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Record W4241121742 · doi:10.3138/9781442663077-fm

Frontmatter

2013· book-chapter· en· W4241121742 on OpenAlexafffundabout
Mary Anne Waldron

Bibliographic record

VenueUniversity of Toronto Press eBooks · 2013
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsECW Press (Canada)
FundersFederation for the Humanities and Social SciencesUniversity of TorontoOntario Arts CouncilGovernment of CanadaSocial Sciences and Humanities Research Council of CanadaCanada Council for the Arts
KeywordsMedicine

Abstract

fetched live from OpenAlex

Free to Believe investigates the protection for freedom of conscience and religion -the fi rst of the "fundamental freedoms" listed in the Canadian Charter of Rights and Freedoms -and its interpretation in the courts. Through an examination of decided cases touching on the most controversial issues of our day, such as abortion, same-sex marriage, and minority religious practices, Mary Anne Waldron explores how the law has developed in the way that it has, the role that freedom of conscience and religion play in our society, and the role it could play in making it a more open, peaceful, and democratic place.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.186
Threshold uncertainty score0.265

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.8140.579

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 head0.032
GPT teacher head0.238
Teacher spread0.206 · 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
Published2013
Admission routes3
Has abstractyes

Explore more

Same venueUniversity of Toronto Press eBooksSame topicMulticultural Socio-Legal StudiesFrench-language works237,207