The Flagstone V.17:No.7 [July 2012]
Bibliographic record
Abstract
Woodshed orchestra visits Denman / Sara French -- Piano lounges at the Denman Back Hall / Annie Siegel -- Islands Trust trustee notebook: user's guide to Denman Island's Local Government part 2, the Official Community Plan and the Land use Bylaw / Laura Busheikin -- DIRCS Community Hall report / Bob Koontz -- Denman Island weather retrospective for May 2012 / Keith Walker -- Dora Drinkwater Library closed for the summer / Jean Cockburn -- Profile of the month: Karl Goodwin / Danni Crenna -- Letters -- Denman Island Arts Centre -- Denman Island Readers and Writers Festival author biographies and book reviews -- Book review: Ascension, by Steven Galloway / Roberta Pagdin -- Book review: Seeing Reds, the Red scare of 1918-1919 Canada's first war of terror, by Daniel Francis / Val Hammell -- Denman writers home grown and rolled out at the Denman Readers and Writers Festival / Bill Engleson -- Readers and Writers Festival final words / Roxanna Mandryk -- Gourmet by Sally Rae: frosty summer coolers -- Agriculture matters: cress, magical sheep cool books / Max Rogers -- Denman's Cross-Island trail / Karin Albert -- Raven Coal petition on Denman aiming for 1000 signatures / Louise Bell -- Denman WORKS for you / Simon Palmer -- Denman Island Community School school garden report / Magdalene Joly -- Roger Helfrick in the Back Hall / Robert Newton -- Creative Threads conspiracy / Danni Crenna -- Denman footnotes: history of marine transportation / Jim Kirk -- Children youth and family updates from the Hornby and Denman Community Health Care Society / Mike Nestor -- Update from the age friendly coordinator and the DI Seniors coordinator / Mary Hicks -- Denman Island Community School is growing / Lucinda Wolters -- The Summer Art Gallery in July: Assemblages still moving twisted / Christine Stewart -- A Beetle tale / Garnet Beardsley -- 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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.010 | 0.007 |
| Insufficient payload (model declined to judge) | 0.099 | 0.041 |
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".