Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Titanic was a British luxury passenger ship completed in 1912 that was one of the largest of its kind at the time. When built it was widely deemed to be virtually unsinkable, but the ship met with disaster after hitting an iceberg on its maiden voyage. This resulted in the sinking of the vessel and the deaths of over 1,500 of the 2,224 passengers and crew. Although impact with the iceberg was the catalyst, investigation has suggested that material failures and design flaws, as well as outdated safety requirements, all played a role in the large scale destruction and loss of life. In particular, this paper will focus upon the impact of the brittle steel used for the hull, the failure of key rivets, the flawed design of the watertight compartments, the inadequate number of life boats onboard, and the excessive speed of the vessel under the conditions. It will also review changes to marine design and safety requirements that resulted from the tragedy, including the formation of the International Ice Patrol (IIP).
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it