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?
The other tabs beside Comments are background for assessment, not under review.
Summary
README.mdGoal: build the analysis dataset with one record per subject
carrying SITEID.
Input: collected demographics records with SITEID giving the
enrolling site.
Variables:
SITEIDwould hold the site the subject enrolled at, copied from the collected site.
Note: the completed dataset is checked for one record per
site, but a site that enrolled more than one subject repeats its
SITEID, which then cannot identify a subject record. The run is
rejected and no artifact is accepted.
How to fix
Decide whether a record represents a subject or a site before editing anything. Assert uniqueness on the columns that truly identify a record. Either check the subject identifiers:
verifications:
- unique:
columns: [STUDYID, USUBJID]
or, when one record per site is the intent, aggregate the subjects to site records before asserting.
Expected failure
Editthe run is rejected; no artifact is acceptedexpected/error.yaml- phase
- verification
- condition
- unique_failed
- requirement
- REQ-0381
expected/error.yaml
phase: verification
condition: unique_failed
spec_paths:
- verifications[0].unique
requirement: REQ-0381
context:
columns: [SITEID]
failure_count: 1
keys:
- STUDYID: PILOT7
USUBJID: P7-941
- STUDYID: PILOT7
USUBJID: P7-942
Inputs
Under review1 source fileinput/dm.csv
Edit2 rows| STUDYID | USUBJID | SITEID |
|---|---|---|
| PILOT7 | 101 | |
| PILOT7 | 101 |
Unexpected 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 |
|---|---|---|---|---|---|---|---|
| ADSL | STUDYID | Study Identifier | character | Copy value from DM.STUDYID. | Predecessor | ||
| ADSL | USUBJID | Unique Subject Identifier | character | Copy value from DM.USUBJID. | Predecessor | ||
| ADSL | SITEID | Site Identifier | character | Copy value from DM.SITEID. | Predecessor |
| 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 |
yamaa
Comments
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