Nova Scotia, Canada's ocean playground.
Bibliographic record
Abstract
One of the glories of Halifax and of never-failing interest to visitors is the North West Arm extending inland nearly three miles and far-famed as the centre of aquatic sports for eastern Canada.Shown in the picture is the Memorial Tower erected to commemorate the establishment of RepresentativeGovernmentinNovaScotiain 1758.The natural beauty of this golden arm of the sea is world renowned, and its waters are bordered by dwellings that reflect a happy, comfortable and prosperous home life.The Arm is a portion of Halifax Harbour, which extends 16 miles in from the sea, is one of the finest in the world, easy of access and admirably sheltered.So deep is it that giant battleships can lie within a few yards of the shore in safety.* <**^Jr* Officers' quarters, Fort Anne, Annapolis Roya!This quaint building, filled with relics of the past, is one of the most interesting museums in Canada The ground forms a National Park, and here the visitor may dream of the yesterday of Indian trails and sentry fires.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.166 | 0.022 |
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".