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Record W6983714425

Nature's Past Episode 019: Metropolitanism and Environmental History

2011· other· en· W6983714425 on OpenAlexaboutno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2011
Typeother
Languageen
FieldEarth and Planetary Sciences
TopicGeology and Paleoclimatology Research
Canadian institutionsnot available
Fundersnot available
KeywordsFrontierEnvironmental historyMetropolitan areaUrban historySettlement (finance)Meaning (existential)Urban planningUrbanizationEcological footprint
DOInot available

Abstract

fetched live from OpenAlex

In 1954, Canadian historian James Maurice Stockford Careless published an influential article in the Canadian Historical Review, titled “Frontierism, Metropolitanism, and Canadian History” which offered a new approach for understanding the course of Canadian history and the development of the Canadian nation-state. Instead of adopting the US model of a Frontier Thesis, which saw the expansion and development of the United States connected directly to the extension of a westward settlement frontier, Careless proposed a different model based on a Metropolitan Thesis which understood the development of the Canadian nation-state as a function of the interconnections between metropolitan centres and their regional hinterlands. Under this model for understanding Canadian history, the contours of the country’s expansion were determined not by a continuous line of frontier settlement but instead by the radial expansion of urban influence on rural hinterlands. \n \nCareless’s notion of metropolitanism has since played a significant role in environmental history research, most prominently in the work of William Cronon in Nature’s Metropolis and other works in urban environmental history. Borrowing from Careless, this research examines the urban environment in its relationship to rural hinterlands, extending our understanding of the meaning of urban environments beyond the municipal boundaries. The exploitation of natural resources in distant hinterland regions in North America, as far as the northern reaches of the Canada, has in some fashion been influenced by urban consumer demands. Cities consume more resources than their physical footprint can supply and, therefore, they rely upon drawing in resources from an extended hinterland region. \n \nAs such, metropolitanism as an approach to understanding the interconnection between cities and hinterlands has been quite influential in environmental history. On this episode of the podcast, three prominent Canadian environmental history scholars debate the role of metropolitanism in environmental history research.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.856
Threshold uncertainty score0.290

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0140.011
Scholarly communication0.0050.004
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.009
GPT teacher head0.141
Teacher spread0.132 · 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 source (direct Gemma or distilled Codex), 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
Published2011
Admission routes1
Has abstractyes

Explore more

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