Newfoundland And Labrador Photographs From The George Eastman House Legacy Collection
Bibliographic record
Abstract
Photographs of Newfoundland and Labrador contained in two albums from the George Eastman House Legacy Collection constitute the subject of this thesis project. The project consists in accessioning, numbering and cataloguing each image, 299 in total, and in enriching the records with historical and cultural context for the purpose of making these images searchable through the George Eastman House database and accessible to researchers for future projects. This is important because of the historic value associated with the life and deeds of George Eastman and because these images are part of a large and yet not fully catalogued collection of Eastman's private photographs. The Newfoundland album photographs are consecutively numbered 2009:0039:0001 to 0110, the Newfoundland inventory sheets became objects 2009:0040:0001 to 0003, and the Labrador album photographs are numbered 2009:0041:0001 to 0189. These records are now available both electronically and as a hard-copy binder.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.009 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.093 | 0.016 |
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".