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Record W2963579363

Reading Humanitarian Heroes for Global Citizenship Education?: Curriculum Critique of a Novel Study on Craig Kielburger's "Free the Children".

2019· article· en· W2963579363 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueGlobal education review · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicCritical and Liberation Pedagogy
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsGlobal citizenship educationSociologyGlobal citizenshipCurriculumReading (process)CitizenshipViewpointsHegemonyUnit (ring theory)PedagogyLawPolitical sciencePoliticsMathematics educationPsychology
DOInot available

Abstract

fetched live from OpenAlex

Literature classrooms hold great potential to educate students for critical global citizenship through serious engagement with marginalized stories that test or subvert mainstream knowledges and structures, including the familiar humanitarian framework that dominates Western thinking about the Global South. Unfortunately, much existing literary curriculum in the Global North often does just the opposite. Instead, Western-oriented texts and safe, traditional reading practices contribute to a form of global citizenship that perpetuates Western hegemony and limits expressions of citizenship to benevolent actions. This is especially the case where global citizenship curriculum is developed by NGOs and humanitarian organizations, such as Me to We, a popular social enterprise with increasing influence over education in Canada, the U.S. and the U.K. Using the frameworks of critical global citizenship education, Slaughter’s (2006) theory of humanitarian reading, and Stone-Mediatore’s (2003) notion of reading for enlarged thought, this paper will undertake a close reading of the unit materials for Free the Children, a unit developed by Me to We, which aspires to educate for global citizenship. Unit activities problematically appropriate the voices and viewpoints of child laborers in South Asia by establishing dichotomies between readers and the populations that Me to We aspires to help. This unit provides a means by which to examine the effectiveness of reading a memoir by an exemplary humanitarian, particularly when unit activities are framed by an organization with a particular humanitarian agenda.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.816
Threshold uncertainty score0.518

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.034
GPT teacher head0.419
Teacher spread0.385 · 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