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Summary
README.mdPublic entries: Python and R. Passing coverage requires an installed inventory.
Goal: attempt one record per subject and laboratory test
carrying the collected result in AVAL and the upper limit of
normal for that test and the subject's sex in ANRHI.
Input: collected laboratory results carrying the collected
result (LBSTRESN), test code (LBTESTCD), and sex (SEX),
plus a reference table of upper limits by test code and sex.
Variables:
SEXwould be the collected sex, taken fromSEXin the collected records, and also chooses the limit.AVALwould be the collected numeric result, taken fromLBSTRESN.ANRHIwould be the upper limit of normal from the reference table for the record's test code and sex; missing when the table has no limit for that pair or the sex is missing.
Note: the reference table is named by a web address,
https://reference.example.org/limits/lbref.csv, whose contents
depend on when it is fetched and on who fetches it, so two runs of
one study could read different limits while recording the same
request. A run opens only stored files, never a web address, so
the run is rejected before any data is read and no artifact is
accepted.
How to fix
Fetch the governed limits once, record which version was received, and store that copy with the study:
input:
LBREF: input/lbref.csv
Retrieval belongs to the step that assembles study data, where the received version can be recorded and reviewed. It is not part of building the analysis dataset.
Expected failure
Editthe run is rejected; no artifact is acceptedexpected/error.yaml- phase
- validation
- condition
- resource_path_uri_scheme
- rule
- FILE-5
expected/error.yaml
phase: validation
condition: resource_path_uri_scheme
spec_paths:
- input.LBREF.path
rule: FILE-5
context:
dataset: LBREF
path: https://reference.example.org/limits/lbref.csv
Inputs
Under review1 source fileinput/lb.csv
Edit2 rows| STUDYID | USUBJID | LBTESTCD | SEX | LBSTRESN |
|---|---|---|---|---|
| PILOT7 | ALT | F | 42 | |
| PILOT7 | ALT | M | 58 |
Unexpected Output
Under reviewNo artifact is producedNo fixture files in this directory.
Human review and assessment
| 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 |
|---|---|---|---|---|---|
| 1.7 | 2026-10-20 | yamaa docs build | Read a specification in the 1.0 surface as its 0.5 counterpart; state that missing values stay missing where a mapping declares no missing handler, and leave out a declared missing answer that restates a handler's default | ||
| 1.6 | 2026-10-17 | yamaa docs build | Describe collected date parts written as ISO 8601 date text and times of day counted in seconds since midnight | ||
| 1.5 | 2026-10-17 | yamaa docs build | Name collected precision in words instead of letter codes; state imputation fallbacks, minimum source precision, bounds ignored outside the collected period, and invalid text with no handler as an error; describe date and datetime shifts, imputation flag codes, and partial text giving no date part | ||
| 1.4 | 2026-10-15 | yamaa docs build | State datetime precision codes through the hour and minute, and complete only the time parts a collected datetime lacks | ||
| 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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