Bibliographic record
Abstract
The following on the shipwreck Monohansett is from the NOAA website for Thunder Bay Sanctuary. GPS Location: N45° 01.996’ W83° 11.988’ Depth: 18 Feet Wreck Length: 160 Feet Beam: 30 Feet Gross Tonnage: 572 Cargo: Coal Launched: 1872 by Linn and Craig at Gibraltar, Michigan Wrecked: November 23, 1907 Description: Built as the double-decked bulk freighter Ira H. Owen, the ship was rechristened Monohansett in 1882. Ten years later, it was rebuilt as a single-decked lumber carrier. On November 23, 1907, the ship burned to the water's edge at Thunder Bay Island. Most of the crew lost their personal belongings and some suffered minor burns, but there was no loss of life because the ship was near the island’s Life Saving Station. Today, the Monohansett’s wreck lies in three sections. The stern portion has hull features, propeller, and shaft all in place, and the boiler is nearby.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.464 | 0.192 |
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".