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Record W4391688578 · doi:10.51644/9781554581146-001

Acknowledgements

2007· book-chapter· en· W4391688578 on OpenAlexaff

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicLegal principles and applications
Canadian institutionsUniversity of Winnipeg
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Writing a book about obligations necessarily involves the accumulation of new responsibilities, new debts, new obligations.Anyone who knows me well will know that Romantic Hospitality is indebted, first and foremost, to David L. Clark.A gifted scholar, the most giving of mentors, David continues to show me a generosity that far exceeds any possibility of restitution on my part.The irresistible pull of an inadequate economy of exchange nevertheless compels me to say to him, at the very least and with the deepest sincerity, "thank you."I am also compelled to thank a number of others who have helped, each in their own way, to make this book possible.They include Reeve Parker (for good conversation and the use of his office); Tilottama Rajan (for her encouragement and tough questions); Nicholas Halmi (for letters, references, and clearing up questions of translation); Grace Kehler and the late Sylvia Bowerbank (for asking me to think otherwise); Dana Hollander and Patrick J. Ryan (for their many helpful comments and suggestions); George Grinnell and Murray J.Evans (for always having ears to bend); Matt Kavanagh and Jake Kennedy (for much-needed rounds at Chedoke); the entire nassr community (for invaluable feedback over the years); the readers and editorial staff of the Wilfrid

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)0.006
metaresearch head score (Gemma)0.045
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 score0.449
Threshold uncertainty score0.641

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.045
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.003
Science and technology studies0.0020.001
Scholarly communication0.0040.002
Open science0.0030.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.5510.407

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 head0.092
GPT teacher head0.370
Teacher spread0.278 · 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".

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Citations0
Published2007
Admission routes1
Has abstractyes

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