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Record W7022361789

[no title]

2023· other· en· W7022361789 on OpenAlexaboutno aff

Bibliographic record

VenueDirectory of Open access Books (OAPEN Foundation) · 2023
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousLivelihoodEconomic JusticeWork (physics)Traditional knowledge
DOInot available

Abstract

fetched live from OpenAlex

Enough! insists there is enough for all. Creating such a future is not about producing more or living with less. Instead, it starts with rethinking our politics, economics and approach to livelihoods. Mary Lawhon and Tyler McCreary develop a “modest approach” to justice and sustainability, drawing on ecology and postcolonial theory, as well as their research on infrastructure in African cities and the Canadian north. The authors chart a pathway beyond modernist and arcadian environmentalisms, emphasizing uncertainty while holding onto hope for creating better worlds. The chapters tack between conceptual contours, concrete examples, proposed inventions, and personal narrative. Theorizing from the struggles of the global south and Indigenous peoples, Enough! proposes delinking livelihoods from work through a redistributive basic income, which enables enough without overreliance on modern states. It also enables us to prevent conflicts over jobs, reduce some types of production, and deploy resources towards building postcapitalist worlds.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Open science, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Open science, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.249
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0020.003
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0050.003
Science and technology studies0.0010.001
Scholarly communication0.0100.013
Open science0.0250.013
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0790.058

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 head0.150
GPT teacher head0.456
Teacher spread0.306 · 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; both teacher heads agree on what is shown here.

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
Published2023
Admission routes1
Has abstractyes

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Same venueDirectory of Open access Books (OAPEN Foundation)French-language works237,207