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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.504
Threshold uncertainty score0.575

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.253
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