Bibliographic record
Abstract
this document are the property of their respective owners. Corporate Headquarters Wind River Systems, Inc. 500 Wind River Way Alameda, CA 94501-1153 USA toll free (US): 800/545-WIND telephone: 510/748-4100 facsimile: 510/749-2010 Europe Wind River Systems, S.A.R.L. 19, Avenue de Norvge Immeuble B4, Btiment 3 Z.A. de Courtaboeuf 1 91953 Les Ulis Cdex FRANCE telephone: 33-1-60-92-63-00 facsimile: 33-1-60-92-63-15 Japan Wind River Systems K.K. Ebisu Prime Square Tower 5th Fl. 1-1-39 Hiroo Shibuya-ku Tokyo 150-0012 JAPAN telephone: 81-3-5778-6001 facsimile: 81-3-5778-6002 WindView User's Guide, 2.0.1 6 May 99 Part #: DOC-12393-ZD-02 CUSTOMER SUPPORT Telephone E-mail Fax Corporate: 800/872-4977 toll free, U.S. & Canada 510/748-4100 direct support@wrs.com 510/749-2164 Europe: 33-1-69-07-78-78 support@wrsec.fr 33-1-69-07-08-26 Japan: 011-81-3-5467-5900 support@kk.wrs.com 011-81-3-5467-5877 If you purchased your Wind River Systems product from a distributor, please contact your distributor to determine how to reach your technical support organization. Please provide your license number when contacting Customer Support. iii 1
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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 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".