MétaCan
Menu
Back to cohort

Social Policy in Canada

2014· reference-entry· en· W1948285289 on OpenAlexaboutno aff
Micheal L. Shier, John R. Graham

Bibliographic record

VenueEncyclopedia of Social Work · 2014
Typereference-entry
Languageen
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsSocial policySocial changePolitical scienceContextualizationContext (archaeology)Period (music)Social WelfareSocial transformationCorporate governanceIdeologyEconomic growthSociologyEconomicsPoliticsGeography

Abstract

fetched live from OpenAlex

Abstract The focus and aim of social policy in Canada have in part been determined by the unique sociohistorical and cultural context of the country. This entry provides a brief overview of the leading factors that have contributed to the development of social policy in Canada. Emphasis is placed on the economic, social, and cultural context of the development of the country, along with the system of governance and the ideological framework among the general populace. Following this contextualization, four dominant periods of social policy are described. These include the residual period, the emerging institutional period, the institutional period, and the postinstitutional period. In each era the forces leading to specific social policy outcomes are described. These include aspects of the changing economic system and emerging cultural and social needs among the population. Key social policies in each era are introduced and described. Fundamental to each period of social policy development are the efforts of the voluntary sector. In conclusion, future trends in social policy and social welfare in Canada are discussed.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.313
Threshold uncertainty score0.796

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.009
Science and technology studies0.0220.005
Scholarly communication0.0090.002
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0130.001

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 head0.017
GPT teacher head0.295
Teacher spread0.278 · 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 source (direct Gemma or distilled Codex), 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

Citations2
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueEncyclopedia of Social WorkSame topicSocial Sciences and GovernanceFrench-language works237,207