Evidence mapPaperPMID 41701522Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Machine Learning Discovery of Record-Low Lattice Thermal Conductivity in Double Perovskites.

Md Zaibul Anam, Alejandro Rodriguez, Riccardo Rurali, Ming Hu

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Halide Perovskite: A Rich Source of Thermal Insulator.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
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.

Md Zaibul AnamDepartment of Mechanical Engineering, University of South Carolina, Columbia, South Carolina, USA.
Alejandro RodriguezDepartment of Mechanical Engineering, University of South Carolina, Columbia, South Carolina, USA.
Riccardo RuraliInstitut De Ciència de Materials de Barcelona, ICMAB-CSIC, Campus UAB, Bellaterra, Spain.
Ming HuDepartment of Mechanical Engineering, University of South Carolina, Columbia, South Carolina, USA.ORCID https://orcid.org/0000-0002-8209-0139

Funding

Agencia Estatal de Investigación PID2024-162811NB-I00Barcelona Supercomputing Center FI-2024-1-0012Barcelona Supercomputing Center FI-2024-2-0015Barcelona Supercomputing Center FI-2025-1-0010Barcelona Supercomputing Center FI-2025-2-0015NSF 2030128NSF 2110033NSF 2311202NSF 2320292Severo Ochoa Centers of Excellence Program
6 · The paper itself

Abstract

Double perovskites (ABC

Indexed as

double perovskiteshigh‐throughput DFTmachine learningphonon Boltzmann transportrecord‐low lattice thermal conductivity

Identifiers

PMID41701522
PMCPMC13042595

What Socratic holds

Textmetadata
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 Socratic graph.