MétaCan
Menu
Back to cohort
Record W4416588228 · doi:10.24306/plnxt/116

Planning ahead: Toward a critical, environmental, just, and action-oriented planning theory, practice, and journal

2025· article· W4416588228 on OpenAlexaff
Elisa Privitera

Bibliographic record

VenueplaNext - Next Generation Planning · 2025
Typearticle
Language
FieldSocial Sciences
TopicUrban Planning and Governance
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsContext (archaeology)PoliticsValue (mathematics)Spatial planningCritical theoryEconomic JusticeField (mathematics)Urban planning

Abstract

fetched live from OpenAlex

This essay contributes to the 10th Anniversary Special Issue of plaNext – Next Generation Planning by offering reflections and ideas for inspiring a renewed roadmap in planning theory and practice that more systematically incorporates tools and contents from emerging critical disciplines. It emphasizes the crucial contributions that young researchers and planners can make through their work, as well as the potential of a journal led by early-career scholars—such as plaNext—to shape the field. The paper introduces the contemporary challenges facing planners within the context of the current global polycrisis, i.e., crisis of the ecosystem, society, democracy, and knowledge. Such a polycrisis will be linked to the urgent need for renewal in the field and a rethinking of how planning scholars and practitioners contribute to and engage with societal transformation and existing inequities and injustices. Drawing on emerging critical disciplines—including critical ecofeminism, critical disability studies, critical environmental justice, critical heritage studies and critical eco-museology, multispecies justice and critical animal studies, critical food studies, and urban political ecology—the essay explores how these perspectives have brought an ecosystemic understanding of the axes of power that drive inequality and injustice. It examines the extent to which these perspectives have already been incorporated into planning studies, the added value of integrating their critical tools, and the potential for planners and policymakers to engage in spatial and practical experimentation with these provocative concepts. Finally, the essay outlines some ideas for what a journal like plaNext could do for providing a space for innovative theoretical developments while supporting action- and justice-oriented work—both of which are increasingly crucial in today’s global context.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.304
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0050.001
Scholarly communication0.0030.003
Open science0.0000.000
Research integrity0.0010.002
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 head0.096
GPT teacher head0.368
Teacher spread0.272 · 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.

Study designNot applicable
Domainnot available
GenreEmpirical

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

Explore more

Same venueplaNext - Next Generation PlanningSame topicUrban Planning and GovernanceFrench-language works237,207