The Flagstone V.11:No.6 [November 2006]
Bibliographic record
Abstract
Denman Island Ambulance Services / Jane Guest -- Two thumbs up for the BC Ambulance Service / Andrew Scruton -- Trustee notebook / Louise Bell -- DIRA diary / Bill Engleson -- Profile opf the month: Rae Eckel / Cindy Critchley -- Letters and commentary -- Denman Island weather retrospective for September 2006 / Keith Walker -- Flotsam and jetsam / Cindy Critchley -- Looking a gift horse in the mouth / Ron Sakolsky -- DIRCS Community Hall report for October / Boyd MacKean -- Northern recollections: Native people across Canada / Jim Kirk -- Gourmet by Sally Rae: squash me baby / Sally Dyck -- Denman Backhall Coffehouse / Kevin Mitchell -- Coming soon: new book The Passionate Gardener, by Des Kennedy -- Momentary journeys / Karl Goodwin -- The second annual Remember Jerry: a celebration of the life of Jerry Garcia / Sam Stevens -- Bird notes / Patrick Fawkes -- The Conservancy and Merve Wilkinson / Carol Freeman -- Words on paper / Graham Brazier -- This is the Denman Craft Faire 25th year / Juan Barker -- 113 and counting: cats / Fireweed -- 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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.010 | 0.009 |
| Insufficient payload (model declined to judge) | 0.151 | 0.062 |
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".