The Flagstone V.19:No.10 [October 2014]
Bibliographic record
Abstract
Creative threads conspiracy year 3 / Danni Crenna -- Islands Trust trustee notebook: meeting with K'omoks First Nation breaks ground / Laura Busheikin -- DIRCS Community Hall report / Sharon Mackin -- Denman's micro peoples march for action on climate change with water blessing Denman style -- Wildlife Advisory Commitee reports: deer killer fencing / Dennis Forsyth and Cindy Critchley -- Deer hunting season October 5 to December 10 / Cindy Critchley -- Letters -- Over ninety, I should live so long / Jim Kirk -- Introducing a new column by Bill Engleson: in 200 words or less, a new less wordy punchier column / Bill Engleson -- 2014 Blackberry run walk results / Susan Stewart -- Thanksgiving art rental show and sale at Denman Arts Centre / Leslie Dunsmore -- Phantom Ball kudos -- Arts Denman news -- Introduction to clicker training: force-free training for all species / Cynthia Minden -- News from the Hornby and Denman Community Health Care Society / Lori Nawrot -- Flu clinic dates are set -- Minding the gulf information online -- Beyond the blues education and screening day in Courtenay -- New counselling option for couples -- Seniors light lunch and social -- Better at Home services coming to Denman -- Minding the gulf: mental health on the Islands and beyond / Rachelle Chinnery -- Journey to Israel and Palestine: slide show and discussion / Sally Campbell -- Kick-ass world fusion unlike anything else: Richard Moody and Amir Amir -- Agriculture matters: the apple press is coming / Max Rogers -- Living matters: Esther Muirhead -- Bio-energy healing super immune booster / Shari Dunnet and Richard Menard -- Denman Island Community School staff for the 2014-2015 school year / Jen Turner -- Announcing the first annual Denman Island Mushroom Festival / Susan Marie Yoshihara -- Denman Island registers for Sports Day in Canada / Ron Wilson -- 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 | 0.008 |
| 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 | 0.002 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.015 | 0.013 |
| Insufficient payload (model declined to judge) | 0.179 | 0.058 |
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".