MétaCan
Menu
Back to cohort
Record W2155100577 · doi:10.1017/s0940739112000355

Heritage Inc.: A Mini-Symposium on Heritage Protection and Private Actors. Held at the Faculty of Law, University of British Columbia, Vancouver, Canada, 16 March 2012

2012· article· en· W2155100577 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueInternational Journal of Cultural Property · 2012
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicArchaeological Research and Protection
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPolitical scienceLawColumbia universityPublic administrationLibrary scienceSociologyMedia studies

Abstract

fetched live from OpenAlex

In response to the emerging phenomenon of the role of nonstate actors in heritage protection and preservation, a one-day symposium took place on 16 March 2012 in the new Allard Hall building of the Faculty of Law at the University of British Columbia in Vancouver, Canada. The conference was officially opened by Dean of Law, Professor Mary Anne Bobinski and received financial support from the University of British Columbia, Faculty of Law Conference Fund; the Pacific Northwest Canadian Studies Consortium; and Golder Associates Ltd. The conference brought together seven experts from both academia and practice to discuss contemporary practices and emerging legal and sociological trends in heritage protection by private actors.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.447
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.228
Teacher spread0.200 · 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