MétaCan
Menu
← Back to cohort
Record W4385737001 · doi:10.59962/9780774818896-002

Acknowledgments

2011· book-chapter· en· W4385737001 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2011
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsHistory

Abstract

fetched live from OpenAlex

This book probably would not have been written were it not for Morris Bates of the Vancouver Police Native Liaison Society. 1 He started talking to me in the days of my fleeting criminal and family legal aid practice out of Harry Fan's office in Chinatown.The court at 222 Main Street in Vancouver boasted of being the busiest in Canada but, with its clientele of Natives, immigrants, and obviously compromised people, much of what happened there did not make sense to me.When I left for Montreal to do a master's degree in international law, Wanda John pleaded "do something for us."I was bewildered.Just what could I possibly contribute?When I stopped to visit someone on the Blood Reserve at Standoff, the Horn Society was conducting ceremonies.They painted my face and encouraged me to try.The children were all so bright and beautiful.How could I deny such shining promise?When I reached the Université du Québec à Montréal, the late Katia Boustany drew on her Palestinian heritage, directing me immediately to the issue of exclusion.I was mystified at first.Peter Leuprecht insisted quietly on the new international legality.William Schabas suggested a master's topic that proved much more revealing than I expected, and Georges LeBel's supervision provided the acute insights and encouragement needed to complete "Canada v.The Haudenosaunee (Iroquois) Confederacy at the League of Nations: Two Quests for Independence.

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)0.002
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.579
Threshold uncertainty score0.826

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0040.002
Open science0.0020.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.4210.288

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 head0.021
GPT teacher head0.178
Teacher spread0.156 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

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
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of British Columbia Press eBooks→Same topicCanadian Identity and History→French-language works237,207→