Cleansky2 STRONrCRAFT/IMACS/ICASSIO/PROTeCTED/UBBICK projects overview
Bibliographic record
Abstract
This video presents an overview of the research work performed by Safran Aerosystems in the frame of the Cleansky2 / Clean Aviation Joint Undertaking programme: STRONGrCRAFT project on fast rotorcraft platform focuses on low weight full equipped fuel tanks for new rotocraft IMACS project on Large Passenger Aircraft Platform was dedicated to study the use of nitrogen generation to replace Halon Gas for cargo fire suppression. UBBICK project on Large Passenger Aircraft Platform has the objective to propose novel aircraft systems architecture brought by the Utility Management System for Business Jet operations PROTeCTED project on Large Passenger Aircraft Platform has offer Improved crew oxygen mask situation awareness and Enhanced oxygen autonomy during emergency events ICASSIO project dedicated to Icing condition on System Platform has achieved a high level of compliance of performances with new regulatory rules for Supercooled Large Droplets (SLD) discrimination, Ice Accretion Rate measurement and Ice Crystals detection
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.221 | 0.164 |
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".