The Flagstone V.16:No.4 [April 2011]
Bibliographic record
Abstract
Another successful (table tennis) tournament / Louise Bell -- Agriculture matters: Hornby and Denman Growers and Producers Alliance / Max Rogers -- Islands Trust trustee notebook / Louise Bell -- DIRCS Community Hall report / Margie Gang and Boyd MacKean -- Denman Island weather retrospective for February 2011 / Keith Walker -- Profile of the month: Marc Randall / Wendy Stewart -- Rebel Voices in the Back Hall / Del Phillips -- Disasters and you / Edi Johnston -- Jennifer Scott and Rene Worst concert / David Graham -- The list unveiled: Denman Home and Garden Tour / Laura Busheikin -- Ladies and gentleman, children of all ages, step right up: Lasqueti's own Las Quirkus Circus / Cathy Stoyko -- An invitation: The Hermitage / Anne de Cosson -- Arts Denman presents The Sketchbook project -- Denman Island Arts Centre April Art Jam -- Coal look out / Karl Goodwin -- Denman Audio Arts Collective April open stage / Bill Engleson -- Denman Firehall news April 2011 / John Ralston -- Hungry eagles / Doug Carrick -- Golf banned in Scotland by James 2nd in 1457 as an unwelcome distraction to learning archery / David Graham -- Notes from the 21st century kitchen: something different: pastiera napolitana (neapolitan Easter grain and ricotta pie) / Bryanna Clark Grogan -- Andrew and the invasive aliens / Andrew Fyson -- Bird notes / Patrick Fawkes -- Safest pest repellant ever / Peter Thomsen -- Deep down fear: coal / Veronica Timmins -- Transition Denman Island news / Veronica Timmins -- Parenting column: benefits of boundaries / Julie Kochanuk -- Table tennis tandemonium -- DIRA diary: marinated mendacity from the March metronome / Bill Engleson -- Celebrate International Dance Day April 29 at the Community Hall / Cathy Stoyko -- Proposed chemical treatment of invasive spartina grass in Baynes Sound -- 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.013 | 0.011 |
| Insufficient payload (model declined to judge) | 0.111 | 0.045 |
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".