The Flagstone V.20:No.10 [October 2015]
Bibliographic record
Abstract
Creative Threads Conspiracy heads heads off again into uncharted territory / Danni Crenna -- Islands Trust trustee notebook: intricacies of the to-do list explained / Laura Busheikin -- Welcome to my nightmare and other things that go bump in the night: Halloween fundraiser for Hall sound system -- According to Doug: strategic voting essential / Doug Carrick -- Profile of the month: David Scruton / Danni Crenna -- Letters -- Rock the box! Denman Island election day party / Megan Babb -- The ABC's of voting: anyone but Conservatives or three simple rules to save Canada / Susan Marie Yoshihara -- A double CD release at the Hall: Tai McGillveray and Kevin Mitchell / Kevin Mitchell -- TreeEater Farm and Nursery presents a fall plant sale and hearth pizza lunch -- Which Juan / Annette Reinhart -- Roxanna Mandryk new chair of Gulf Islands Alliance / David Steen -- Arts Denman news -- Hornby and Denman Community Health Care Society news: mental health first aid workshop, Island flu clinics, and nursing students help with home care / Lori Nawrot -- In 200 words or less: Denman ferry / Bill Engleson -- This place: names and naming / John Millen -- Dogwood Initiative 2015 Federal election campaign strategy voting together update / Megan Rose Babb and Patti Willis -- Jake's gift, written and performed by Julia Mackey / Robert Newton -- 2015 Blackberry Run Walk: kids can run -- Agriculture matters: on putting the garden to bed and other reflections / Max Rogers -- Minding the gulf: mental health first aid / Rachelle Chinnery -- Official opening of Natural Burial Cemetery / Stephanie Slater -- The Garden Club presents Peter Janes talking about orchard trees -- Denman Island Community School: what is important to you at school -- A kayak trip around Denman Island / Hillel Wright -- A decade of art rentals / Leslie Dunsmore -- 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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.012 | 0.008 |
| Insufficient payload (model declined to judge) | 0.196 | 0.088 |
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".