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Record W7059755566

Cutting clear

2000· dissertation· en· W7059755566 on OpenAlexaboutno aff

Bibliographic record

VenueSpectrum Research Repository (Concordia University) · 2000
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsSubculture (biology)Upper classClass (philosophy)Middle classWorld class
DOInot available

Abstract

fetched live from OpenAlex

The short stories in this collection explore the effects of having belonged to the Canadian subculture of treeplanters. Most of the main characters are ex-treeplanters: young, or to their dismay, not so young, middle class women and men who have experienced hard, seasonal labour in the Canadian wilderness. They may have taken up planting in the first place as a means to pay for university or travelling, or to support their music or art, but most of them returned to it year after year, finding in it something more compelling than just the money. Now, they have quit, or are on the brink of quitting planting, in some cases due to the physical injuries caused by the job. They are trying to get a life outside of planting but are crippled by their connections to their past planting experiences. The protagonists' attempts to grapple with these connections--connections which take the form of relationships, fears (of bears or nine-to-five jobs), environmental or class awareness--are often ambiguous or ineffective. But by the end of the stories their view of planting, whether utopic or dystopic has been tested. They are forced to see how their view affects the people around them and the choices, or lack of choice, it provides.

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)0.001
metaresearch head score (Gemma)0.004
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 score0.461
Threshold uncertainty score0.768

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.002
Scholarly communication0.0080.004
Open science0.0010.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.4610.246

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 head0.016
GPT teacher head0.273
Teacher spread0.257 · 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
Published2000
Admission routes1
Has abstractyes

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