The Flagstone V.20:No.5 [May 2015]
Bibliographic record
Abstract
28th Annual pottery studio tour / Fireweed -- Islands Trust trustee notebook: kitchens for B & B's / Laura Busheikin -- DIRCS Community Hall report: annual hall cleanup calling all volunteers / Ansa Matthews -- According to Doug: the dilemma of the Greens / Doug Carrick -- Profile of the month: Karen Anglos / Carole Vosburgh -- Letters -- PTSD suicide and the military, another perspective / Mike Webster -- World Oceans Day -- Denman will celebrate World Oceans Day for a whole month: ADIMS speakers series / Barb Mills -- Introducing Ian McAllister, the first speaker in the ADIMS Oceans Day speaker series -- Yet Again Group of Several 12 annual painting show / Connie Treen -- Arts Denman news -- Denman Island Readers and Writers Festival -- Spend three hours with a noted Canadian author / Stewart Goodings -- The world before us, by Aislinn Hunter / Frank Frketich -- Davy the punk, by Bob Bossin / Alan Treen -- C-mon, WOW us: Wearable Art Show / Carole Vosburgh -- Concerts Denman: Sarah Hagen, piano -- Ariel Barnes, cello -- Joan Blackman, violin -- Inspiration in Africa / Jude Kirk -- In 200 words or less: beaches / Bill Engleson -- Dogwood initiative 2015 Federal election campaign strategy voting together / Megan Rose Babb and Patti Willis -- Denman Island Home and Garden Tour June 13 and 14 -- The Summer Gallery's opening show for the season: Andrew Fyson Beach Odyssey: a circumnavigation of Denman's foreshore -- Shari Dunnet, Graham Brazier and Richard Menard: Flotsam / Roberta Pagdin -- What is Arts Denman / Michael Rapati -- Sustainability Festival update: celebrating community / Bentley Le Baron -- Agriculture matters: incubators for fun and profit / Max Rogers -- Pikets say goodbye / Gordon and Jackie Piket -- Islands trust and true, inspired by Beth Wakan's poem / Bill Engleson -- Bird notes: return of the migrants / Patrick Fawkes -- Walk with your doc update / Ron Wilson -- Living matters: black mold / Esther Muirhead -- 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 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.010 | 0.008 |
| Insufficient payload (model declined to judge) | 0.161 | 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".