Evidence map›Paper›PMID 42192977›Full record

ArticleCancers2026

Leveraging Ensemble Machine Learning Models for the Detection of Primary Myelofibrosis in Electronic Health Records.

Arkadiusz Sycz, Michal J Dabrowski, Kinga Marciniak, Aleksandra Jurczuk, Anna Meryn, Michał Konopelko, Marek Dudziński, Mirosław Markiewicz, Wojciech Homenda, Marta Sobas and 14 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 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

24 authors.

Arkadiusz SyczSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0000-0003-0815-5691
Michal J DabrowskiSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0000-0003-1269-6722
Kinga MarciniakSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0009-0000-2322-9295
Aleksandra JurczukSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0009-0003-5369-5395
Anna MerynSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.
Michał KonopelkoSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.
Marek DudzińskiSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0000-0001-5197-0785
Mirosław MarkiewiczDepartment of Hematology, F. Chopin University Clinical Hospital in Rzeszów, 35-055 Rzeszow, Poland.ORCID 0000-0002-8550-8908
Wojciech HomendaRegional Hospital of Slupsk and Institute of Health Sciences, Pomeranian University of Slupsk, 76-200 Slupsk, Poland.ORCID 0000-0002-4721-0916
Marta SobasDepartment of Hematology, Jan Biziel University Hospital No. 2, 85-163 Bydgoszcz, Poland.
Łukasz SzukalskiDepartment of Hematology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, 85-067 Bydgoszcz, Poland.
Karolina Kaczorowska-BilskaDepartment of Hematology, Jan Biziel University Hospital No. 2, 85-163 Bydgoszcz, Poland.ORCID 0000-0003-4850-2512
Agnieszka Gala-BłądzińskaDepartment of Nephrology and Dialysis Unit, University Clinical Hospital, Fryderyka Chopina 2, 35-055 Rzeszow, Poland.ORCID 0000-0001-6617-0852
Szymon FornagielJędrzej Śniadecki Specialist Hospital, 33-300 Nowy Sacz, Poland.
Jarosław PiszczDepartment of Haematology, Internal Medicine and Angiology with Haematopoietic Cell Transplantation Unit, Medical University of Białystok, 15-276 Bialystok, Poland.
Grzegorz HelbigDepartment of Hematology and Bone Marrow Transplantation, Medical University of Silesia, 40-514 Katowice, Poland.
Patryk WęglarzDepartment of Hematology and Bone Marrow Transplantation, Medical University of Silesia, 40-514 Katowice, Poland.
Sylwia KotDepartment of Hematology, F. Chopin University Clinical Hospital in Rzeszów, 35-055 Rzeszow, Poland.
Paweł TurczynNational Institute of Geriatrics, Rheumatology and Rehabilitation, Clinic of Early Arthritis, 02-637 Warsaw, Poland.ORCID 0000-0001-6219-6422
Brygida KwiatkowskaNational Institute of Geriatrics, Rheumatology and Rehabilitation, Clinic of Early Arthritis, 02-637 Warsaw, Poland.ORCID 0000-0002-9622-1830
Marcin RymkoDepartment of Hematology, L. Rydygier Regional Hospital in Torun, 87-100 Torun, Poland.
Artur PrzelaskowskiFaculty of Mathematics and Information Science, Warsaw University of Technology, St. Koszykowa 75, 00-662 Warsaw, Poland.ORCID 0000-0002-4452-9569
Grzegorz W BasakSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.ORCID 0000-0003-3858-8180
Karol LisSaventic Health, Polna 66/12 Street, 87-100 Torun, Poland.

Funding

Saventic Health Not applicable
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AutoMLclassificationclass imbalancegradient boosting treespositive-unlabeledprimary myelofibrosisrare disease

Identifiers

PMID42192977
PMCPMC13204187

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.