MétaCan
Menu
Back to cohort
Record W2789472355 · doi:10.1177/0013161x18761345

Leadership for Democracy in Challenging Times: Historical Case Studies in the United States and Canada

2018· article· en· W2789472355 on OpenAlexaboutno aff
Lauri Johnson, Yoon K. Pak

Bibliographic record

VenueEducational Administration Quarterly · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsnot available
Fundersnot available
KeywordsDemocracyCurriculumInclusion (mineral)CitizenshipSociologyProfessional developmentPublic administrationEducational leadershipPolitical scienceContextualizationCurriculum developmentPedagogyPublic relationsSocial scienceLaw

Abstract

fetched live from OpenAlex

Purpose: This article focuses on the role of school and district leadership in the development and implementation of reform aimed at increasing racial and religious tolerance. It chronicles the rise of intercultural and democratic citizenship curriculum in three North American sites—Springfield, Massachusetts, Kirkland Lake, Ontario, and San Diego, California—during the 1940s. Research Method: Parallel historical case studies were conducted using traditional historical research methods through the analysis of archival documents, school district memos, school board minutes, and contextualization through relevant secondary source literature. Findings: School and district leaders supported curriculum innovation aimed at prejudice reduction and propaganda analysis, networked and collaborated with community organizations, and used foundation funding to support curriculum and professional development for racial and religious inclusion. Implications: These cases highlight the critical role of leadership to support democracy in the development of partnerships between school and district personnel, community activists, and civic foundations; the establishment of advocacy networks across borders; and the “borrowing” of diversity policies from other school districts, which were adapted to their unique community contexts. This historical study has implications for how current school leaders might “lead for democracy” in challenging times.

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)0.003
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.130
Threshold uncertainty score0.946

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.008
Science and technology studies0.0540.010
Scholarly communication0.0060.002
Open science0.0020.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.253
GPT teacher head0.427
Teacher spread0.173 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations7
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueEducational Administration QuarterlySame topicEducator Training and Historical PedagogyFrench-language works237,207