Convention on International Liability for Damage Caused by Space Objects
Bibliographic record
Abstract
Abstract For obvious reasons, space activities are generally classed as ultra-hazardous endeavours, i.e. they are inherently dangerous, not only for the various vehicles leaving the Earth atmosphere, but also the cargo such vehicles carry, be it human or otherwise. Additionally, space activities generate environmental risks in outer space that can, at times, impact the Earth as what goes up, must inevitably come down. The hazards of spaceflight come from multiple sources, including, but not limited to, the technology used (e.g. nuclear power sources) and the hostile nature of outer space which is difficult to reach, difficult to survive in and difficult to return from. This inherent danger has been tragically highlighted not only by the shuttle disasters involving Challenger (1986) and Columbia (2003) but also by the vast field of radioactive debris left in Canada after the uncontrolled re-entry of the Soviet satellite Cosmos 954 in 1977. The latter accident exemplifies that ultra-hazardous activities require liability rules because when something goes wrong, the consequences can be significant for any injured parties.
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 | 0.007 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.022 | 0.018 |
| Insufficient payload (model declined to judge) | 0.020 | 0.019 |
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".