Evidence map›Paper›PMID 40774960›Full record

ArticleNature communications2025

Modeling interconnected minerals markets with multicommodity supply curves: examining the copper-cobalt-nickel system.

John Ryter, Karan Bhuwalka, Richard Roth, Elsa Olivetti, Laura Buarque-Andrade, Max Frenzel, Ensieh Shojaeddini, Elisa Alonso, Nedal Nassar

Abstract read
In one paragraph

Article in Nature communications, 2025. 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

9 authors.

John RyterU.S. Geological Survey, National Minerals Information Center, Reston, VA, USA. jryter@usgs.gov.ORCID http://orcid.org/0000-0002-0343-7553
Karan BhuwalkaStanford University, Precourt Institute for Energy, Stanford, CA, USA.
Richard RothMassachusetts Institute of Technology, Materials Systems Laboratory, Cambridge, MA, USA.
Elsa OlivettiMassachusetts Institute of Technology, Department of Materials Science and Engineering, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-8043-2385
Laura Buarque-AndradeHelmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.
Max FrenzelHelmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.ORCID http://orcid.org/0000-0001-6625-559X
Ensieh ShojaeddiniU.S. Geological Survey, National Minerals Information Center, Reston, VA, USA.
Elisa AlonsoU.S. Geological Survey, National Minerals Information Center, Reston, VA, USA.
Nedal NassarU.S. Geological Survey, National Minerals Information Center, Reston, VA, USA.ORCID http://orcid.org/0000-0001-8758-9732

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Demand for many of the metals used in the energy transition is expected to grow rapidly. Many of these are by-products, often considered critical because their production responds weakly to prices and is instead tied to the economics of the host mineral. We present a model of prices and production for jointly produced commodities that accounts for interconnectivity between host and by-product markets at the mine level. We demonstrate this method using the copper-cobalt-nickel system, in which approximately 99% of cobalt is a by-product of copper or nickel mining. Our results show that the model more accurately captures the economic benefits of diversified mine outputs than previous approaches. Furthermore, changes in demand drivers for any two commodities produce non-linear effects on production and price. We challenge the prior best-practice assumption that cobalt cannot impact the copper or nickel markets. Recognizing the importance of both copper and cobalt for future electrification, we emphasize that incentivizing the copper industry to reduce cobalt supply risks could inadvertently undermine copper supply.

Identifiers

PMID40774960
PMCPMC12332016

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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.