MétaCan
Menu
Back to cohort
Record W2030890

Reviving the World Wonder: Why Rooftop Gardens Should Cover Urban Landscapes

2011· article· en· W2030890 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRutgers computer & technology law journal · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental, Ecological, and Cultural Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSquare (algebra)IncentiveProcurementAgricultural economicsPublic administrationGeographyPolitical scienceBusinessEconomics
DOInot available

Abstract

fetched live from OpenAlex

I. INTRODUCTION Garden rooftops have existed since ancient Babylonian times. (1) Presently, concerns about the environmental and economic costs of energy use in buildings and cities have led to renewed interest in the potential of such gardens by local, state, and federal governments. (2) In the past decade, for example, Chicago has commenced the design or construction of more than 600 public and private green roofs. (3) The city is especially known for the 20,000 square foot garden crowning its eleven-story City Hall. (4) Of the roughly 770 green roof projects currently under way in the United States--which cover approximately 10.3 million square feet in total--two million square feet, or 19%, belong to Chicago. (5) Chicago is not the only city embracing the idea that there is finally a technologically feasible way to have both a high-rise and a sunny park. (6) Washington D.C. and New York City are also actively promoting rooftop gardens. (7) Today, the public sector has served as the main stimulant of green roof development in these cities through tax incentives, grants, direct procurement, research, and regulations. (8) For example, in 2005 Chicago offered twenty $5,000 grants to encourage homeowners and small businesses to install green roofs. (9) The city also granted $400,000 to Schwab Rehab Hospital to convert its roof into a 10,000 square foot garden. (10) Moreover, international cities have enacted green-roof mandates for the private sector as well. Toronto, Ontario, Canada became the first city in North America to mandate green roofs on private buildings in May 2009 when city legislature passed a by-law which requires green roofs for all new developments. (11) Berlin and Tokyo have also developed mandatory green roof laws. (12) The proposal that follows in this Note, therefore, has a number of successful international models and precedents. (13) This Note will first describe green roof technology, including the varieties of design. Second, the Note will address the environmental and cost-saving benefits of green roofs. A discussion of current public green building initiatives in the United States will follow, including a case study of Newark, New Jersey. Next, the Note will provide examples of green roof initiatives internationally and analyze the legal implications were mandatory green roof legislation adopted in the United States. The author concludes that courts will likely not oppose green roof mandates, and that private developers are likely to comply with such laws. Meaningful environmental and economic impact from urban green roofs can only be accomplished through large-scale implementation, (14) facilitated by progressive zoning regulations. II. GREEN ROOF TECHNOLOGY Green roofs are simply roofs bearing vegetation.... (15) To grow a roof-top garden, there are essentially two approaches to layering the growing medium, diversifying vegetation, and installing irrigation on a green roof: intensive and extensive. (16) An intensive roof is designed with an aesthetic and recreational purpose in addition to the functional benefits. (17) An intensive green roof has a deep substrate, hosts a variety of flora, and requires significant investment for set up and continued maintenance. (18) By contrast, an extensive garden is designed almost exclusively for its functional benefits, such as thermal insulation, fireproofing, and storm-water management. (19) These benefits can be accomplished with a less elaborate plant core, shallower soil, and low-growing vegetation. (20) The basic structure of an extensive garden includes a layer of insulation material and a waterproofing membrane, topped by soil and vegetation. (21) Intensive roof design typically requires the following enhancements to the basic structure: (1) about sixty to two hundred pounds per square foot additional structural support; (2) a minimum of eight inches soil depth, compared to the eight-inch maximum for extensive gardens; (3) widespread plant variety, constrained only by the climate, degree of exposure, substrate depth, and irrigation capacity of the garden, by contrast to the height and weight limits imposed on vegetation in extensive gardens; (4) irrigation systems and maintenance services, compared to the almost no-maintenance nature of extensive gardens. …

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.877
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.034
GPT teacher head0.253
Teacher spread0.219 · 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