MétaCan
Menu
Back to cohort
Record W4242775094 · doi:10.21810/sfuer.v2i.334

Editorial

2008· editorial· es· W4242775094 on OpenAlex
Charles Scott

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.

venuePublished in a venue whose home country is Canada.
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

VenueSFU Educational Review · 2008
Typeeditorial
Languagees
FieldComputer Science
TopicChaos, Complexity, and Education
Canadian institutionsnot available
Fundersnot available
KeywordsGeology

Abstract

fetched live from OpenAlex

Once again, in this its second issue, the SFU Educational Review offers a further forum for the various ideas generated at the annual Education With/Out Borders (EWOB) conference.Fiona McKeller's somewhat iconic image on the cover illustrates the dual nature of borders in both providing reasonable and directive boundaries and, by their very nature, the possibilities of breaching or bending those boundaries.Relatedly, her fascinating video of Education With/Out Borders and its genesis provides a fascinating retrospective on the evolution of EWOB, and it is interesting to see the various perspectives taken on the concept of borders, on the conference itself, and, in a larger sense, how these might define or at least question notions of scholarship and scholarly activity: a necessarily perennial and evolving consideration.This issue of the journal sees six worthy contributions whose themes overlap, covering narrative, complexity, sites of learning, and, yes, borders.Susan Barber explores the ways in which teachers' own stories can help them develop their senses of themselves as teachers; she proposes a new genre: pedagogical literature.She goes on to write: "If students who are becoming teachers can access a variety of stories about how identity is changing as they are in the process of becoming teachers, as well as learning about how they might handle situations they have not yet come across, they might be able to translate some of this knowledge into real life."Further, Barber takes a holistic approach to the roles and identities of teachers, seeing them develop in and through the relationships in the classroom and surrounding social spheres.She offers a practical end: "If students who are becoming teachers can access a variety of stories about how identity is changing as they are in the process of becoming teachers, as well as learning about how they might handle situations they have not yet come across, they might be able to translate some of this knowledge into real life."The intersections of literature, identity, and pedagogy which, interacting together, shift the borders of each.This is exactly the theme that Craig Newell works with in his paper on the applications of complexity theory to education.He asks us to consider a synergistic shift from the student to the collective class and its interactions as the systemic locus of learning.Further, in exploring the work of Brent Davies, Dennis Sumara, and Elaine Simmt, he suggests this system may be adaptive: we no longer consider individual learners but a self-organizing, collective learning system.Citing Davies and Summara, Newell notes that complexity cannot be scripted into the classroom but it can be occasioned.Just such an occasioning occurred with the publication of his paper.He had included an image of sandpipers taking off as a flock from a beach to illustrate the principle of emergence, and had found the image on the website of a Bed-and-Breakfast in New Brunswick.(One of the reviewers of Newell's paper had commented: "A beautiful and excellent choice of image to show concepts of selforganization in complex systems.")The owners of the website gave their consent to use of the image in what might represent a charming first: likely the first time the owners of a Bed-and-Breakfast have ever had their intellectual property acknowledged in an academic journal.

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.180
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0030.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.006

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 head0.037
GPT teacher head0.349
Teacher spread0.312 · 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