Evidence map›Paper›PMID 40324082›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Simulating regional workforce impacts of decarbonizing integrated steelmaking.

Jillian Miles, Christophe Combemale, Valerie J Karplus, P Chris Pistorius

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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

4 authors.

Jillian MilesDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0009-0000-6918-239X
Christophe CombemaleDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.
Valerie J KarplusDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0000-0001-5493-9150
P Chris PistoriusDepartment of Materials Science and Engineering, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0000-0002-2966-1879

Funding

NSF (NSF) OISE 2230743U.S. Department of Energy (DOE) DEEE0010842
6 · The paper itself

Abstract

Global efforts to mitigate climate change are increasing pressure on heavy manufacturing industries to decarbonize production. The iron and steel industry is responsible for 7% of CO

Indexed as

decarbonizationiron and steelsimulation modelingworkforce

Identifiers

PMID40324082
PMCPMC12088432

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.