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Record W6892555711 · doi:10.5281/zenodo.10436858

Eastern Canada's Unified Heritage Building Database (EC-UHBD)

2023· dataset· fr· W6892555711 on OpenAlexaffabout

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typedataset
Languagefr
FieldEngineering
TopicProsthetics and Rehabilitation Robotics
Canadian institutionsMcGill University
Fundersnot available
KeywordsFocus (optics)Cultural heritageWork (physics)Database design

Abstract

fetched live from OpenAlex

This database merges details on heritage-listed buildings from multiple Eastern Canadian registers. A focus on structural characteristics available were able to be harmonized in this database including: construction date, number of stories, building materials, location, use type and links to the orginal building. Data are still preliminary and in review. The building registers are listed here: Parks Canada Federal Database of Historic Buildings (Parks Canada, 2018) Historic Places (Parks Canada, 2001) Répertoire du patrimoine du Québec (Québec, 2013. Grande Répertoire du patrimoine bâti de Montréal (Montreal.ca, 2021a) L’inventaire des propriétés municipales d’intérêt patrimonial (Montreal.ca, 2021b) Le patrimoine du Vieux-Montréal en détail (Montreal.ca, 2021c) Répertoire du patrimoine bâti (Ville de Québec, 2023) Ontario Trust Database (Ontario Heritage Trust, 2023) Lieux de culte du Québec (Conseil du patrimoine religieux du Québec, 2011)

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 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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient 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: Dataset · Consensus signal: Dataset
Teacher disagreement score0.027
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0020.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.032

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 head0.027
GPT teacher head0.233
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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicProsthetics and Rehabilitation RoboticsFrench-language works237,207