ArticleDiagnostics (Basel, Switzerland)2026
Longitudinal Breast MRI for Early Treatment-Response Modeling: A Comparative Study of Handcrafted Radiomics and Frozen Deep Image Embeddings for pCR Prediction.
Diana Ioana Panaite, Călin Gheorghe Buzea, Florin Nedeff, Valentin Nedeff, Diana Mirilă, Mirela Panainte-Lehăduș, Claudia Tomozei, Lucian Dobreci, Constantin Volovăț, Cristian Constantin Volovăț and 4 more
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In one paragraphArticle in Diagnostics (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.
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What it found
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2 · The registryThe trial behind it
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5 · Who and what moneyAuthors and funding
14 authors.
Diana Ioana PanaiteDepartment of Medical Oncology-Radiotherapy, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0009-0007-7650-7798 Călin Gheorghe BuzeaNational Institute of Research and Development for Technical Physics, IFT Iași, 700050 Iași, Romania.ORCID 0000-0003-2791-3400 Florin NedeffDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0003-3863-6904 Valentin NedeffDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.
Diana MirilăDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-0922-740X Mirela Panainte-LehădușDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-8582-1988 Claudia TomozeiDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-0507-002X Lucian DobreciDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.
Constantin VolovățDepartment of Medical Oncology-Radiotherapy, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.
Cristian Constantin VolovățDepartment of Radiology, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.
Roxana Irina IancuOral Pathology Department, Faculty of Dental Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iaşi, Romania.
Maricel AgopDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.
Lăcrămioara OchiuzFaculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0001-6447-0958 Simona Ruxandra VolovățDepartment of Medical Oncology-Radiotherapy, University of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.
Funding
No grant is acknowledged in the PubMed record.
6 · The paper itselfAbstract
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Indexed as
breast cancerbreast MRIdeep image embeddingsdeep learningdiagnostic imaginglongitudinal imagingneoadjuvant therapypathologic complete responseprognostic imaging biomarkersradiomicstreatment-response modeling
Identifiers
PMID42587587
PMCPMC13464856
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