Evidence map›Paper›PMID 41975804›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Collaborative Robotic Systems for Pre-Analytical Processing of Biological Specimens in a Medical Laboratory.

Andrey G Komarov, Pavel O Bochkov, Arkadiy S Goldberg, Vasiliy G Akimkin, Pavel P Tregub

Abstract read
In one paragraph

Article in Diagnostics (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

5 authors.

Andrey G KomarovMoscow Scientific and Practical Center for Laboratory Research, Moscow 125424, Russia.
Pavel O BochkovMoscow Scientific and Practical Center for Laboratory Research, Moscow 125424, Russia.
Arkadiy S GoldbergDepartment of Resource Management in Healthcare, N.A. Semashko National Research Institute of Public Health, Moscow 119435, Russia.
Vasiliy G AkimkinCentral Research Institute of Epidemiology, Moscow 111123, Russia.ORCID 0000-0003-4228-9044
Pavel P TregubCentral Research Institute of Epidemiology, Moscow 111123, Russia.ORCID 0000-0002-3650-6121

Funding

Department of Health of the city of Moscow 125090310052-0
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical laboratorycollaborative robotsefficiency indicatorshealthcareIVD management

Identifiers

PMID41975804
PMCPMC13073645

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.