Effects of Evaporated Lithium Coatings on Plasma-Facing Surfaces in NSTX
Bibliographic record
Abstract
Supported by Office of Science Culham Sci Ctr. U St. Andrews York U. Chubu U. Fukui U. Hiroshima U. Hyogo U. Kyoto U. Kyushu U. Kyushu Tokai U. NIFS Niigata U. U Tokyo JAEA Ioffe Inst. RRC Kurchatov Inst. TRINITI KBSI KAIST ENEA, Frascati CEA, Cadarache IPP, Julich IPP, Garching ASCR, Czech Rep U Quebec College W&M Columbia U Comp-X General Atomics IFS, UT Austin INEL Johns Hopkins U LANL LLNL Lodestar MIT Nova Photonics New York U Old Dominion U ORNL PSI Princeton U SNL Think Tank, Inc. UC Davis UC Irvine UC Los Angeles UC San Diego U Colorado U Maryland U Rochester U Washington U Wisconsin Effects of Evaporated Lithium Coatings on Plasma-Facing Surfaces in NSTX*
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".