Bibliographic record
Abstract
Alkaline fuel cells AFM Atomic force microscopy AGR Advanced gas-cooled reactor AISI American Iron and Steel Institute APD Avalanche photodiode API American Petroleum Institute ASC Advanced steam cycle ASTM American Society for Testing and Materials ASR Area specific resistance ATIS Automatic thermal impedance scanning ATR Attenuated total reflection BCC Body centered cubic BCT Body centered tetragonal BOP Balance-of-plant BWR Boiling water reactor CANDU Canadian deuterium uranium reactor CCD Charge-coupled device CCRS Controlled composition reaction sintering CE Counter electrode CEV Carbon equivalent for structural steel CILC Crud-induced localized corrosion CMA Cyclic multilayered alloy CSP Concentrated solar power CTE Coefficient of thermal expansion CTEM Conventional transmission electron microscopy CVD Chemical vapor deposition CVN Charpy V-notch D 2 O-PWR Deuterium-moderated reactor DBTT Ductile-to-brittle transition temperature DCFC Direct carbon fuel cell DDL Diffuse double layer
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.498 | 0.496 |
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".