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Record W1909106907 · doi:10.29173/pandpr21167

Listening to the Literal: Orientations Towards How Nature Communicates

2013· article· en· W1909106907 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.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenuePhenomenology & Practice · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous and Place-Based Education
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsActive listeningNatural (archaeology)Literal (mathematical logic)PedagogyPsychologyMathematics educationSociologyLinguisticsCommunicationGeography

Abstract

fetched live from OpenAlex

This paper begins with an assumption that the natural world is literally able to speak. What follows is research around a new place-based, ecological and imaginative public school in Maple Ridge, BC. The school has no building to speak of as there is an attempt being made, as part of the day-to-day pedagogical practice, to listen to the more-than-human as an active voice and co-teacher thereby moving from human teachers/researchers speaking in, about and for the more-than-human towards speaking with and listening to it. Drawing on our lived experience as researchers, theorists, and ecological educators, this paper proposes to draw on the student voices at the Environmental School to posit a series of five distinct orientations. Each of these orientations is potentially available to us and each offers a different way to understand, attend to and communicate with the natural world. These orientations have implications, if taken seriously, for educational practice and content. In this paper, we focus on clarifying these orientations and anchor them with examples from interviews done over the course of several school years with three different students. We end the paper by pointing out some of the educational implications that might arise if we are to take these students and, as a result, the proposed orientations seriously.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.879
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.020
GPT teacher head0.353
Teacher spread0.333 · 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