MétaCan
Menu
Back to cohort
Record W2888055949 · doi:10.3138/9781487515447

Regulating Professions: The Emergence of Professional Self-Regulation in Four Canadian Provinces

2018· book· en· W2888055949 on OpenAlexaboutno aff
Tracey L. Adams

Bibliographic record

VenueProject Muse (Johns Hopkins University) · 2018
Typebook
Languageen
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Self-regulation has long been at the core of sociological understandings of what it means to be a "profession." However, the historical processes resulting in the formation of self-regulating professions have not been well understood. In Regulating Professions, Tracey L. Adams explores the emergence of self-regulating professions in British Columbia, Ontario, Quebec, and Nova Scotia from Confederation to 1940. Adams’s in-depth research reveals the backstory of those occupations deemed worthy to regulate, such as medicine, law, dentistry, and land surveying, and how they were regulated. Adams evaluates sociological explanations for professionalization and its regulation by analysing their applicability to the Canadian experience and especially the role played by the state. By considering the role of all those involved in creating the professional landscape in Canada, Adams provides a clear picture of the process and illuminates how important this has been in building Canadian institutions and society

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.828
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.027
GPT teacher head0.269
Teacher spread0.242 · 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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueProject Muse (Johns Hopkins University)Same topicSocial Sciences and GovernanceFrench-language works237,207