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Record W6959460794 · doi:10.1017/9781009617802.001

Into the Backcountry

2025· book-chapter· en· W6959460794 on OpenAlexaff

Bibliographic record

VenueCambridge University Press eBooks · 2025
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicAgricultural pest management studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsMetaphorEmbodied cognitionArgument (complex analysis)RhetoricComprehensionRealismPower (physics)Cognition

Abstract

fetched live from OpenAlex

Chapter 1 provides an overview of the central argument of the book. Medical anthropology, psychology, and psychiatry must steer a course between realism and constructivism, integrating the useful features of both perspectives. Metaphor theory and 4-E cognitive science provide ways of integrating cognitive and socio-cultural processes. Metaphor production and comprehension involves cognitive and emotional processes embodied and enacted through rhetoric and social discourse. These practices constitute a hermeneutic circle that can be traced from body to person to social world and back. They show how symbols and things live in the same world. This work has implications for understanding the ways illness experience and healing practices are embedded in larger systems of knowledge/power. The metaphors that arise in individuals’ struggles to make sense of their predicaments and to heal from affliction are borrowed from everyday concepts of mind and body, as well as the political language of power, resistance, and dissent. Every metaphor lends power to a particular view of the world. We must judge the value of metaphors on their moral, political, aesthetic, and pragmatic implications.

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 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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.584
Threshold uncertainty score0.514

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 science0.0010.001
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 head0.015
GPT teacher head0.172
Teacher spread0.157 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

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