Advancing Brain Tumor Diagnosis Using Deep Learning: A Systematic and Critical Review on Methodological Approaches to Glioma Segmentation and Classification Through Multiparametric MRI.
Review in Brain sciences, 2026. 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.
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
14 authors.
Simona ArestaAilice Labs, Department of Science, Technology and Society, University School for Advanced Studies IUSS Pavia, 27100 Pavia, Italy.ORCID 0000-0002-9032-6578
Cinzia PalmirottaIstituti Clinici Scientifici Maugeri IRCCS, Laboratory of Neuropsychology, Institute of Bari, 70124 Bari, Italy.
Muhammad AsimAilice Labs, Department of Science, Technology and Society, University School for Advanced Studies IUSS Pavia, 27100 Pavia, Italy.ORCID 0009-0000-9993-1187
Petronilla BattistaIstituti Clinici Scientifici Maugeri IRCCS, Laboratory of Neuropsychology, Institute of Bari, 70124 Bari, Italy.ORCID 0000-0002-3120-1214
Gaia C SantiIstituti Clinici Scientifici Maugeri IRCCS, Laboratory of Neuropsychology, Institute of Bari, 70124 Bari, Italy.ORCID 0000-0002-9253-6122
Gianvito LagravineseIstituti Clinici Scientifici Maugeri IRCCS, Laboratory of Neuropsychology, Institute of Bari, 70124 Bari, Italy.ORCID 0000-0001-7717-3071
Claudia CavaAilice Labs, Department of Science, Technology and Society, University School for Advanced Studies IUSS Pavia, 27100 Pavia, Italy.ORCID 0000-0002-5540-4104
Pietro FioreIstituti Clinici Scientifici Maugeri IRCCS, Neurorehabilitation Unit of Bari Institute, 70124 Bari, Italy.
Andrea SantamatoSpasticity and Movement Disorders "ReSTaRt", Physical Medicine and Rehabilitation Section, Department of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.ORCID 0000-0002-1452-8485
Paolo VitaliDepartment of Biomedical Sciences for Health, Università degli Studi di Milano, 20122 Milan, Italy.ORCID 0000-0001-9204-2678
Isabella CastiglioniDepartment of Physics ''Giuseppe Occhialini", University of Milan-Bicocca, 20126 Milan, Italy.ORCID 0000-0001-7191-5417
Gennaro D'AnnaDepartment of Diagnostic Imaging and Stereotactic Radiosurgery, Centro Diagnostico Italiano S.p.A., 20147 Milan, Italy.ORCID 0000-0001-9890-9359
Leonardo RundoDepartment of Information Engineering, Electrical Engineering and Applied Mathematics (DIEM), University of Salerno, 84084 Fisciano, Italy.ORCID 0000-0003-3341-5483
Christian SalvatoreAilice Labs, Department of Science, Technology and Society, University School for Advanced Studies IUSS Pavia, 27100 Pavia, Italy.ORCID 0000-0001-9312-4675
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.
Advancing Brain Tumor Diagnosis Using Deep Learning: A Systematic and Critical Review on Methodological Approaches to Glioma Segmentation and Classification Through Multiparametric MRI. · full record | OpenQuestion