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Record W4290565948 · doi:10.52289/hej9.205

Addressing the elephant in the room: Ethics as an organizing concept in history education

2022· article· en· W4290565948 on OpenAlexaff
Lindsay Gibson, Andrea Milligan, Carla L. Peck

Bibliographic record

VenueHistorical Encounters A journal of historical consciousness historical cultures and history education · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsUniversity of AlbertaUniversity of British Columbia
Fundersnot available
KeywordsAotearoaCurriculumSociologyHistorical thinkingEngineering ethicsPedagogyEnvironmental ethicsGender studies

Abstract

fetched live from OpenAlex

Ethics is the proverbial ‘elephant in the room’ in history education in settler-colonial nations. It is foundational to teaching and learning history and engaging with the ongoing effects of the past in the present. Yet its place in history curricula and teaching continues to be ignored, understated, confused, and challenged. This article illustrates how ethical judgment is central to four commonly identified rationales for teaching history in schools: citizenship education, historical consciousness, historical thinking, and difficult histories. The article urges more explicit attention to ethics as an organizing concept in history education to enable students to appreciate the complex lived realities that constitute history and to explore the diverse perspectives that have contributed to sometimes-difficult decisions. We argue that ethics can humanize history, enrich students’ historical understandings, and offer a usable past. However, given the varied approaches to ethical judgment across the four orientations to teaching history, we stress the need for the mindful deployment of ethical judgment in curriculum design. Using an example from the 2021 draft Aotearoa New Zealand’s Histories curriculum, we demonstrate what “ethical judgment” could be called upon to do, and the impoverished approach to history education that would exist without it.

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)0.008
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0110.045
Scholarly communication0.0080.009
Open science0.0010.009
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0040.000

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 head0.165
GPT teacher head0.389
Teacher spread0.224 · 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 designTheoretical or conceptual
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

Citations11
Published2022
Admission routes1
Has abstractyes

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