The Flagstone V.11:No.1 [June 2006]
Bibliographic record
Abstract
Breaking the engagement: 4064 Lands / Vali Madj, Sheila Nopper, Ron Sakolsky and Susan Marie Yoshihara -- Trustee notebook / David Graham -- Canada World Youth: Guatemala / Nick Walton -- DIRA diary / Bill Engleson -- Small talk -- Denman Conservancy begins fundraising to buy Central Park / Carol Freeman -- Profile of the month: Kevin Mitchell / Cindy Critchley -- Letters and commentary -- Housing: Island problems, island solutions / Tony Law -- Lee Andra and Bruce's rockin' (rockhounding) weekend / Lee Andra Jacobs -- DIRCS Community Hall report for June 2006 / Boyd MacKean -- Free business workshop / Erin Dragonsong / Northlands reflections / Jane Fawkes -- A new challenge for Denman's Community School / Jack Mounce -- The Census Bureau accuses Denman Island of Fraud (Garden Tour) / Juan Barker -- Book review: how soccer explains the world, by Franklin Foer / Corinne Bjorge -- Denman Island Summer Gallery / Dawn Stofer -- Readers and Writers Festival / Claire King -- Gourmet by Sally Rae: rib ticklers / Sally Dyck -- A Denman tradition: bellydancing / Laura Busheikin -- Ray Materick comes to the Back Hall / Kevin Mitchell -- What a day / Jane Guest -- Nomeansno returns to Denman Hall / Avigdor Shulman -- Move more, weigh less / Gloria Michin -- Bird notes June 2006 / Patrick Fawkes -- Opportunity of a lifetime for Mozart lovers / Turid Olafson -- Community events listings
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.002 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.023 | 0.015 |
| Insufficient payload (model declined to judge) | 0.078 | 0.027 |
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".