Evidence map›Paper›PMID 42305637›Full record

ReviewUrban informatics2026

Controlled environment agriculture as urban infrastructure: advancing a public agenda for spatial equity.

Xudong Rao, Azlan Zahid, Xinyue Ye, Devika Jain, Nick Duffield

Abstract readReview
In one paragraph

Review in Urban informatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Xudong Rao *Department of Agricultural Economics, Texas A&M AgriLife Research, Texas A&M University System, Fort Worth, TX 76244 USA.
Azlan Zahid *Department of Biological and Agricultural Engineering, Texas A&M AgriLife Research, Texas A&M University System, Dallas, TX 75252 USA.
Xinyue YeDepartment of Geography and the Environment & ALA-GAINS (Alabama Geospatial AI & INformation Science) Hub & Alabama Center for the Advancement of AI, University of Alabama, Tuscaloosa, AL 35487 USA.
Devika JainCenter for Geographic Analysis, Harvard University, 1737 Cambridge Street, Cambridge, 02138 USA.
Nick DuffieldDepartment of Electrical and Computer Engineering & Texas A&M Institute of Data Science, Texas A&M University, College Station, TX 77840 USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Controlled Environment Agriculture (CEA) has emerged as a high-tech solution to urban food security. However, its development has largely been driven by venture capital and profit-maximizing imperatives, resulting in limited CEA scalability, narrow crop diversity, and minimal engagement with issues of spatial equity-defined here as the fair distribution of food infrastructure across urban geographies. This Perspective calls for a paradigm shift: positioning CEA not as a standalone technological fix, but as a component of urban infrastructure that integrates into urban systems to deliver co-benefits for food justice, public health, and environmental resilience. We argue that the public value of CEA should be a central aim of CEA deployment, guiding both research and planning agendas. To advance this vision, we highlight the potential of Geospatial Artificial Intelligence (GeoAI) and High-Performance Computing (HPC) as underexplored tools to enable adaptive crop management, site-specific decision support, and identify underserved communities for targeted interventions. When combined with urban informatics approaches, these technologies can help embed CEA within inclusive, data-informed, and climate-resilient city systems. We conclude by outlining priorities for a public-interest CEA agenda that aligns with sustainable urban development and spatial justice.

Indexed as

Controlled environment agriculturePublic infrastructureSpatial justiceSustainable planningUrban food systems

Identifiers

PMID42305637
PMCPMC13265594

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.