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Record W3084271305

GRAND CHALLENGE No. 4: CURRICULUM DESIGN – Curriculum Matters: Case Studies from Canada and the UK

2020· article· en· W3084271305 on OpenAlex
John R. Welch, Michael Corbishley

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

VenueDigitalCommons (California Polytechnic State University) · 2020
Typearticle
Languageen
FieldArts and Humanities
TopicCultural Heritage Management and Preservation
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumPolitical scienceSociologyEngineering ethicsPedagogyEngineering
DOInot available

Abstract

fetched live from OpenAlex

Archaeology in the 21st century faces outward more than inward, with many archaeologists working on projects that actively involve young people, descendant communities, diverse colleagues and clients, and the general public. The ways and means of learning and teaching about the past, as outlined in the curricula of primary, secondary, and post-secondary schools, always reflect the prevalent pedagogies of the age. Our paper comments upon two different ways of learning about archaeology. First, it presents an online university graduate program in Canada for post-Baccalaureate Cultural Resource Management (CRM) practitioners and a module on archaeology and education, which may form part of a variety of Master’s degrees in the UK. Second, it examines the ways in which archaeology has been introduced into a range of subjects in the National Curricula of the UK. Our goal is to inspire critical reflection upon the connections between the social milieu in which we teach and learn and the scope and focus of curricula and pedagogy in archaeology. We conclude with comments on current dynamics and desired futures at the fascinating interface of archaeology and education.

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.253
Threshold uncertainty score0.749

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.053
GPT teacher head0.206
Teacher spread0.152 · 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