Evidence map›Paper›PMID 35914135›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2022

Machine learning-based inverse design for electrochemically controlled microscopic gradients of O

Yi Chen, Jingyu Wang, Benjamin B Hoar, Shengtao Lu, Chong Liu

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Review
  2. Structured Electrodes Induce Local pH as a Primary Determinant of COJournal of the American Chemical Society · 2026
    Article
  3. Review
  4. Review
  5. Article
  6. Review
  7. Article
  8. 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

5 authors.

Yi ChenDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095.
Jingyu WangDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095.ORCID 0000-0003-2657-7345
Benjamin B HoarDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095.
Shengtao LuDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095.
Chong LiuDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095.ORCID 0000-0001-5546-3852

Funding

Spatiotemporal control of concentration gradients with electrochemistry in extracelluar spaceR35GM138241 · NIGMS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Chong Liu · 2020 to 2026
$2.8M
Multiphoton Microscope for Deep Tissue ImagingS10OD025017 · OD · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI BENTOLILA, LAURENT A. · 2018 to 2018
$599k
HHS | NIH | National Institute of General Medical Sciences (NIGMS) R35GM138241NIGMS NIH HHS R35 GM138241NIH HHS S10 OD025017
6 · The paper itself

Abstract

A fundamental understanding of extracellular microenvironments of O

Indexed as

Cellular MicroenvironmentElectrochemistryHydrogen PeroxideMachine LearningOxygenReactive Oxygen SpeciesHydrogen PeroxideOxygenReactive Oxygen Speciesinverse designmicrowire arrayneural networksO2 and H2O2 microenvironmentsspatiotemporal heterogeneity

Identifiers

PMID35914135
PMCPMC9371721

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.