common-workflow-language/cwltool: 3.1.20240909164951
Bibliographic record
Abstract
What's Changed cwl v1.3.0-dev1 native loop support by @GlassOfWhiskey in https://github.com/common-workflow-language/cwltool/pull/1779 Start running the draft CWL v1.3.0 conformance tests by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2022 Conformance testing, skip a bad cwltest release by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2017 Added new loop test by @LanderOtto in https://github.com/common-workflow-language/cwltool/pull/2006 removing duplicate "reference" by @danielskatz in https://github.com/common-workflow-language/cwltool/pull/2030 Support array of integers and floats as command argument parameters by @tom-tan in https://github.com/common-workflow-language/cwltool/pull/2037 Explicitly support Python 3.13; add to CI matrix by @mr-c in https://github.com/common-workflow-language/cwltool/pul fix loadContents for File[] by @fmigneault in https://github.com/common-workflow-language/cwltool/pull/2036 Deps Requires schema-salad >=8.7 for MapSchema validation by @tetron in https://github.com/common-workflow-language/cwltool/pull/2024 skip pydot 3.x+ for now by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2020 Update pytest requirement from <8.3,>=6.2 to >=6.2,<8.4 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2025 Bump mypy from 1.10.1 to 1.11.1 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2028 Bump mypy from 1.11.1 to 1.11.2 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2035 Update black requirement from ~=24.4 to ~=24.8 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2029 Update flake8-bugbear requirement from <24.3 to <24.9 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2032 l/2040 New Contributors @danielskatz made their first contribution in https://github.com/common-workflow-language/cwltool/pull/2030 Full Changelog: https://github.com/common-workflow-language/cwltool/compare/3.1.20240708091337...3.1.20240909164951
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.023 |
| Meta-epidemiology (narrow) | 0.005 | 0.004 |
| Meta-epidemiology (broad) | 0.002 | 0.004 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.009 | 0.012 |
| Open science | 0.008 | 0.010 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.502 | 0.636 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".