publications

publications and pre-prints

  1. Automatic identification of diagnosis from hospital discharge letters via weakly supervised Natural Language Processing
    Vittorio Torri, E. Barbieri, A. Cantarutti, and 2 more authors
    Scientific Reports, 2026
    DOI
  2. Polimi at CRF Filling 2026: Prompt-Based Information Extraction from Italian Clinical Notes
    Vittorio Torri and F. Ieva
    In Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026, 2026
    DOI
  3. Real-world comparison of live attenuated and inactivated influenza vaccine effectiveness in Italian children
    V. Rigamonti, A. Cantarutti, V. Torri, and 5 more authors
    Vaccine: X, 2026
    DOI
  4. Live Attenuated vs. Inactivated Influenza Vaccines: a Population-based Assessment of Effectiveness in Italian Children
    V. Rigamonti, V. Torri, S. Morris, and 5 more authors
    Vaccine, 2025
    DOI
  5. A NLP-based semi-automatic identification system for delays in follow-up examinations: an Italian case study on clinical referrals
    Vittorio Torri, M. Ercolanoni, F. Bortolan, and 2 more authors
    BMC Medical Informatics and Decision Making, 2024
    DOI
  6. Structuring Clinical Notes of Italian ST-elevation Myocardial Infarction Patients
    Vittorio Torri, S. Mazzucato, S. Dalmiani, and 3 more authors
    In Proceedings of the First Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC-COLING 2024, 2024
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  7. NLP-based assessment of prescription appropriateness from Italian referrals
    Vittorio Torri, A. Bottelli, M. Ercolanoni, and 2 more authors
    arXiv preprint arXiv:2501.14701, 2025
    Submitted
    HTML
  8. Interpretable phenotyping of heart failure patients with Dutch discharge letters
    Vittorio Torri, M. J. Boonstra, M. C. van de Veerdonk, and 6 more authors
    arXiv preprint arXiv:2505.24619, 2025
    Submitted
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  9. Analyzing the Impact of LLM-Based Augmentation on Document Classification
    Vittorio Torri and F. Ieva
    In JADT 2026 Proceedings, Volume I, 2026
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  10. Leveraging LLMs for medical document clustering: Towards a benchmark dataset
    Vittorio Torri and F. Ieva
    In Statistical Methods for Data Analysis and Decision Sciences, 2026
    To appear
  11. Graph Neural Networks for clustering medical documents
    Vittorio Torri and F. Ieva
    In Proceedings of the Statistics and Data Science 2024 Conference – New Perspectives on Statistics and Data Science, 2024
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  12. Polimi at CLinkaRT: a Conditional Random Field vs a BERT-based approach
    Vittorio Torri and F. Ieva
    In Proceedings of the Eighth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2023), 2023
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  13. Clustering Italian medical texts: a case study on referrals
    Vittorio Torri, M. Ercolanoni, F. Bortolan, and 2 more authors
    In Proceedings of the Statistics and Data Science Conference, 2023
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  14. Cost-effectiveness of first-line osimertinib informed by electronic medical records via text-mining: a real-world Italian case study of EGFR-mutated advanced NSCLC patients
    F. Corso, P. Baili, F. Scotti, and 3 more authors
    ESMO Real World Data and Digital Oncology, 2025
    DOI
  15. Data analytics for real-world data integration in TKI-treated NSCLC patients using electronic health records
    L. Mazzeo, F. Corso, P. Baili, and 3 more authors
    ESMO Real World Data and Digital Oncology, 2025
    DOI