Bibliographic record
Abstract
<!-- Release notes generated using configuration in .github/release.yml at v1.7 --> What's Changed 🕸️ Tracking fix: use unique_ptr for geometry in DD4hep_service, hand out not_null const pointers by @wdconinc in https://github.com/eic/EICrecon/pull/1045 fix: reenable storing geometryId into TrackPoint surface field by @wdconinc in https://github.com/eic/EICrecon/pull/1055 feat: fill Acts::GeometryIdentfier extra field with DD4hep detector ID by @wdconinc in https://github.com/eic/EICrecon/pull/1058 fix: IWYU pragmas and iwyu.imp fixes by @wdconinc in https://github.com/eic/EICrecon/pull/1079 fix: apply all automatic IWYU suggestions (and 2 fixes by hand) by @wdconinc in https://github.com/eic/EICrecon/pull/1080 fix: use edm4hep vector_utils instead of edm4eic; remove MaterialWiper (prep for Acts v26) by @wdconinc in https://github.com/eic/EICrecon/pull/1082 fix: print magnetic field strength in correct units in ActsGeometryProvider by @wdconinc in https://github.com/eic/EICrecon/pull/1077 treewide: avoid including some internal headers from libstdc++ by @veprbl in https://github.com/eic/EICrecon/pull/1083 replace trackersourcelinker with trackermeasurement by @ShujieL in https://github.com/eic/EICrecon/pull/1076 updated MAPS threshold by @kkauder in https://github.com/eic/EICrecon/pull/1089 🪪 Particle identification rm ECGEM by @kkauder in https://github.com/eic/EICrecon/pull/1044 fix: support fmt v10 and C++20 by @wdconinc in https://github.com/eic/EICrecon/pull/1073 updated ECTOF threshold by @kkauder in https://github.com/eic/EICrecon/pull/1091 updated BTOF threshold by @kkauder in https://github.com/eic/EICrecon/pull/1090 🚿 Calorimetry treewide: fix spelling by @veprbl in https://github.com/eic/EICrecon/pull/1042 fix: remove adhoc LFHCAL treatment in CalorimeterHitReco by @wdconinc in https://github.com/eic/EICrecon/pull/1054 Remove factories for HcalEndcapP by @veprbl in https://github.com/eic/EICrecon/pull/1062 Adjust reconstruction parameters for Barrel ECal by @mariakzurek in https://github.com/eic/EICrecon/pull/1078 calorimetry_CalorimeterIslandCluster: add test case for adjacencyMatrix code path by @veprbl in https://github.com/eic/EICrecon/pull/1088 Bhcal threshold by @kkauder in https://github.com/eic/EICrecon/pull/1095 Updated EEMC energy threshold and ADC parameters by @kkauder in https://github.com/eic/EICrecon/pull/1100 Updated backward HCAL ADC parameters, removed threshold by @kkauder in https://github.com/eic/EICrecon/pull/1102 Consolidated BEMC thresholds and ADC parameters by @kkauder in https://github.com/eic/EICrecon/pull/1094 ◀️ Backward fix: use localDistXY in HcalEndcapN by @wdconinc in https://github.com/eic/EICrecon/pull/1027 ⏩ Far Forward updated B0 LGAD threshold by @kkauder in https://github.com/eic/EICrecon/pull/1093 ⚙️ Infrastructure feat(ci): release notes definition by @wdconinc in https://github.com/eic/EICrecon/pull/1041 fix(ci): avoid lsan crashes with intercept_tls_get_addr=0 by @wdconinc in https://github.com/eic/EICrecon/pull/1048 feat(ci): test eicmkplugin in CI by @wdconinc in https://github.com/eic/EICrecon/pull/1031 feat: enable ubsan by default in CI, with print_stacktrace=1 and suppressions by @wdconinc in https://github.com/eic/EICrecon/pull/987 [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in https://github.com/eic/EICrecon/pull/1063 ci: include-what-you-use, clang-include-fixer by @wdconinc in https://github.com/eic/EICrecon/pull/755 feat: remove epic_brycecanyon as main configuration by @wdconinc in https://github.com/eic/EICrecon/pull/1038 linux-eic-shell.yml: remove last reference to brycecanyon by @veprbl in https://github.com/eic/EICrecon/pull/1084 feat(ci): allow changing jug_xl:nightly as basis for CI jobs by @wdconinc in https://github.com/eic/EICrecon/pull/1087 linux-eic-shell.yml: fix cancel-in-progress by @veprbl in https://github.com/eic/EICrecon/pull/1097 New Contributors @ShujieL made their first contribution in https://github.com/eic/EICrecon/pull/1076 Full Changelog: https://github.com/eic/EICrecon/compare/v1.6.0...v1.7.0
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 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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.006 | 0.004 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.009 |
| Open science | 0.011 | 0.008 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.662 | 0.779 |
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; the direct Gemma label and the distilled Codex classifier 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".