As a clinical trial statistician or programmer, challenge anything in this benchmark: describe a problem in Comments, or propose a fix with the Edit button on any source file.
- Task: Is this a specification error a study team could realistically make, and should the build stop on it rather than continue?
- Inputs: Do they trigger the failure for the reason the summary gives?
- Expected failure: Is this the right error, raised at the right point, and would it tell the programmer what to fix?
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Summary
README.mdGoal: carry sex and the collected result into the output and
attach the upper limit of normal (ANRHI) chosen by test and sex.
Input: laboratory records carrying test code (LBTESTCD), sex
(SEX), and collected result (LBSTRESN), plus a limit table
carrying test code, sex, and upper limit (ANRHI).
Variables:
ANRHIwould be the upper limit of normal taken from the limit table where the test matches the collected test and the sex matches the carried sex.
Note: when the carried sex is blank, the pair that chooses a limit is incomplete and no entry can be looked for, so the run is rejected with no artifact accepted. Falling back to either sex, or to a combined limit, would answer with a range the study never stated.
How to fix
Recover and correct the missing sex when possible. If the intended result is a missing reference limit whenever any lookup input is missing, declare the lookup's missing-value answer:
intermediates:
- id: LBREF_LOOKUP
dataset: LBREF
key: {LBTESTCD: PARAMCD, SEX: SEX}
no_match: null
That one answer also covers a complete test and sex that the reference table does not list: both find no entry (REQ-0129, REQ-0131).
Expected failure
Editthe run is rejected; no artifact is acceptedexpected/error.yaml- phase
- join
- condition
- unmatched_key
- requirement
- REQ-0124
expected/error.yaml
phase: join
condition: unmatched_key
spec_paths:
- intermediates[0]
requirement: REQ-0124
context:
intermediate: LBREF_LOOKUP
dataset: LBREF
key:
- LBTESTCD
- SEX
intermediate_key:
LBTESTCD: ALT
SEX:
keys:
- STUDYID: PILOT7
USUBJID: P7-852
PARAMCD: ALT
Inputs
Under review2 source filesUnexpected Output
Under reviewNo artifact is producedNo fixture files in this directory.
Comments and assessment materials
| Dataset Name | Variable Name | Variable Label | Type | Codelist/Controlled Terms | Core | Computational Method | Origin |
|---|---|---|---|---|---|---|---|
| ADLB | STUDYID | Study Identifier | character | Copy value from LB.STUDYID. | Predecessor | ||
| ADLB | USUBJID | Unique Subject Identifier | character | Copy value from LB.USUBJID. | Predecessor | ||
| ADLB | PARAMCD | Parameter Code | character | Copy value from LB.LBTESTCD. | Predecessor | ||
| ADLB | SEX | Sex | character | Copy value from LB.SEX. | Predecessor | ||
| ADLB | AVAL | Analysis Value | numeric | Copy value from LB.LBSTRESN. | Predecessor | ||
| ADLB | ANRHI | Analysis Normal Range Upper Limit | numeric | Take ANRHI from the LBREF record whose LBTESTCD equals PARAMCD and SEX equals SEX, and a row with no match is an error. | Derived |
| Version | Date | Author | Description | Reviewer | Sign-off |
|---|---|---|---|---|---|
| 1.3 | 2026-09-29 | yamaa docs build | Show study codelist names, external dictionaries, and ISO 8601 formats in variable rows; list the document's codelist values and metadata | ||
| 1.2 | 2026-09-29 | yamaa docs build | Classify ADaM copies from a declared input as Predecessor and recodes as Derived, and SDTM recodes of locally derived columns as Derived | ||
| 1.1 | 2026-09-29 | yamaa docs build | Resolve lookups into the donor record they select, and give every derivation shape a plain-language rule instead of its raw YAML | ||
| 1.0 | yamaa docs build | Initial generation from spec.yaml |
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Comments
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