Evidence map›Paper›PMID 41537169›Full record

Articlenpj urban sustainability2026

Conventional approaches to indicators and metrics undermine urban climate adaptation.

Marta Olazabal, Andressa V Mansur, Samraj Sahay, Laura Helmke-Long, Massimiliano Granceri Bradaschia, Ane Villaverde, Leire Garmendia, Prince Dacosta Aboagye, Ayyoob Sharifi, Obed Asamoah and 5 more

Abstract read
In one paragraph

Article in npj urban sustainability, 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

15 authors.

Marta OlazabalBasque Centre for Climate Change (BC3), Leioa, Spain.
Andressa V MansurBasque Centre for Climate Change (BC3), Leioa, Spain.
Samraj SahayIndependent Researcher, New Delhi, India.
Laura Helmke-LongIndiana University, O'Neill School of Public and Environmental Affairs, Bloomington, IN USA.
Massimiliano Granceri BradaschiaUniversity Iuav of Venice, Department of Architecture and Arts, Venice, Italy.
Ane VillaverdeUniversity of the Basque Country (UPV/EHU), School of Engineering, Bilbao, Spain.
Leire GarmendiaUniversity of the Basque Country (UPV/EHU), School of Engineering, Bilbao, Spain.
Prince Dacosta AboagyeNagoya University, Graduate School of Civil and Environmental Engineering, Nagoya, Japan.
Ayyoob SharifiHiroshima University, The IDEC Institute & Network for Education and Research on Peace and Sustainability (NERPS), Hiroshima, Japan.
Obed AsamoahIpsos Centre for Development Research and Evaluation, Ipsos, Accra, Ghana.
Patricia MwangiKenyatta University, Department of Spatial and Environmental Planning, Nairobi, Kenya.
William LewisBasque Centre for Climate Change (BC3), Leioa, Spain.
Borja IzaolaUniversity of the Basque Country (UPV/EHU), Bilbao, Spain.
Ellie MurtaghBritish Red Cross, West Point House, Edinburgh, United Kingdom.
Ira FeldmanAdaptation Leader, Washington, DC USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Measurement is essential for effective adaptation management and operation, and indicators and metrics (I&M) have a pivotal role. Surprisingly, systematic efforts to assess advances in the provision of adaptation I&M are scarce, and those that do exist often lack in-depth analysis of the types, characteristics, and applicability of the collected information. Here, we analyse 137 publications and 901 I&M sourced in the scientific literature (2007-2022) to measure adaptation to climate change in urban areas where governments are increasingly placing efforts to prepare populations and infrastructures. A lack of common terminology, standardisation, and guidelines has resulted in a field that is complex to track and understand. This complexity has led to a fragmented methodological landscape, marked by diverse, context-dependent, and occasionally conflicting approaches to the development of I&M. We argue that conventional approaches to I&M are largely inadequate and must better emphasise quantifiability, long-term assessment, and alignment with policy objectives.

Indexed as

Climate sciencesEcologyEnvironmental sciencesEnvironmental social sciences

Identifiers

PMID41537169
PMCPMC12795751

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.