The Flagstone V.23:No.12 [December 2018]
Bibliographic record
Abstract
Craft fair kids grow up / Laura Busheikin -- The mummers are coming / Bryce Scully -- Save the date Olde Tyme Christmas Dinner Party Sunday, December 16 -- Islands Trust trustee notebook: making change happen, choose your own adventure / Laura Busheikin -- Winter solstice vegan potluck Friday Dec. 21 / Fireweed -- According to Doug: Canada's dirty oil / Doug Carrick -- Moonlight madness December 14 -- Friday, December 7 Cheeky Bunny (Bethany Ireland, Ray Ulovec & Steve Ireland) will try out new tunes among our other 14 original rock compositions -- Letters -- Readers and Writers Festival line-up and first reviews -- Wisdom in nonsense - invaluable lessons from my father (non fiction) and The lonely hearts hotel (fiction), by Heather O'Neill / Annette Reinhart -- Arts Denman membership drive at the Christmas craft fair / Christine Stewart -- Handspinning workshops / Paddy O'Connell -- Pesticide free committee: a Christmas present / Maxine Rogers -- Christmas hamper program 2018 -- This place: Denman population / Graham Brazier -- In 200 words or less: post office / Bill Engleson -- Solar collectors stand the test of time / Max Rogers and Robert Fox -- Our eco-crisis / Esther Muirhead -- An Abraxas seasonal update / Max Rogers -- Shepherd's Pie, the last of Readers and Writers Festival 2018 local offerings / Lucy Dabbs -- Deep in the heart of Texas / Howard Stewart -- 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 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.237 | 0.148 |
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".