Bibliographic record
Abstract
The Newfoundland and Labrador Secby David de Geus -Maritime Section management has progressed, througl tion had their AGM on October 19 and Student Delegate adaptive management, to forest man 20.A lunchtime mini-forum was co-Recently I was awarded sponsorship agement at the ecosystem level rather thar sponsored by the Section and the Westas a student delegate and the opportuni-the species level.The key being that at thc ern Newfoundland Model Forest on ty to attend the Canadian Institute of ecosystem level, the minimum require October 19th.Mr. Matt Churchill of Forestry Annual General Meeting in ment is that all the important processe!(3rner Brook Pulp and Paper gave an Comer Brook, Newfoundland.The expe-are addressed, rather than only single interesting presentation on a landscape rience gave me a view directed toward the species.An increased number of value!design project, undertaken to address future challenges Canadian forestry will can be protected at the ecosystem level the COt~Cerns of an outfitter that were face through the theme "Uncharted Dr. Thomas quite succinctly describec identified in the planning Process for aWaters."The conference offered the adaptive management by taking it out o management district.It is anticipated opportunity to meet many forestry prac-a forestry context.He likened it to i that this form of management technique titioners, both past and present and learn young boy's interest in finding out fron will have more application in the province.from their experiences.how high a place could he jump to the The field trip, to view a cable log-AUan Masters opened the main program ground.Having tried successfully fron ging operation, scheduled forthe ~~~o r nby speaking about the issues that are numerous stacks of boxes, he goes ontc ing of October 20th was in jeopardy as considered challenges to the New-the roof of the nearby shed and proceed!hurricane Michael was battering the foundland forest industry.The requireto jump down.On the landing the impac province with 1 4 0 k m winds.FI~wever ments to address endangered species was severe enough to knock his knees intc in true Newfoundland spirit, the field protected areas and forestlwood supply his chin, whereupon he quickly decidec trip went ahead with the winds forewere of specific interest.that the roof was too high and should no asfed to subside and the cable logger Foresters are professionals in the forbe jumped from again.This decision i! sting!As we 162
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.516 | 0.386 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".