FA-63991 / Medication dosing calculations / Open access
Meal and correction insulin bolus with insulin on board: pen half-unit rounding · case 01
A 5.9 unit calculation is delivered as 6 units.
ROOT CAUSE
The half-unit rounding uses nearest rounding, which can exceed the calculated total.
THE FAILURE
The half-unit rounding uses nearest rounding, which can exceed the calculated total.
Unsuccessful approach: Rounding down to whole units discards a deliverable half unit.
Case contract
Input {bg, target, isf, carbs_g, icr, iob, max_units}. Toy rule: bg < 70 returns HOLD with 0 units. correction = (bg-target)/isf; when positive, insulin on board is subtracted from it and the result floored at 0; a negative correction (bg below target) is kept and reduces the meal dose. meal = carbs_g/icr. total = max(0, meal + correction), capped at max_units, then rounded DOWN to 0.5 units. Return {action GIVE|HOLD, units}.
Why this case matters
Bolus calculators combine several unit ratios and safety rules; insulin-on-board, hypoglycaemia holds and pen resolution are separate decision points.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
import math
from fractions import Fraction
N = 1
observations = []
def solve(x):
bg, tgt = x['bg'], x['target']
if bg < 70:
return {'action': 'HOLD', 'units': 0.0}
corr = Fraction(bg - tgt, x['isf'])
if corr > 0:
corr = max(Fraction(0), corr - Fraction(str(x['iob'])))
meal = Fraction(x['carbs_g'], x['icr'])
total = max(Fraction(0), meal + corr)
total = min(total, Fraction(str(x['max_units'])))
units = Fraction(round(total * 2), 2)
return {'action': 'GIVE', 'units': float(units)}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[('low glucose with meal is held',
{'bg': 61, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 50, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 65, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 8.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 40, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 59, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 5.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '7.8'},
{'action': 'GIVE', 'units': 7.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 11},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 62, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 60, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 5.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 9.0}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 2, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 50, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 5.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 49, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 4.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '7.6'},
{'action': 'GIVE', 'units': 7.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 12},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 63, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 6.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 75, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 9.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 60, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 6.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 38, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 3.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '4.7'},
{'action': 'GIVE', 'units': 4.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 13},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 64, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 7.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 10.0}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 4, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 7.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 69, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 6.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '6.9'},
{'action': 'GIVE', 'units': 6.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 14},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 65, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 90, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 8.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 85, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 10.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 5, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 8.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 29, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 2.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '10.6'},
{'action': 'GIVE', 'units': 10.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 2.0})]]
for label, args, expected in fixtures[N-1]:
check(label, solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| low glucose with meal is held | {'action': 'HOLD', 'units': 0.0} | {'action': 'HOLD', 'units': 0.0} | Passed |
| glucose exactly 70 is dosed | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| high glucose with insulin on board | {'action': 'GIVE', 'units': 9.0} | {'action': 'GIVE', 'units': 8.5} | Failed |
| below target with insulin on board | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| insulin on board exceeds correction | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| pen resolution rounds down | {'action': 'GIVE', 'units': 6.0} | {'action': 'GIVE', 'units': 5.5} | Failed |
| maximum bolus cap not on half unit | {'action': 'GIVE', 'units': 8.0} | {'action': 'GIVE', 'units': 7.5} | Failed |
| correction only control | {'action': 'GIVE', 'units': 2.0} | {'action': 'GIVE', 'units': 2.0} | Passed |
SHA-256 / 663da708d89f234df7994197d3eee7dcc4834faf0f11c3055eb390dd83752f1e
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
import math
from fractions import Fraction
N = 1
observations = []
def solve(x):
bg, tgt = x['bg'], x['target']
if bg < 70:
return {'action': 'HOLD', 'units': 0.0}
corr = Fraction(bg - tgt, x['isf'])
if corr > 0:
corr = max(Fraction(0), corr - Fraction(str(x['iob'])))
meal = Fraction(x['carbs_g'], x['icr'])
total = max(Fraction(0), meal + corr)
total = min(total, Fraction(str(x['max_units'])))
units = Fraction(math.floor(total), 1)
return {'action': 'GIVE', 'units': float(units)}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[('low glucose with meal is held',
{'bg': 61, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 50, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 65, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 8.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 40, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 59, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 5.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '7.8'},
{'action': 'GIVE', 'units': 7.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 11},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 62, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 60, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 5.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 9.0}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 2, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 50, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 5.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 49, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 4.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '7.6'},
{'action': 'GIVE', 'units': 7.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 12},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 63, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 6.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 75, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 9.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 60, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 6.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 38, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 3.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '4.7'},
{'action': 'GIVE', 'units': 4.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 13},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 64, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 7.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 10.0}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 4, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 70, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 7.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 69, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 6.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '6.9'},
{'action': 'GIVE', 'units': 6.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 14},
{'action': 'GIVE', 'units': 2.0})],
[('low glucose with meal is held',
{'bg': 65, 'target': 110, 'isf': 40, 'carbs_g': 45, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'HOLD', 'units': 0.0}),
('glucose exactly 70 is dosed',
{'bg': 70, 'target': 110, 'isf': 40, 'carbs_g': 90, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 8.0}),
('high glucose with insulin on board',
{'bg': 250, 'target': 120, 'isf': 40, 'carbs_g': 85, 'icr': 10, 'iob': 1, 'max_units': 15},
{'action': 'GIVE', 'units': 10.5}),
('below target with insulin on board',
{'bg': 90, 'target': 120, 'isf': 30, 'carbs_g': 50, 'icr': 10, 'iob': 5, 'max_units': 15},
{'action': 'GIVE', 'units': 4.0}),
('insulin on board exceeds correction',
{'bg': 160, 'target': 120, 'isf': 40, 'carbs_g': 80, 'icr': 10, 'iob': 3, 'max_units': 15},
{'action': 'GIVE', 'units': 8.0}),
('pen resolution rounds down',
{'bg': 120, 'target': 120, 'isf': 40, 'carbs_g': 29, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 2.5}),
('maximum bolus cap not on half unit',
{'bg': 200, 'target': 120, 'isf': 40, 'carbs_g': 120, 'icr': 10, 'iob': 0, 'max_units': '10.6'},
{'action': 'GIVE', 'units': 10.5}),
('correction only control',
{'bg': 200, 'target': 100, 'isf': 50, 'carbs_g': 0, 'icr': 10, 'iob': 0, 'max_units': 15},
{'action': 'GIVE', 'units': 2.0})]]
for label, args, expected in fixtures[N-1]:
check(label, solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| low glucose with meal is held | {'action': 'HOLD', 'units': 0.0} | {'action': 'HOLD', 'units': 0.0} | Passed |
| glucose exactly 70 is dosed | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| high glucose with insulin on board | {'action': 'GIVE', 'units': 8.0} | {'action': 'GIVE', 'units': 8.5} | Failed |
| below target with insulin on board | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| insulin on board exceeds correction | {'action': 'GIVE', 'units': 4.0} | {'action': 'GIVE', 'units': 4.0} | Passed |
| pen resolution rounds down | {'action': 'GIVE', 'units': 5.0} | {'action': 'GIVE', 'units': 5.5} | Failed |
| maximum bolus cap not on half unit | {'action': 'GIVE', 'units': 7.0} | {'action': 'GIVE', 'units': 7.5} | Failed |
| correction only control | {'action': 'GIVE', 'units': 2.0} | {'action': 'GIVE', 'units': 2.0} | Passed |
SHA-256 / 0271f76a834cb76b6c933622604a2386e81d600732d89f5d7be901971d293976
HELD IN THE MEMBER ARCHIVE
The verified repair and its recorded checks are member-only.
This mechanism has 8 recorded checks per implementation. The open-access tier publishes the failure and the unsuccessful fix; the repaired source that passes every check, and the observations that prove it, are available to members.
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Sign in to the archive ↗Verification & scope
A deterministic toy software model with explicitly stipulated thresholds and formulas; it is not clinical guidance, not a validated medical calculator, and makes no claim of conformance to any published protocol. Numbered variants vary patient and order inputs. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.
Observations recorded using Python 3.12.14 at 2026-09-29T14:47:19.975699+00:00.
Case digest / 0d4b85ab26dd40aabcd074b627aa374817c2206ea2f592c29ba4628c61e0230f