Open-source Large Language Models can Generate Labels from Radiology Reports for Training Convolutional Neural Networks

Authors: Al Mohamad, Fares ^{a, ⁎}, Donle, Leonhard ^{a, b}, Dorfner, Felix ^{a, c}, Romanescu, Laura ^a, Drechsler, Kristin ^a, Wattjes, Mike P. ^d, Nawabi, Jawed ^d, Makowski, Marcus R. ^e, Häntze, Hartmut ^a, Adams, Lisa ^e, Xu, Lina ^a, Busch, Felix ^a, Meddeb, Aymen ^{d, f, 1}, Bressem, Keno Kyrill ^{g, 1}

Source: In Academic Radiology May 2025 32(5):2402-2410

End-to-end machine learning based discrimination of neoplastic and non-neoplastic intracerebral hemorrhage on computed tomography

Authors: Nawabi, Jawed ^{a, b, 1}, Schulze-Weddige, Sophia ^{c, ⁎, 1}, Baumgärtner, Georg Lukas ^c, Orth, Tobias ^a, Dell'Orco, Andrea ^a, Morotti, Andrea ^d, Mazzacane, Federico ^{e, f}, Kniep, Helge ^g, Hanning, Uta ^g, Scheel, Michael ^a, Fiehler, Jens ^g, Penzkofer, Tobias ^{b, c}

Source: In Informatics in Medicine Unlocked 2025 54

Optimizing Automated Hematoma Expansion Classification from Baseline and Follow-Up Head Computed Tomography.

Authors: Tran, Anh T.¹, anh.trn@yale.edu, Desser, Dmitriy², dmitriy.desser@charite.de, Zeevi, Tal¹, Abou Karam, Gaby¹, Zietz, Julia², jawed.nawabi@charite.de, Dell'Orco, Andrea², Chen, Min-Chiun¹, Malhotra, Ajay¹, Qureshi, Adnan I.³, Murthy, Santosh B.⁴, Majidi, Shahram⁵, Falcone, Guido J.⁶, Sheth, Kevin N.⁶, Nawabi, Jawed², Payabvash, Seyedmehdi^1,7, sp4479@columbia.edu

Source: Applied Sciences (2076-3417); Jan2025, Vol. 15 Issue 1, p111, 21p

Volume Tolerance and Prognostic Impact of Hematoma Expansion in Deep and Lobar Intracerebral Hemorrhage.

Authors: Morotti, Andrea, Li, Qi, Nawabi, Jawed, Mazzacane, Federico, Schlunk, Frieder, Shoamanesh, Ashkan, Busto, Giorgio, Cavallini, Anna, Palmerini, Francesco, Paciaroni, Maurizio, Gurol, Edip M., Viswanathan, Anand, Casetta, Ilaria, Piccolo, Laura, Fainardi, Enrico, Greenberg, Steven M., Padovani, Alessandro, Zini, Andrea, Rosand, Jonathan, Broderick, Joseph P.

Source: Stroke (00392499); May2025, Vol. 56 Issue 5, p1224-1231, 8p

Brain Atrophy Is Associated with Hematoma Expansion in Intracerebral Hemorrhage, Depending on Coagulation Status.

Authors: Speth, Anna, Dell'Orco, Andrea, Kleine, Justus F., Güttler, Christopher, Morotti, Andrea, Urbach, Horst, Bohner, Georg, Scheel, Michael, Nawabi, Jawed, Schlunk, Frieder

Source: Journal of Clinical Medicine; Apr2025, Vol. 14 Issue 7, p2227, 11p

Subject Terms: CEREBRAL atrophy, ANTICOAGULANTS, CEREBRAL hemorrhage, ORAL medication, INTRACEREBRAL hematoma

Chronic Candida albicans meningoencephalitis in a patient with mantle cell lymphoma: a diagnostic challenge.

Authors: Busch, Johannes L., Schikora, Justus, Wackernagel, Lisa-Marie, Nawabi, Jawed, Endres, Matthias, Ruprecht, Klemens

Source: Neurological Research & Practice; 3/3/2025, Vol. 7 Issue 1, p1-4, 4p

Subject Terms: MANTLE cell lymphoma, MEDICAL sciences, CEREBROSPINAL fluid, CANDIDIASIS, SPINAL cord

Insights into vessel perforations during thrombectomy: Characteristics of a severe complication and the effect of thrombolysis

Authors: Schulze-Zachau, Victor, Rommers, Nikki, Ntoulias, Nikolaos, Brehm, Alex, Krug, Nadja, Tsogkas, Ioannis, Mutke, Matthias, Rusche, Thilo, Cervo, Amedeo, Rollo, Claudia, Möhlenbruch, Markus, Jesser, Jessica, Kreiser, Kornelia, Althaus, Katharina, Requena, Manuel, Rodrigo-Gisbert, Marc, Dobrocky, Tomas, Serrallach, Bettina L, Nolte, Christian H, Riegler, Christoph, Nawabi, Jawed, Maslias, Errikos, Michel, Patrik, Saliou, Guillaume, Manning, Nathan, McQuinn, Alexander, Taylor, Alon, Maurer, Christoph J, Berlis, Ansgar, Kaiser, Daniel PO, Cuberi, Ani, Moreu, Manuel, López-Frías, Alfonso, Pérez-García, Carlos, Rautio, Riitta, Pauli, Ylikotila, Limbucci, Nicola, Renieri, Leonardo, Fragata, Isabel, Rodriguez-Ares, Tania, Kirschke, Jan S, Schwarting, Julian, Al Kasab, Sami, Spiotta, Alejandro M, Abu Qdais, Ahmad, Dmytriw, Adam A, Regenhardt, Robert W, Patel, Aman B, Pereira, Vitor Mendes, Cancelliere, Nicole M, Schmeel, Carsten, Dorn, Franziska, Sauer, Malte, Karwacki, Grzegorz M, Khalife, Jane, Thomas, Ajith J, Shaikh, Hamza A, Commodaro, Christian, Pileggi, Marco, Schwab, Roland, Bellante, Flavio, Dusart, Anne, Hofmeister, Jeremy, Machi, Paolo, Samaniego, Edgar A, Ojeda, Diego J, Starke, Robert M, Abdelsalam, Ahmed, van den Bergh, Frans, De Raedt, Sylvie, Bester, Maxim, Flottmann, Fabian, Weiss, Daniel, Kaschner, Marius, Kan, Peter T, Edhayan, Gautam, Levitt, Michael R, Raub, Spencer L, Katan, Mira, Fischer, Urs, Psychogios, Marios-Nikos

Source: European Stroke Journal; March 2025, Vol. 10 Issue: 1 p63-73, 11p

Minimally Invasive Surgery for Spontaneous Intracerebral Hemorrhage: A Review.

Authors: Bankole, Nourou Dine Adeniran, Kuntz, Cyrille, Planty-Bonjour, Alexia, Beaufort, Quentin, Gaberel, Thomas, Cordonnier, Charlotte, Pasi, Marco, Schlunk, Frieder, Nawabi, Jawed, Zemmoura, Ilyess, Boulouis, Grégoire

Source: Journal of Clinical Medicine; Feb2025, Vol. 14 Issue 4, p1155, 16p

Subject Terms: MINIMALLY invasive procedures, CEREBRAL hemorrhage, RANDOMIZED controlled trials, STROKE, DEATH rate

Medial intracranial carotid artery calcifications and hematoma expansion in deep intracerebral hemorrhage.

Authors: Mazzacane, Federico, Moraru, Stefan, Del Bello, Beatrice, Ferrari, Federica, Ferro, Erica, Persico, Alessandra, Nawabi, Jawed, Padovani, Alessandro, Cavallini, Anna, Morotti, Andrea

Source: Annals of Clinical & Translational Neurology; Dec2024, Vol. 11 Issue 12, p3246-3254, 9p

Subject Terms: ARTERIAL calcification, CEREBRAL hemorrhage, CAROTID artery, ARTERIAL diseases, COMPUTED tomography

Clinical and imaging manifestations of intracerebral hemorrhage in brain tumors and metastatic lesions: a comprehensive overview.

Authors: Eminovic, Semil, Orth, Tobias, Dell'Orco, Andrea, Baumgärtner, Lukas, Morotti, Andrea, Wasilewski, David, Guelen, Melisa S., Scheel, Michael, Penzkofer, Tobias, Nawabi, Jawed

Source: Journal of Neuro-Oncology; Dec2024, Vol. 170 Issue 3, p567-578, 12p

A Hybrid Transformer-Convolutional Neural Network for Segmentation of Intracerebral Hemorrhage and Perihematomal Edema on Non-Contrast Head Computed Tomography (CT) with Uncertainty Quantification to Improve Confidence.

Authors: Tran, Anh T., Desser, Dmitriy, Zeevi, Tal, Abou Karam, Gaby, Dierksen, Fiona, Dell'Orco, Andrea, Kniep, Helge, Hanning, Uta, Fiehler, Jens, Zietz, Julia, Sanelli, Pina C., Malhotra, Ajay, Duncan, James S., Aneja, Sanjay, Falcone, Guido J., Qureshi, Adnan I., Sheth, Kevin N., Nawabi, Jawed, Payabvash, Seyedmehdi

Source: Bioengineering (Basel); Dec2024, Vol. 11 Issue 12, p1274, 20p

Subject Terms: CEREBRAL hemorrhage, HEMORRHAGIC stroke, ACADEMIC medical centers, DATA augmentation, UNIVERSITY hospitals

Predictors of severe intracerebral hemorrhage expansion.

Authors: Morotti, Andrea, Li, Qi, Nawabi, Jawed, Busto, Giorgio, Mazzacane, Federico, Cavallini, Anna, Shoamanesh, Ashkan, Morassi, Mauro, Schlunk, Frieder, Piccolo, Laura, Urbinati, Giacomo, Pezzini, Debora, Paciaroni, Maurizio, Fainardi, Enrico, Casetta, Ilaria, Padovani, Alessandro, Zini, Andrea

Source: European Stroke Journal; Sep2024, Vol. 9 Issue 3, p623-629, 7p

How much of the variance in functional outcome related to intracerebral hemorrhage volume is already apparent in neurological status at admission?

Authors: Geest, Vincent, Oblak, Janja Pretnar, Popović, Katarina Šurlan, Nawabi, Jawed, Elsayed, Sarah, Friedrich, Constanze, Böhmer, Maik, Akkurt, Burak, Sporns, Peter, Morotti, Andrea, Schlunk, Frieder, Steffen, Paul, Broocks, Gabriel, Meyer, Lukas, Hanning, Uta, Thomalla, Götz, Gellissen, Susanne, Fiehler, Jens, Frol, Senta, Kniep, Helge

Source: Journal of Neurology; Aug2024, Vol. 271 Issue 8, p5003-5011, 9p

Subject Terms: CEREBRAL hemorrhage, STROKE, CLINICAL deterioration, BRAIN injuries, HEMATOMA

Functional outcome improvement from 3 to 12 months after intracerebral hemorrhage.

Authors: Morotti, Andrea, Nawabi, Jawed, Pilotto, Andrea, Toffali, Maddalena, Busto, Giorgio, Mazzacane, Federico, Cavallini, Anna, Laudisi, Michele, Gentile, Luana, Viola, Maria Maddalena, Schlunk, Frieder, Bartolini, Diletta, Paciaroni, Maurizio, Magoni, Mauro, Bassi, Chiara, Simonetti, Luigi, Fainardi, Enrico, Casetta, Ilaria, Zini, Andrea, Padovani, Alessandro

Source: European Stroke Journal; Jun2024, Vol. 9 Issue 2, p391-397, 7p

Predictors and Prognostic Impact of Hematoma Expansion in Infratentorial Cerebral Hemorrhage.

Authors: Pezzini, Debora¹ (AUTHOR) d.pezzini@unibs.it, Nawabi, Jawed^2,3 (AUTHOR), Schlunk, Frieder^3,4 (AUTHOR), Li, Qi⁵ (AUTHOR), Mazzacane, Federico⁶ (AUTHOR), Busto, Giorgio⁷ (AUTHOR), Scola, Elisa⁷ (AUTHOR), Arba, Francesco⁸ (AUTHOR), Brancaleoni, Laura⁹ (AUTHOR), Giacomozzi, Sebastiano⁹ (AUTHOR), Simonetti, Luigi¹⁰ (AUTHOR), Laudisi, Michele¹¹ (AUTHOR), Cavallini, Anna⁶ (AUTHOR), Katsanos, Aristeidis H.^12,13 (AUTHOR), Shoamanesh, Ashkan¹² (AUTHOR), Zini, Andrea⁹ (AUTHOR), Casetta, Ilaria¹¹ (AUTHOR), Fainardi, Enrico¹⁴ (AUTHOR), Morotti, Andrea¹⁵ (AUTHOR), Padovani, Alessandro^1,15 (AUTHOR)

Source: Neurocritical Care. Apr2024, Vol. 40 Issue 2, p707-714. 8p.

Non-contrast computed tomography features predict intraventricular hemorrhage growth.

Authors: Nawabi, Jawed^1,2 (AUTHOR) jawed.nawabi@charite.de, Schlunk, Frieder^2,3 (AUTHOR), Dell'Orco, Andrea³ (AUTHOR), Elsayed, Sarah⁴ (AUTHOR), Mazzacane, Federico^5,6 (AUTHOR), Desser, Dmitriy³ (AUTHOR), Vu, Ly¹ (AUTHOR), Vogt, Estelle¹ (AUTHOR), Cao, Haoyin¹ (AUTHOR), Böhmer, Maik F. H.⁷ (AUTHOR), Akkurt, Burak Han⁷ (AUTHOR), Sporns, Peter B.⁸ (AUTHOR), Pasi, Marco⁹ (AUTHOR), Jensen-Kondering, Ulf¹⁰ (AUTHOR), Broocks, Gabriel⁴ (AUTHOR), Penzkofer, Tobias^2,11 (AUTHOR), Fiehler, Jens⁴ (AUTHOR), Padovani, Alessandro¹² (AUTHOR), Hanning, Uta⁴ (AUTHOR), Morotti, Andrea¹³ (AUTHOR)

Source: European Radiology. Nov2023, Vol. 33 Issue 11, p7807-7817. 11p.

Subject Terms: *COMPUTED tomography, *INTRAVENTRICULAR hemorrhage, *CEREBRAL hemorrhage, *INTRACEREBRAL hematoma, *BLACK holes, *LOGISTIC regression analysis, *HEMATOMA

Geographic Terms: ITALY, GERMANY

Association Between Hematoma Expansion Severity and Outcome and Its Interaction With Baseline Intracerebral Hemorrhage Volume.

Authors: Morotti, Andrea, Boulouis, Gregoire, Nawabi, Jawed, Qi Li, Charidimou, Andreas, Pasi, Marco, Schlunk, Frieder, Shoamanesh, Ashkan, Katsanos, Aristeidis H., Mazzacane, Federico, Busto, Giorgio, Arba, Francesco, Brancaleoni, Laura, Giacomozzi, Sebastiano, Simonetti, Luigi, Warren, Andrew D., Laudisi, Michele, Cavallini, Anna, Gurol, M. Edip, Viswanathan, Anand

Source: Neurology; 10/17/2023, Vol. 101 Issue 16, pe1606-e1613, 8p

Non-contrast CT markers of intracerebral hemorrhage expansion: The influence of onset-to-CT time.

Authors: Morotti, Andrea, Li, Qi, Mazzoleni, Valentina, Nawabi, Jawed, Schlunk, Frieder, Mazzacane, Federico, Busto, Giorgio, Scola, Elisa, Brancaleoni, Laura, Giacomozzi, Sebastiano, Simonetti, Luigi, Laudisi, Michele, Cavallini, Anna, Zini, Andrea, Casetta, Ilaria, Fainardi, Enrico, Dowlatshahi, Dar, Padovani, Alessandro, Arba, Francesco

Source: International Journal of Stroke; Jul2023, Vol. 18 Issue 6, p704-711, 8p

Subject Terms: CEREBRAL hemorrhage, INTRACEREBRAL hematoma, COMPUTED tomography

External Validation and Retraining of DeepBleed: The First Open-Source 3D Deep Learning Network for the Segmentation of Spontaneous Intracerebral and Intraventricular Hemorrhage.

Authors: Cao, Haoyin, Morotti, Andrea, Mazzacane, Federico, Desser, Dmitriy, Schlunk, Frieder, Güttler, Christopher, Kniep, Helge, Penzkofer, Tobias, Fiehler, Jens, Hanning, Uta, Dell'Orco, Andrea, Nawabi, Jawed

Source: Journal of Clinical Medicine; Jun2023, Vol. 12 Issue 12, p4005, 14p

Subject Terms: CEREBRAL hemorrhage, INTRAVENTRICULAR hemorrhage, DEEP learning, OCCUPATIONAL retraining, INTRACLASS correlation

External validation of the diagnostic value of perihematomal edema characteristics in neoplastic and non‐neoplastic intracerebral hemorrhage.

Authors: Nawabi, Jawed^1,2 (AUTHOR) jawed.nawabi@charite.de, Orth, Tobias¹ (AUTHOR), Schulze‐Weddige, Sophia³ (AUTHOR), Baumgaertner, Georg Lukas³ (AUTHOR), Tietze, Anna⁴ (AUTHOR), Thaler, Christian⁵ (AUTHOR), Penzkofer, Tobias^2,3 (AUTHOR)

Source: European Journal of Neurology. Jun2023, Vol. 30 Issue 6, p1686-1695. 10p.

Subject Terms: *CEREBRAL hemorrhage, *INTRACEREBRAL hematoma, *MAGNETIC resonance imaging, *EDEMA, *COMPUTED tomography, *RECEIVER operating characteristic curves