Bibliographic record
Abstract
New features feat: improve uri scheme parsing with list of available schemes from fsspec by @lobis in https://github.com/scikit-hep/uproot5/pull/1009 feat: use only loop executor for fsspec source by @lobis in https://github.com/scikit-hep/uproot5/pull/999 feat: modify how multipart bytes header is built (no space) on http source by @lobis in https://github.com/scikit-hep/uproot5/pull/1018 feat: basic fsspec writing by @lobis in https://github.com/scikit-hep/uproot5/pull/1016 feat: correct fsspec source serialization by @lobis in https://github.com/scikit-hep/uproot5/pull/1033 Bug-fixes and performance fix: url and object splitting for local files by @lobis in https://github.com/scikit-hep/uproot5/pull/1007 fix: s3 source options and repr by @lobis in https://github.com/scikit-hep/uproot5/pull/1024 fix: processing of pathlib.Path argument for writing by @lobis in https://github.com/scikit-hep/uproot5/pull/1031 fix: multithreaded file source breaks interpretation by @lobis in https://github.com/scikit-hep/uproot5/pull/1036 Other test: local http server for tests by @lobis in https://github.com/scikit-hep/uproot5/pull/1010 test: testing sshfs with local ssh server by @lobis in https://github.com/scikit-hep/uproot5/pull/1013 test: use paramiko for ssh instead of sshfs by @lobis in https://github.com/scikit-hep/uproot5/pull/1014 test: cover more fsspec backends by @lobis in https://github.com/scikit-hep/uproot5/pull/1015 test: review skipped tests (networking timeouts) by @lobis in https://github.com/scikit-hep/uproot5/pull/1027 test: s3fs pytest unraisable exception by @lobis in https://github.com/scikit-hep/uproot5/pull/1012 test: improve path object split tests by @lobis in https://github.com/scikit-hep/uproot5/pull/1039 chore: update pre-commit hooks by @pre-commit-ci in https://github.com/scikit-hep/uproot5/pull/1005 chore: replace some old code (python 2) by @lobis in https://github.com/scikit-hep/uproot5/pull/1020 Full Changelog: https://github.com/scikit-hep/uproot5/compare/v5.1.2...v5.2.0rc2
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.008 | 0.013 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.593 | 0.651 |
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".