The Flagstone V.19:No.11 [November 2014]
Bibliographic record
Abstract
Memorial Society auction offers art goods and services / Stephanie Slater -- Not your usual boring AGM: Seniors and Museum Society / Stewart Goodings -- Islands Trust trustee notebook: term review, a birds eye view of the last three years / Laura Busheikin -- DIRCS Community Hall report / Sharon Mackin -- Island Dharma / Jane Fawkes -- Islands Trust honours ADIMS with Community stewardship award / Barb Mills-- Profile of the month: Chris Danks / Cindy Critchley -- News from the Hornby and Denman Community Health Care Society / Lori Nawrot -- Minding the gulf: mental health on the Islands -- winter blues and seasonal affective disorder / Rachelle Chinnery -- Join us on a spawning beach near you: call for volunteers from the Forage Fish Group / Dorrie Woodward -- Garden club / Max Rogers -- Arts Denman news -- Denman 2014 beach cleanup / Association of Denman Island -- Marine Stewards -- Do you live with hazelnut trees / Peter B. Janes -- In 200 words or / Bill Engleson -- Local government election day Saturday November 15 / Cindy Critchley -- Candidate for Islands trustee Perri Gorrara -- Candidate for Islands Trustee David Critchley -- Candidate for Islands Trustee Laura Busheikin -- Islands Trust information on the Denman Island local trust area election -- Denman crafters get busy / Laura Busheikin -- On the subject of Denman visitors / Lyndsey Jennings -- Living matters / Esther Muirhead -- Denman Island Community School: we are thankful for art adventures -- Bio-energy healing: lighten up November / Shari Dunnet and Richard Menard -- Sports day week in Canada takes shape on Denman Island / Ron Wilson -- 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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.012 | 0.008 |
| Insufficient payload (model declined to judge) | 0.165 | 0.075 |
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".