Gozo Philatelic Society Newsletter : no. 31 : Jan-Mar 2008
Bibliographic record
Abstract
Contents: GPS Diary by Antoine Vassallo - The 8th Annual General Meeting (13.01.2008): Secretary / Treasurer's Report by Antoine Vassallo - The 8th Annual General Meeting (13.01.2008): President’s Report by Anton V Said - [In the “Malta overseas : local connections on foreign stamps” series] Maltese national flower and called Widnet il-Bahar on Gibraltar stamps by Antoine Vassallo - Magri’s Gozo Connection by Antoine Vassallo - [In the “Where in the World ?! Stamp Issuers Past and Present” series] Guatemala to Haute-Silesie by Antoine Vassallo - [In the “Promoting Gozo Through Philately” series] Qala by Antoine Vassallo - [In the “Stamp terms used in PHILATELY” series] Mafekillg to Mailometer Perforations by Emanuel Vella - [In the “Script by Script” series] Faridkot and Hyderabad by Antoine Vassallo - [In the “E & O not E” series] The 1949, Newfoundland scenic stamps with inverted overprinting by Antoine Vassallo - Did You Know? by George Vella - Introduction to Maltese philately in a UK stamp exhibition by Leslie Sutton - Story of a stamp: Hello can I tell you my story? by Natalia Said - [In the Post Haste: an irregular series about the interesting story of the Post] Towards Italy's unification by Antoine Vassallo - Valuable stamps: Sweden Three SkiHing Banco, Yellow Colour Error, 1855 presented b)' Lina Gauci
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.736 | 0.553 |
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".