Evidence map›Paper›PMID 40278332›Full record

ArticleJournal of personalized medicine2025

Integrating Novel and Classical Prognostic Factors in Locally Advanced Cervical Cancer: A Machine Learning-Based Predictive Model (ESTHER Study).

Federica Medici, Martina Ferioli, Arina Alexandra Zamfir, Milly Buwenge, Gabriella Macchia, Francesco Deodato, Paolo Castellucci, Luca Tagliaferri, Anna Myriam Perrone, Pierandrea De Iaco and 8 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of personalized medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

18 authors.

Federica MediciDépartement de Radiothérapie, Gustave Roussy, 94 805 Villejuif, France.
Martina FerioliRadiation Oncology, Azienda Ospedaliero-Universitaria di Ferrara, 44124 Ferrara, Italy.
Arina Alexandra ZamfirRadiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.ORCID 0009-0008-9966-6342
Milly BuwengeDepartment of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, 40138 Bologna, Italy.
Gabriella MacchiaRadiotherapy Unit, Responsible Research Hospital, 86100 Campobasso, Italy.ORCID 0000-0002-0529-201X
Francesco DeodatoRadiotherapy Unit, Responsible Research Hospital, 86100 Campobasso, Italy.ORCID 0000-0003-1276-5070
Paolo CastellucciNuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.
Luca TagliaferriUOC di Radioterapia Oncologica, Dipartimento Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Roma, Italy.ORCID 0000-0003-2308-0982
Anna Myriam PerroneDepartment of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, 40138 Bologna, Italy.
Pierandrea De IacoDepartment of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, 40138 Bologna, Italy.
Lidia StrigariDepartment of Medical Physics, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.
Alberto BazzocchiDiagnostic and Interventional Radiology, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy.
Stefania M R RizzoService of Radiology, Imaging Institute of Southern Switzerland, Ente Ospedaliero Cantonale (EOC), CH-6500 Lugano, Switzerland.ORCID 0000-0002-5151-0866
Costanza Maria DonatiRadiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.
Alessandra ArcelliRadiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.
Stefano FantiNuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.
Alessio Giuseppe MorgantiRadiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.ORCID 0000-0001-9793-3410
Savino CillaMedical Physics Unit, Responsible Research Hospital, 86100 Campobasso, Italy.

Funding

Ministero della Salute RC-2024-2790151 Project
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

area under the curve (AUC)CART modeldisease-free survival (DFS)ECOG performance statuseosinophiliahemoglobinimmunotherapyinflammatory indicesLASSO regressionlocal control (LC)locally advanced cervical cancer (LACC)machine learningmetastasis-free survival (MFS)overall survival (OS)predictive accuracyprognostic modelsreceiver operating characteristic (ROC)sarcopenic obesitytotal blood proteintumor size

Identifiers

PMID40278332
PMCPMC12029003

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.