Evidence map›Paper›PMID 41156312›Full record

ArticleJournal of clinical medicine2025

Development and Validation of Prognostic Models for Treatment Response of Patients with B-Cell Lymphoma: Standard Statistical and Machine-Learning Approaches.

Adugnaw Zeleke Alem, Itismita Mohanty, Nalini Pati, Cameron Wellard, Eliza Chung, Eliza A Hawkes, Zoe K McQuilten, Erica M Wood, Stephen Opat, Theophile Niyonsenga

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 2025. 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.

Adugnaw Zeleke AlemHealth Research Institute, University of Canberra, Canberra 2617, Australia.ORCID 0000-0002-1928-8548
Itismita MohantyHealth Research Institute, University of Canberra, Canberra 2617, Australia.
Nalini PatiHealth Research Institute, University of Canberra, Canberra 2617, Australia.
Cameron WellardSchool of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia.ORCID 0000-0002-6115-5394
Eliza ChungSchool of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia.ORCID 0000-0001-6642-1033
Eliza A HawkesSchool of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia.
Zoe K McQuiltenSchool of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia.
Erica M WoodSchool of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia.
Stephen OpatMonash Haematology, Monash Health, Melbourne 3168, Australia.ORCID 0000-0002-0308-6458
Theophile NiyonsengaHealth Research Institute, University of Canberra, Canberra 2617, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

inflammatory-nutritional indicatorslymphomamachine learningnomogramtreatment response

Identifiers

PMID41156312
PMCPMC12565506

What OpenQuestion holds

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Registered trials

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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.