Machine Learning-Based Detection of

Hossein Valishirin, Sai Deepika Reddy Yaram, Negar Farhang Doost, Soumya K Srivastava, Shira L Broschat

Abstract read

In one paragraph

Article in Pathogens (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.

Hossein ValishirinSchool of Electrical Engineering and Computer Science, Washington State University, Pullman, WA 99164, USA.ORCID 0009-0000-2728-0346

Sai Deepika Reddy YaramDepartment of Chemical and Biomedical Engineering, West Virginia University, Morgantown, WV 26506, USA.ORCID 0009-0003-3242-1029

Negar Farhang DoostDepartment of Chemical and Biomedical Engineering, West Virginia University, Morgantown, WV 26506, USA.

Soumya K SrivastavaDepartment of Chemical and Biomedical Engineering, West Virginia University, Morgantown, WV 26506, USA.ORCID 0000-0001-5003-7993

Shira L BroschatSchool of Electrical Engineering and Computer Science, Washington State University, Pullman, WA 99164, USA.ORCID 0000-0001-9894-7371

Funding

SCH: Machine LEarning & MicrofluiDics for Multimodal Sensing of TiCk-bOrne Diseases(MEDICO)R01AI174300 · NIAID · WEST VIRGINIA UNIVERSITY · PI SRIVASTAVA, SOUMYA K · 2022 to 2025

$1.2M

NIAID NIH HHS R01 AI174300NIH HHS 1R01AI174300-26

6 · The paper itself

Abstract

Tick-borne bacterial infections such as those caused by

Indexed as

AnaplasmaAnaplasma phagocytophilumAnaplasmosisMachine LearningElectric ConductivityHL-60 CellsHumansAnaplasma phagocytophilumanaplasmosisdielectric signatureslabel-free diagnosticsmachine learningtick-borne infections

Identifiers

PMID42515092

DOI10.3390/pathogens15070765

PMCPMC13416276

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.