Evidence map›Paper›PMID 42441342›Full record

ArticleJournal of the Royal Society of New Zealand2026

Community Participation as a Pathway to Strengthen National Precipitation Isotope Products in New Zealand.

Bruce D Dudley, Alice F Hill, Andy McKenzie, Peter W Holder, W Troy Baisden, Stephen Collins, James Dare, Michael Darling, Russell D Frew, Scott L Graham and 14 more

Abstract read
In one paragraph

Article in Journal of the Royal Society of New Zealand, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

24 authors.

Bruce D DudleyEarth Sciences New Zealand Christchurch New Zealand.ORCID https://orcid.org/0000-0002-8937-4310
Alice F HillNew Zealand Department of Conservation Nelson New Zealand.ORCID https://orcid.org/0000-0003-4089-5147
Andy McKenzieNew Zealand Qualifications Authority Wellington New Zealand.
Peter W HolderLincoln University Lincoln New Zealand.ORCID https://orcid.org/0000-0003-2942-7289
W Troy BaisdenMotu Economic and Public Policy Research Wellington New Zealand.ORCID https://orcid.org/0000-0003-1814-1306
Stephen CollinsHorizons Regional Council Palmerston North New Zealand.
James DareBay of Plenty Regional Council Tauranga New Zealand.
Michael DarlingOritain Global Limited Dunedin New Zealand.
Russell D FrewOritain Global Limited Dunedin New Zealand.ORCID https://orcid.org/0000-0002-6138-2116
Scott L GrahamNew Zealand Institute for Bioeconomy Science Lincoln New Zealand.ORCID https://orcid.org/0000-0002-4751-9868
Robert van HaleOritain Global Limited Dunedin New Zealand.
Travis W HortonUniversity of Canterbury Christchurch New Zealand.ORCID https://orcid.org/0000-0003-0558-2970
Elizabeth D KellerEarth Sciences New Zealand Wellington New Zealand.ORCID https://orcid.org/0000-0002-9408-9215
Shelley MacDonellUniversity of Canterbury Christchurch New Zealand.ORCID https://orcid.org/0000-0001-9641-4547
Jack McMeckingUniversity of Canterbury Christchurch New Zealand.
Jeffrey J McDonnellSchool of Environment and Sustainability University of Saskatchewan Saskatoon Canada.ORCID https://orcid.org/0000-0002-3880-3162
Magali F NehemyDepartment of Earth and Environmental Science University of British Columbia Okanagan Kelowna Canada.ORCID https://orcid.org/0000-0002-2212-3592
Ewen RodwayEnvironment Southland Invercargill New Zealand.
Zane ShadboltUniversity of Canterbury Christchurch New Zealand.
Cerra SimmonsDepartment of Earth and Environmental Science University of British Columbia Okanagan Kelowna Canada.ORCID https://orcid.org/0009-0004-5008-5521
Andrew SwalesEarth Sciences New Zealand Hamilton New Zealand.ORCID https://orcid.org/0000-0003-1385-8017
Michael K StewartEarth Sciences New Zealand Wellington New Zealand.ORCID https://orcid.org/0000-0001-8636-4152
Vanessa TrompetterEarth Sciences New Zealand Wellington New Zealand.
Thomas WöhlingDresden University of Technology Dresden Germany.ORCID https://orcid.org/0000-0003-2963-0965

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Accurate environmental and climate modelling depends on the availability of large observational datasets, yet the generation of such data is often costly and logistically challenging for individual research groups. This limitation is particularly acute in New Zealand, where geographic isolation, complex topography, and strong climatic gradients require dense observational networks for robust national and regional scale modelling. Here we present New Zealand's national precipitation isotope database, compiled through a community data-collection effort. The database integrates historical and contemporary datasets with varied analytical methods, sampling strategies, and temporal coverage. To enable combined use of these data, we describe a standardisation framework, including weighting using gridded precipitation data, and alignment of sampling periods to calendar months. We then show how the database updates and improves the Precipitation Isotopes New Zealand (PINZ) machine-learning isoscapes. Incorporation of newly contributed data, particularly from inland and high-elevation regions, reduces overall root mean square error relative to earlier model versions and substantially expands the model's area of applicability in New Zealand. Our results highlight that further advances will benefit from the availability of submonthly precipitation isotope measurements and improved coverage of alpine environments. We show that community participation offers a practical pathway to strengthening national precipitation isotope products and their application across hydrology, climate science, and related environmental science disciplines.

Indexed as

environmental datasetsisoscapesmachine learningNew Zealandprecipitation isotopesspatial predictionstable isotope hydrologyXGBoost

Identifiers

PMID42441342
PMCPMC13336566

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.