Evidence mapPaperPMID 42201055Full record

ArticleMedical sciences (Basel, Switzerland)2026

Human-in-the-Loop Enhances Machine Learning Inference in Intraoperative Optical Coherence Tomography Glioma Imaging.

Radik Zinatullin, Alexander Sovetsky, Artem Grishin, Elena Kiseleva, Liudmila Kukhnina, Svetlana Korikova, Alexander Matveyev, Vladimir Zaitsev, Konstantin Yashin, Lev Matveev

Abstract read
In one paragraph

Article in Medical sciences (Basel, Switzerland), 2026. 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

10 authors.

Radik ZinatullinRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0009-0005-2393-8004
Alexander SovetskyRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0000-0002-5325-8334
Artem GrishinDepartment of Neurosurgery, Privolzhsky Research Medical University, 10/1, Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia.ORCID 0000-0001-7885-8662
Elena KiselevaDepartment of Neurosurgery, Privolzhsky Research Medical University, 10/1, Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia.ORCID 0000-0003-4769-417X
Liudmila KukhninaDepartment of Neurosurgery, Privolzhsky Research Medical University, 10/1, Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia.ORCID 0000-0002-4679-7196
Svetlana KorikovaDepartment of Neurosurgery, Privolzhsky Research Medical University, 10/1, Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia.ORCID 0009-0000-3961-8287
Alexander MatveyevRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0000-0001-9642-6580
Vladimir ZaitsevRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0000-0002-2122-2943
Konstantin YashinRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0000-0002-5723-7389
Lev MatveevRussian Academy of Sciences, Institute of Applied Physics, 46 Ulyanov Str., 603951 Nizhny Novgorod, Russia.ORCID 0000-0001-5736-820X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Brain NeoplasmsGliomaMachine LearningTomography, Optical CoherenceFemaleHumansMaleReproducibility of ResultsRetrospective Studiesgliomahuman-in-the-loopintraoperative imagingmachine learningoptical biopsyoptical coherence tomography

Identifiers

PMID42201055
PMCPMC13214701

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.