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Record W7101002543

ACKNOWLEDGEMENTS

2005· article· en· W7101002543 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Capital and Networks
Canadian institutionsnot available
Fundersnot available
KeywordsExecutive directorWork (physics)Project teamImmigrationSocial capitalGovernment (linguistics)Project managementDiversity (politics)
DOInot available

Abstract

fetched live from OpenAlex

Following consultations with senior officials across federal departments, the PRI's Social Capital Project was formally launched in January 2003 at an interdepartmental meeting of Assistant Deputy Ministers responsible for policy and research. Carried out under the guidance of the PRI's Executive Director, Jean-Pierre Voyer, the project team at the outset consisted of Jeff Frank, Catherine Demers and Robert Judge. Lori Brooks later joined the team, providing assistance with research activities and event coordination. Sandra Franke, initially on part-time secondment from Statistics Canada, came aboard to work on measurement issues, later joining the PRI full time. Also contributing her expertise on issues of diversity was Jean Lock Kunz. This expertise was applied during the development of the international conference on social capital, immigrant integration and diversity, which was the first investigation of the role of social capital in a particular policy area- Catherine and Jean took the lead on that initiative. Sylvain Côté contributed to this collaborative effort from the OECD. Jeff Frank was project director throughout this phase of activity. When he went on parental leave in Spring 2004, Catherine Demers was project director from April 2004 to March 2005, and oversaw project activities in developing the thematic policy studies. Jeff rejoined the team in the spring of 2005, coordinating the finalization and dissemination of the project products.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: none
Teacher disagreement score0.771
Threshold uncertainty score0.991

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 communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0270.010

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 head0.025
GPT teacher head0.327
Teacher spread0.302 · 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
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
Published2005
Admission routes1
Has abstractyes

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