The Flagstone V.14:No.5 [May 2009]
Bibliographic record
Abstract
Denman Home and Garden Tour celebrates May / Laura Busheikin -- Islands Trust trustee notebook / Louise Bell -- Denman Island Recreation Commission Society: Community Hall report for April 2009 / Boyd MacKean -- Profile of the month: Len Fortier / Wendy Stewart -- Letters -- Denman Island Readers and Writers Festival 2009 -- Book review: The hanging of Angelique: the untold story of Canadian slavery and the burning of Old Montreal, by Afua Cooper / Sheila Nopper -- Book review: April fool, by William Deverell / David Freeman -- Denman Island weather retrospective for March 2009 / Keith Walker -- How dry is it / Keith Walker -- Denman Island Arts Centre: an overview of summer workshops -- Community schools / Sherry Frost and Patricia O'Connell -- Leonard Cohen brought my groceries in / Roxanna Mandryk -- Island animal friends: Norman the rat / Ashley Willis and Fireweed -- Denman Peleton wins at Snow to Surf race / Doug Olstead -- Old guys in spandex / Kevin Behrens -- Dora's chair / Bev Hollingsworth -- Gourmet by Sally Rae: hooked on seafood, part 2: fin fish / Sally Dyck -- Hornby and Denman Community Health Care Society / Tracy Horovatin -- Visioning / Bently Le Baron -- Mayhem 2: a Denman audio arts collective event / Alan Treen -- 22nd Annual Denman Island Pottery Tour, Saturday and Sunday, May 16 and 17 / Barbara Kane -- Confessions of a gentrified soul, part 35: arrivals and departures, comings and goings, a manifesto of sorts / Bill Engleson -- Local writers and the Festival / Dennis Forsyth -- Work... what's left, an evening with Del Phillips and Scotty Donaldson -- Potatoes / Maxine Rogers -- DIRA diary: tattletale tidbits from the bleachers of the DIRA Coliseum / Bill Engleson -- Community events listings
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.016 | 0.010 |
| Insufficient payload (model declined to judge) | 0.101 | 0.035 |
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".