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Record W6949295285 · doi:10.5281/zenodo.15344413

Canada's 2011 Census of Population

2012· dataset· en· W6949295285 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2012
Typedataset
Languageen
FieldComputer Science
TopicResearch Data Management Practices
Canadian institutionsnot available
Fundersnot available
KeywordsCensusMetropolitan areaAmerican Community SurveyPopulationDemographic analysisPopulation statistics

Abstract

fetched live from OpenAlex

These are the CSVs for Statistics Canada's 2011 Census of Population that are listed here. Filename Geographic Level(s) 98-316-XWE2011001-101_CSV.zip Canada, provinces, territories (PRs) 98-316-XWE2011001-701_CSV.zip Census divisions (CDs) 98-316-XWE2011001-301_CSV.zip Census subdivisions (CSDs) 98-316-XWE2011001-201_CSV.zip Census metropolitan areas (CMAs), tracted census agglomerations (CAs) 98-316-XWE2011001-401_CSV.zip Census tracts (CTs) 98-316-XWE2011001-501_CSV.zip Federal electoral districts (FEDs) (2003 representation order) 98-316-XWE2011001-511_CSV.zip Federal electoral districts (FEDs) (2013 representation order) 98-316-XWE2011001-901_CSV.zip Economic regions (ERs) 98-316-XWE2011001-1301_CSV.zip Designated places (DPLs) 98-316-XWE2011001-801_CSV.zip Population centres (POPCTRs) 98-316-XWE2011001-1501_CSV.zip Dissemination areas (DAs) 98-316-XWE2011001-1401_CSV.zip Dissolved census subdivisions (Dissolved CSDs) 98-316-XWE2011001-1601_CSV.zip Forward sortation areas (FSAs) 98-316-XWE2011001-1701_CSV.zip Health regions (HRs) (December 2013)

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Open science, 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 score0.172
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0030.006
Open science0.0070.007
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.002

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 head0.072
GPT teacher head0.286
Teacher spread0.214 · 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
Published2012
Admission routes1
Has abstractyes

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