Evidence map›Paper›PMID 40702021›Full record

ArticleScientific data2025

Swiss data quality: augmenting CAMELS-CH with isotopes, water quality, agricultural and atmospheric data.

Thiago V M do Nascimento, Marvin Höge, Ursula Schönenberger, Sandra Pool, Rosi Siber, Martina Kauzlaric, Maria Staudinger, Pascal Horton, Marius G Floriancic, Florian R Storck and 3 more

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In one paragraph

Article in Scientific data, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

13 authors.

Thiago V M do NascimentoEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland. thiago.nascimento@eawag.ch.ORCID http://orcid.org/0000-0001-6213-8310
Marvin HögeEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland.
Ursula SchönenbergerEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland.
Sandra PoolEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland.
Rosi SiberEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland.
Martina KauzlaricGeographisches Insitut, Universität Bern, Bern, Switzerland.
Maria StaudingerDepartment of Geography, University of Zurich, Zurich, Switzerland.
Pascal HortonGeographisches Insitut, Universität Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0003-0466-0359
Marius G FloriancicETH Zürich, Zurich, Switzerland.
Florian R StorckHydrology Division, Federal Office for the Environment, 3003, Bern, Switzerland.ORCID http://orcid.org/0000-0002-2706-3808
Päivi RintaHydrology Division, Federal Office for the Environment, 3003, Bern, Switzerland.
Jan SeibertDepartment of Geography, University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-6314-2124
Fabrizio FeniciaEawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite the growth of large-sample hydrology (LSH) datasets, water quality data remain scarce. Here, we introduce CAMELS-CH-Chem, an extension of CAMELS-CH (Catchment Attributes and Meteorology for Large-sample Studies in Switzerland), incorporating up to 40 water quality parameters for 115 Swiss catchments from 1981 to 2020. The dataset includes hourly and daily time series of measurements of water temperature, dissolved oxygen, pH, and electrical conductivity; as well as (bi)monthly measurements of dissolved organic carbon (DOC), total organic carbon (TOC), alkalinity (

Identifiers

PMID40702021
PMCPMC12287458

What OpenQuestion holds

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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.