ArticleJournal of clinical medicine2026
Explainable Machine Learning for Detecting Pancreatic Cancer from Structured Endoscopic Ultrasound Data: A Retrospective Multicenter Observational Study.
Nunzio Zignani, Marco Balzarini, Gloria Lopiano, Andrea Campagner, Emanuele Dabizzi, Elia Fracas, Laura Millefanti, Sergio Segato, Gianpaolo Cengia, Vincenzo Villanacci and 6 more
Abstract read
In one paragraphArticle in Journal of clinical medicine, 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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
16 authors.
Nunzio ZignaniDepartment of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.ORCID 0009-0004-2695-3157 Marco BalzariniGastroenterology and Digestive Endoscopy Unit, ASST Sette Laghi, 21100 Varese, Italy.ORCID 0000-0001-8888-8371 Gloria LopianoDepartment of Computer Science, Systems and Communication, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0009-0004-9409-3865 Andrea CampagnerDepartment of Computer Science, Systems and Communication, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0000-0002-0027-5157 Emanuele DabizziGastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
Elia FracasDepartment of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.ORCID 0009-0000-1212-3954 Laura MillefantiGastroenterology and Digestive Endoscopy Unit, ASST Sette Laghi, 21100 Varese, Italy.
Sergio SegatoGastroenterology and Digestive Endoscopy Unit, ASST Sette Laghi, 21100 Varese, Italy.
Gianpaolo CengiaDigestive Endoscopy Unit, ASST Spedali Civili, Street, 25123 Brescia, Italy.
Vincenzo VillanacciDepartment of Pathology, ASST Spedali Civili, Street, 25123 Brescia, Italy.
Guido MissaleDigestive Endoscopy Unit, ASST Spedali Civili, Street, 25123 Brescia, Italy.
Maurizio VecchiDepartment of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.ORCID 0000-0003-1558-8604 Gian Eugenio TontiniDepartment of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
Dario MoneghiniDigestive Endoscopy Unit, ASST Spedali Civili, Street, 25123 Brescia, Italy.
Federico CabitzaDepartment of Computer Science, Systems and Communication, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0000-0002-4065-3415 Flaminia CavallaroGastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
Funding
Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
early PDAC detectionexplainable machine learningpancreatic cancerpancreatic ductal adenocarcinoma (PDAC)pancreatic solid lesionspredictive models
Identifiers
PMID42590195
PMCPMC13466313
What OpenQuestion holds
Textmetadata
Read underepoch 390