

npx vskill@latest install hannesill/m4/mimic-urine-output-rate-raw

SKILL.md

The same SKILL.md was published earlier as 28sungmin/m4-add-skills/mimic-urine-output-rate-raw.

Reference SQL (matched-content control)

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.

sql
-- ------------------------------------------------------------------
-- Title: Urine Output Rate
-- Calculates rolling urine output rates (mL/kg/hr) over 6, 12, and
-- 24-hour windows, normalized by patient weight. Used for KDIGO AKI
-- staging and SOFA renal component.
-- ------------------------------------------------------------------
-- Reference:
-- KDIGO Clinical Practice Guideline for Acute Kidney Injury.
-- Kidney Int Suppl. 2012;2(1):1-138.
-- Adapted from mimic-code urine_output_rate.sql
-- Uses self-join for rolling window aggregation.
WITH tm AS (
SELECT
ie.stay_id,
MIN(charttime) AS intime_hr,
MAX(charttime) AS outtime_hr
FROM mimiciv_icu.icustays AS ie
INNER JOIN mimiciv_icu.chartevents AS ce
ON ie.stay_id = ce.stay_id
AND ce.itemid = 220045
AND ce.charttime > ie.intime - INTERVAL '1' MONTH
AND ce.charttime < ie.outtime + INTERVAL '1' MONTH
GROUP BY
ie.stay_id
), uo_tm AS (
SELECT
tm.stay_id,
CASE
WHEN LAG(charttime) OVER w IS NULL
THEN DATE_DIFF('microseconds', intime_hr, charttime)/60000000.0
ELSE DATE_DIFF('microseconds', LAG(charttime) OVER w, charttime)/60000000.0
END AS tm_since_last_uo,
uo.charttime,
uo.urineoutput
FROM tm
INNER JOIN mimiciv_derived.urine_output AS uo
ON tm.stay_id = uo.stay_id
WINDOW w AS (PARTITION BY tm.stay_id ORDER BY charttime NULLS FIRST)
), ur_stg AS (
SELECT
io.stay_id,
io.charttime,
SUM(DISTINCT io.urineoutput) AS uo,
SUM(
CASE
WHEN DATE_DIFF('microseconds', iosum.charttime, io.charttime)/3600000000.0 <= 5
THEN iosum.urineoutput
ELSE NULL
END
) AS urineoutput_6hr,
SUM(
CASE
WHEN DATE_DIFF('microseconds', iosum.charttime, io.charttime)/3600000000.0 <= 5
THEN iosum.tm_since_last_uo
ELSE NULL
END
) / 60.0 AS uo_tm_6hr,
SUM(
CASE
WHEN DATE_DIFF('microseconds', iosum.charttime, io.charttime)/3600000000.0 <= 11
THEN iosum.urineoutput
ELSE NULL
END
) AS urineoutput_12hr,
SUM(
CASE
WHEN DATE_DIFF('microseconds', iosum.charttime, io.charttime)/3600000000.0 <= 11
THEN iosum.tm_since_last_uo
ELSE NULL
END
) / 60.0 AS uo_tm_12hr,
SUM(iosum.urineoutput) AS urineoutput_24hr,
SUM(iosum.tm_since_last_uo) / 60.0 AS uo_tm_24hr
FROM uo_tm AS io
LEFT JOIN uo_tm AS iosum
ON io.stay_id = iosum.stay_id
AND io.charttime >= iosum.charttime
AND io.charttime <= (
iosum.charttime + INTERVAL '23' HOUR
)
GROUP BY
io.stay_id,
io.charttime
)
SELECT
ur.stay_id,
ur.charttime,
wd.weight,
ur.uo,
ur.urineoutput_6hr,
ur.urineoutput_12hr,
ur.urineoutput_24hr,
CASE
WHEN uo_tm_6hr >= 6
THEN ROUND(TRY_CAST((
ur.urineoutput_6hr / wd.weight / uo_tm_6hr
) AS DECIMAL), 4)
END AS uo_mlkghr_6hr,
CASE
WHEN uo_tm_12hr >= 12
THEN ROUND(TRY_CAST((
ur.urineoutput_12hr / wd.weight / uo_tm_12hr
) AS DECIMAL), 4)
END AS uo_mlkghr_12hr,
CASE
WHEN uo_tm_24hr >= 24
THEN ROUND(TRY_CAST((
ur.urineoutput_24hr / wd.weight / uo_tm_24hr
) AS DECIMAL), 4)
END AS uo_mlkghr_24hr,
ROUND(TRY_CAST(uo_tm_6hr AS DECIMAL), 2) AS uo_tm_6hr,
ROUND(TRY_CAST(uo_tm_12hr AS DECIMAL), 2) AS uo_tm_12hr,
ROUND(TRY_CAST(uo_tm_24hr AS DECIMAL), 2) AS uo_tm_24hr
FROM ur_stg AS ur
LEFT JOIN mimiciv_derived.weight_durations AS wd
ON ur.stay_id = wd.stay_id
AND ur.charttime > wd.starttime
AND ur.charttime <= wd.endtime
AND wd.weight > 0

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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Source

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