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Record W4251306252 · doi:10.5558/tfc2016-091

Degree Programs/Programme de baccalauréat

2016· article· fr· W4251306252 on OpenAlexvenueaboutno aff

Bibliographic record

VenueThe Forestry Chronicle · 2016
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsnot available
Fundersnot available
KeywordsDegree (music)GeographyForestryPhysics

Abstract

fetched live from OpenAlex

The Faculty of Forestry has a century-long history of excellence in forest related education and research.The faculty is well known for its innovative and diverse degree programs and cutting edge research in areas ranging from forest management and climate change, social, economical and equity issues, to green bioproducts and bioenergy.It also houses a new state-of-the-art Centre for Biocomposites and Bioprocessing facility that supports the green bioproducts research and education.As well, the Faculty has a research collaborative agreement with Haliburton Forest and Wild Life Reserve Limited, a 30,000 ha forest.The Faculty of Forestry offers two research-stream graduate programs -Ph.D. and M.Sc.F. and participates in collaborative research-stream programs in environmental studies with the Centre for Environment.All students who are accepted into these research-stream programs are guaranteed minimum funding support.The Faculty also offers a unique 16-month professional graduate program -Master of Forest Conservation (M.F.C.), which focuses strongly on forest conservation.Graduates from the MFC are playing leading roles in forest conservation in Canada as well as globally.Funding is available to professional stream students on a competitive basis.In addition to the graduate programs, the Faculty of Forestry, in collaboration with the Faculty of Arts and Science, offers Specialist, Major, and Minor options within a bachelor's program (B.Sc. in Forest Conservation Science or Forest Biomaterials Science and B.A. in Forest Conservation).The B.Sc. focuses primarily on forest ecology, biodiversity, sustainable forest products and conservation biology while the B.A. focuses on social and economic aspects of forest conservation.

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.323
Threshold uncertainty score0.966

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.003
Science and technology studies0.0030.001
Scholarly communication0.0060.002
Open science0.0030.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.3230.267

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.

Opus teacher head0.259
GPT teacher head0.420
Teacher spread0.161 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2016
Admission routes2
Has abstractyes

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