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Record W4405290295 · doi:10.36249/4d.73.6050

The last forty years of landscape design and planning

2024· article· en· W4405290295 on OpenAlexaff
Péter Balogh, Gábor Szabó, Anita Szabadics, J. Auer

Bibliographic record

Venue4D Tájépítészeti és Kertművészeti Folyóirat · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsMinistry of Transportation of Ontario
Fundersnot available
KeywordsEnvironmental design and planningLandscape architectureLandscape planningSite planningLandscape designSite planSpace (punctuation)ArchitectureSpatial planningLandscape contractingEnvironmental planningGeographyProcess (computing)Work (physics)Urban planningRegional planningArchitectural engineeringLand-use planningEngineeringComputer scienceCivil engineeringLand useArchaeology

Abstract

fetched live from OpenAlex

The chapter discusses the distinct branches of landscape architecture: landscape design of gardens, parks, urban open spaces, design of registered historic gardens, landscape planning, planning of local green space networks and spatial planning. Landscape design and planning, like architecture, responds to and is fundamentally dependent on the needs and expectations of society. It is therefore important to outline the main social processes of the last forty years.The chapter focuses on the landscape projects realised rather than on the plans, since it is the result of the design process, the completed project, that is most important. It tells us almost everything, about the times in which it was conceived and in which the designer, the client, the constructor and the users existed. The results and social impact of landscape design can be seen mainly in the completed work. There is usually a narrow professional interest in the plans that remain in the drawer.The results of landscape planning and green space planning at local level and spatial planning are only visible many years later, making it more difficult to follow the social impact. Therefore, in the case of landscape planning and green space planning at local and regional level, the chapter is limited to outlining only the trends over four decades.

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)0.002
metaresearch head score (Gemma)0.002
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: Review · Consensus signal: none
Teacher disagreement score0.023
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0030.006
Scholarly communication0.0050.003
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0170.003

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 head0.050
GPT teacher head0.288
Teacher spread0.238 · 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
GenreReview

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
Published2024
Admission routes1
Has abstractyes

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