Janet quarterly report May - July 2012
Bibliographic record
Abstract
Further Information 25 Key news in this report• There has been a significant increase in the number of server certificates downloaded -over 2,800 certificates have been issued by Janet via the automated service in this quarter (pg10).• Janet Brokerage works with Microsoft in order to give customers a better deal when signing up for Microsoft cloud services (pg13).• A new videoconferencing content directory is now live, making choosing and booking conferences easier (pg5).• A new bill that makes it easier for websites to moderate harmful content and to resist inappropriate legal pressure to remove content that is lawful has reached the House of Commons (pg14).• Janet has been successful in its partnership with the BBC and Japanese broadcaster NHK to stream super hi-vision coverage of the Olympic Games, both across the UK and overseas to the USA and Japan (pg16). 09/12/RP/QRSum12 Further Education (FE)England Roll-out of the new network infrastructure in the south west of England is complete, and all college connections have been migrated to the new network. ScotlandRoll-out of the network infrastructure in Fife and Tayside is complete.An additional infrastructure link from Kircaldy to Edinburgh has been implemented providing improved resilience for connections to the Kircaldy PoP. External Network Access Provision and TransmissionAccess to the European Research Networks Janet access to other national research and education networks around the world is via a 20Gbit/s connection to GÉANT from its PoP in Telecity Harbour Exchange with a 20Gbit/s back up connection from its PoP in Telehouse North.Peak traffic reached 15Gbit/s in June.Assess to the Global Internet Janet access to the global Internet is via two global transit suppliers, Inteliquent (used to be called TiNET) and TeliaSonera.Each supplier provides four 10Gbit/s connections to two Janet PoPs at Telehouse and Telecity in London.Inteliquent also provides two 10Gbit/s connections to Janet PoP in Telecity Manchester.The peak traffic over all the global transit connections was 24.5 Gbit/s in May.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.416 | 0.288 |
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".