Evidence map›Paper›PMID 37150197›Full record

ArticlePhilosophical transactions. Series A, Mathematical, physical, and engineering sciences2023

Sparse observations induce large biases in estimates of the global ocean CO

Judith Hauck, Cara Nissen, Peter Landschützer, Christian Rödenbeck, Seth Bushinsky, Are Olsen

Abstract read
In one paragraph

Article in Philosophical transactions. Series A, Mathematical, physical, and engineering sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Improved air-sea COScience advances · 2026
    Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. A detectable change in the air-sea COScientific reports · 2024
    Article
  9. Climate-driven variability of the Southern Ocean COPhilosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2023
    Article
  10. Sparse observations induce large biases in estimates of the global ocean COPhilosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2023
    Article
  11. Heat and carbon uptake in the Southern Ocean: the state of the art and future priorities.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2023
    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

6 authors.

Judith HauckAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Bremerhaven, Germany.ORCID 0000-0003-4723-9652
Cara NissenAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Bremerhaven, Germany.ORCID 0000-0001-5804-3191
Peter LandschützerFlanders Marine Institute (VLIZ), Ostend, Belgium.ORCID 0000-0002-7398-3293
Christian RödenbeckMax Planck Institut für Biogeochemie, Jena, Germany.ORCID 0000-0001-6011-6249
Seth BushinskySchool of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa, Department of Oceanography, Honolulu, HI, USA.ORCID 0000-0001-5106-4678
Are OlsenGeophysical Institute, University of Bergen, Bergen, Norway.ORCID 0000-0003-1696-9142

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Estimates of ocean [Formula: see text] uptake from global ocean biogeochemistry models and [Formula: see text]-based data products differ substantially, especially in high latitudes and in the trend of the [Formula: see text] uptake since 2000. Here, we assess the effect of data sparsity on two [Formula: see text]-based estimates by subsampling output from a global ocean biogeochemistry model. The estimates of the ocean [Formula: see text] uptake are improved from a sampling scheme that mimics present-day sampling to an ideal sampling scheme with 1000 evenly distributed sites. In particular, insufficient sampling has given rise to strong biases in the trend of the ocean carbon sink in the [Formula: see text] products. The overestimation of the [Formula: see text] flux trend by 20-35% globally and 50-130% in the Southern Ocean with the present-day sampling is reduced to less than [Formula: see text] with the ideal sampling scheme. A substantial overestimation of the decadal variability of the Southern Ocean carbon sink occurs in one product and appears related to a skewed data distribution in [Formula: see text] space. With the ideal sampling, the bias in the mean [Formula: see text] flux is reduced from 9-12% to 2-9% globally and from 14-26% to 5-17% in the Southern Ocean. On top of that, discrepancies of about [Formula: see text] (15%) persist due to uncertainties in the gas-exchange calculation. This article is part of a discussion meeting issue 'Heat and carbon uptake in the Southern Ocean: the state of the art and future priorities'.

Indexed as

carbon dioxideobservation system designocean carbon sinkpCO2 observations

Identifiers

PMID37150197
PMCPMC10164466

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.