Digital Video Distribution for ISS/Columbus: Future Operations and Strategies
Bibliographic record
Abstract
Nomenclature ASI = see DVB-ASI ATM = Asynchronous Transfer Mode ATV = Automated Transfer Vehicle ATV-CC = Automated Transfer Vehicle Control Center AVC = Advanced Video Coding Col-CC = Columbus Control Center DSL = Digital Subscriber Line DVB-ASI = Digital Video Broadcast Asynchronous Serial Interface ESA = European Space Agency GS = Ground Segment GSOC = German Space Operations Center H.264/AVC = Advanced Video Coding (aka. MPEG-4 part 10) HDTV = High Definition Television ISDN = Integrated Services Digital Network ISS = International Space Station LUC = Lazio User Center (Rome) MCC-M = Mission Control Center Moscow MPEG-2 = Moving Pictures Expert Group Video Encoding Standard no. 2 MPLS = Multi-Protocol Label Switching MVDS = MPEG-2 Video Distribution System PVC = Permanent Virtual Circuit RSA = Russian Space Agency SAN = Storage Area Network USOC = User Support Operations Center VLAN = Virtual Local Area Network
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.180 | 0.037 |
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 source (direct Gemma or distilled Codex), 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".