Bibliographic record
Abstract
<!-- Release notes generated using configuration in .github/release.yml at main --> What's Changed 🕸️ Tracking Add LGADHitReconstruction that does clustering by @ssedd1123 in https://github.com/eic/EICrecon/pull/1779 fix: adapt to acts#4640 which introduces ActsPlugins as namespace by @wdconinc in https://github.com/eic/EICrecon/pull/2095 clang-tidy: modernize-use-designated-initializers by @wdconinc in https://github.com/eic/EICrecon/pull/2109 treewide: remove Acts 33 support by @veprbl in https://github.com/eic/EICrecon/pull/2122 clang-tidy: readability-container-size-empty by @wdconinc in https://github.com/eic/EICrecon/pull/2116 🪪 Particle identification Adjustment of dRICH aerogel index to 1.026 by @chchatte92 in https://github.com/eic/EICrecon/pull/2102 Adding digitization in Forward Time of Flight detector by @freee458 in https://github.com/eic/EICrecon/pull/2053 🚿 Calorimetry fix: Add debug logs for time cap exceedance in hits; don't skip them by @wdconinc in https://github.com/eic/EICrecon/pull/2081 EcalBarrelScFiProtoClusters: use localDistXY instead of localDistXZ by @wdconinc in https://github.com/eic/EICrecon/pull/2094 clang-tidy: readability-use-std-min-max by @wdconinc in https://github.com/eic/EICrecon/pull/2110 treewide: remove EDM4eic 7.x support by @veprbl in https://github.com/eic/EICrecon/pull/2121 clang-tidy: modernize-use-emplace by @wdconinc in https://github.com/eic/EICrecon/pull/2114 [BIC] Use the new reference positions for attenuation by @mhkim-anl in https://github.com/eic/EICrecon/pull/2120 Updated sensor and light yield constants for EEEMCal digitization by @veprbl in https://github.com/eic/EICrecon/pull/2131 ⏪ Far Backward Adopt onnx workflow over TMVA injecting low-q2 reconstructed particles later by @simonge in https://github.com/eic/EICrecon/pull/2018 ⚙️ Infrastructure Update release.yml: add dependabot to changelog.exclude.authors by @veprbl in https://github.com/eic/EICrecon/pull/2079 Temporarily disable omnifactory tests due to changing JANA2 internals by @nathanwbrei in https://github.com/eic/EICrecon/pull/1998 🔩 Other Changes attempt to remove the pid_lut theta overflow bins by @simonge in https://github.com/eic/EICrecon/pull/2083 Make WithPodConfig public in ScatteredElectronsEMinusPz by @ruse-traveler in https://github.com/eic/EICrecon/pull/2099 Add missing config declaration/application to ScatteredElectronsEMinusPz_factory by @ruse-traveler in https://github.com/eic/EICrecon/pull/2101 Updated pid_lut.cc by @kumardeepraman in https://github.com/eic/EICrecon/pull/2103 New Contributors @kumardeepraman made their first contribution in https://github.com/eic/EICrecon/pull/2103 @freee458 made their first contribution in https://github.com/eic/EICrecon/pull/2053 Full Changelog: https://github.com/eic/EICrecon/compare/v1.29.0...v1.30.0
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.099 | 0.047 |
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; both teacher heads agree on what is shown here.
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".