The Flagstone V.18:No.4 [April 2013]
Bibliographic record
Abstract
Our favourite places: Spring at Fillongley Beach / Cindy Critchley -- Building community: stone soup and the new Old School mural / Sherry Frost -- Islands Trust trustee notebook:Greening our shores workshop / Laura Busheikin -- DIRCS Community Hall report / Bob Koontz -- Spring bicycle mechanics workshop / Oliver Heywood-Jones -- School orchard is in the ground / Magdalene Joly -- Denman Audio Arts Collective open stage March 18 / Bill Engleson -- Bounce Collective presents the safety meeting reggae party / Riane daSilva -- Profile of the month: Brian Tobey Callahan 1938-2013 / Danni Crenna -- Letters -- Denman Island petitions oppose the Raven Coal Mine / Patti Willis -- Denman Seniors and Museum Society monthly report / Debbie Frketich -- This month we say goodbye to four very valuable members of the Flagstone team and the community: Keith Walker and Wendy Stewart and David and Carol Freeman -- Arts Denman news -- Denman Island Readers and Writers Festival biographies and book reviews -- Biography brief: Anakana Schofield / Lynn Coady-- Malarky, by Anakana Schofield / Debbie Frketich -- Up and down, by Terry Fallis / Stewart Goodings -- Dubbin it up with legendary poet Lilllian Allen / Sheila Nopper -- DCA Scientific speaker program in April: conservation of wilderness and saving the Vancouver Island marmots / Peter Karsten -- Start up systems for small foods operations / Wind Rombough and Kathie Tolson -- Association for Denman Island Marine Stewardship update / Edi Johnston -- Notes from the 21st century kitchen: quick and easy bean stews to see out the winter / Bryanna Clark Grogan -- Denman radical movie night: Happy people, a year in the life of the taiga / Brad Taylor -- The design for the natural burial ground / Louise Bell -- Bird notes / Patrick Fawkes -- Two of Canada's jazz greats at Denman Hall: Phil Dwyer and Don Thompson / Annie Siegel -- Agriculture matters: the fertility edition / Max Rogers -- Denman Island Community School -- Home and garden tour announces 2013 lineup / Laura Busheikin -- Arts Denman presents Michael Kevin Jones cello -- Top table tennis trophies go to Campbell River / Louise Bell -- BC Supreme Court upholds Denman Island's bylaws for Komas Bluff --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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.010 | 0.008 |
| Insufficient payload (model declined to judge) | 0.150 | 0.079 |
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".