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Record W4385594537 · doi:10.59962/9780774835459-001

Foreword

2017· book-chapter· it· W4385594537 on OpenAlexaboutno aff
Margaret Atwood

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2017
Typebook-chapter
Languageit
FieldArts and Humanities
TopicShort Stories in Global Literature
Canadian institutionsnot available
Fundersnot available
KeywordsPhilosophy

Abstract

fetched live from OpenAlex

I first met Jane Rule and Helen Sonthoff in 1964.I was twenty-four.I had just arrived in Vancouver to teach in the English Department at the University of British Columbia, on the lowest rung of the academic totem pole; my job included teaching grammar to engineering students at 8:30 in the morning, in a Quonset hut left over from the Second World War.This was more fun than it sounds, but only because nobody was awake.This was my first academic teaching job, my first time in Vancouver, and my first trip across Canada, and Jane and Helen were my first lesbians.Or the first lesbians I knew about.I have since learned there were others; they'd been in hiding then, as most were.But I didn't think of Jane and Helen primarily as lesbians: they were simply two wonderful people who happened to be living together, and who were very welcoming to newcomers.I hadn't consideredat that age -what they must have gone through to reach that relatively joyful and tranquil space.Jane and Helen were friends of friends, but in my case they went above and beyond what good manners and such a second-hand acquaintance might have dictated.They helped me rent an apartment, and lent me some crockery and utensils to put into it; they lent me the card table on which, later that year, I was to compose my first published novel, The Edible Woman.They also kindly invited me to the parties they gave -poets, writers, painters, people from the university, and waifs and strays.I fit into several of these categories, and certainly into the waifs and strays.Both of them had a genius for listening: they were interested in just about everything, and they also understood life crises, having already been through several of these themselves.Indeed, they seemed to be running a sort of halfway house for the life-crisis waifs.

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)0.013
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 score0.315
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0030.001
Scholarly communication0.0070.005
Open science0.0020.003
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.6850.700

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 head0.020
GPT teacher head0.186
Teacher spread0.166 · 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
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of British Columbia Press eBooksSame topicShort Stories in Global LiteratureFrench-language works237,207