Evidence map›Paper›PMID 40475946›Full record

ArticleJournal of applied crystallography2025

A machine-learning-driven data labeling pipeline for scientific analysis in

Tanny Chavez, Zhuowen Zhao, Runbo Jiang, Wiebke Koepp, Dylan McReynolds, Petrus H Zwart, Daniel B Allan, Eliot H Gann, Nicholas Schwarz, Daniela Ushizima and 4 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of applied crystallography, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

14 authors.

Tanny ChavezAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0001-9317-2896
Zhuowen ZhaoAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-2355-2284
Runbo JiangAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.
Wiebke KoeppAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-3234-9368
Dylan McReynoldsAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-1539-0297
Petrus H ZwartCenter for Advanced Mathematics for Energy Research Applications, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0003-3315-4092
Daniel B AllanNational Synchrotron Light Source II Brookhaven National Laboratory,Upton NY 11973 USA.
Eliot H GannNational Synchrotron Light Source II Brookhaven National Laboratory,Upton NY 11973 USA.ORCID https://orcid.org/0000-0001-5570-8880
Nicholas SchwarzAdvanced Photon Source, Argonne National Laboratory, Lemont, IL 60439, USA.
Daniela UshizimaCenter for Advanced Mathematics for Energy Research Applications, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-7363-9468
Edward S BarnardThe Molecular Foundry, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0003-4736-0743
Apurva MehtaLinac Coherent Light Source SLAC National Accelerator Laboratory,Menlo Park CA 94025 USA.ORCID https://orcid.org/0000-0003-0870-6932
Subramanian SankaranarayananCenter for Nanoscale Materials, Argonne National Laboratory, Lemont, IL 60439, USA.
Alexander HexemerAdvanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-5269-0125

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study introduces a novel labeling pipeline to accelerate the labeling process of scientific data sets by using artificial intelligence (AI)-guided tagging techniques. This pipeline includes a set of interconnected web-based graphical user interfaces (GUIs), where

Indexed as

data labelingfeature extractionmachine learninguser interfacesX-ray scattering

Identifiers

PMID40475946
PMCPMC12135984

What OpenQuestion 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 OpenQuestion graph.