Evidence map›Paper›PMID 34723536›Full record

ArticleJournal of chemical theory and computation2021

Doubly Polarized QM/MM with Machine Learning Chaperone Polarizability.

Bryant Kim, Yihan Shao, Jingzhi Pu

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Predictive free energy simulations through hierarchical distillation of quantum Hamiltonians.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  2. Review
  3. Computer physics communications · 2024
    Article
  4. FacilitatingPhysical chemistry chemical physics : PCCP · 2022
    Article
  5. AffordableThe journal of physical chemistry. A · 2021
    Article
  6. 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

3 authors.

Bryant KimDepartment of Chemistry and Chemical Biology, Indiana University-Purdue University Indianapolis, 402 N. Blackford Street, Indianapolis, Indiana 46202, United States.
Yihan ShaoDepartment of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Norman, Oklahoma 73019, United States.ORCID https://orcid.org/0000-0001-9337-341X
Jingzhi PuDepartment of Chemistry and Chemical Biology, Indiana University-Purdue University Indianapolis, 402 N. Blackford Street, Indianapolis, Indiana 46202, United States.ORCID https://orcid.org/0000-0002-3042-335X

Funding

Multiscale Modeling of Enzymatic Reactions and Firefly BioluminescenceR01GM135392 · NIGMS · UNIVERSITY OF OKLAHOMA · PI SHAO, YIHAN · 2019 to 2022
$1.0M
Determining ATPase Mechanism of ABC-Transporters by Reaction Path Force MatchingR15GM116057 · NIGMS · INDIANA UNIVERSITY INDIANAPOLIS · PI PU, JINGZHI · 2015 to 2015
$366k
NIGMS NIH HHS R01 GM135392NIGMS NIH HHS R15 GM116057
6 · The paper itself

Abstract

A major shortcoming of semiempirical (SE) molecular orbital methods is their severe underestimation of molecular polarizability compared with experimental and

Identifiers

PMID34723536
PMCPMC9047028

What OpenQuestion holds

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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.