Giovanni Cinà

Research output

Research output per year 2015 2023 2024

• 7 Preprint
• 6 Article
• 5 Conference contribution
• 1 Chapter

Research output per year

Research output per year

Search results

• 2024

  Causal blind spots when using prediction models for treatment decisions

  Geloven, N. V., Keogh, R. H., Amsterdam, W. V., Cinà, G., Krijthe, J. H., Peek, N., Luijken, K., Magliacane, S., Morzywołek, P., Ommen, T. V., Putter, H., Sperrin, M., Wang, J., Weir, D. L. & Didelez, V., 27 Feb 2024.

  Research output: Working paper › Preprint › Research
• 2023

  Causal prediction models for medication safety monitoring: The diagnosis of vancomycin-induced acute kidney injury

  Kom, I. Y., Klopotowska, J., Dongelmans, D., Keizer, N. D., Jager, K., Abu-Hanna, A. & Cinà, G., 15 Nov 2023.

  Research output: Working paper › Preprint › Research

• Fixing confirmation bias in feature attribution methods via semantic match

  Cinà, G., Fernandez-Llaneza, D., Mishra, N., Röber, T. E., Pezzelle, S., Calixto, I., Goedhart, R. & Birbil, Ş. İ., 3 Jul 2023.

  Research output: Working paper › Preprint › Research

• Intensive Care Unit Physicians’ Perspectives on Artificial Intelligence–Based Clinical Decision Support Tools: Preimplementation Survey Study

  van der Meijden, S. L., de Hond, A. A. H., Thoral, P. J., Steyerberg, E. W., Kant, I. M. J., Cinà, G. & Arbous, M. S., 5 Jan 2023, In: JMIR human factors. 10, 12 p., e39114.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  3 Citations (Scopus)

• Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model

  de Hond, A. A. H., Kant, I. M. J., Fornasa, M., Cinà, G., Elbers, P. W. G., Thoral, P. J., Sesmu Arbous, M. & Steyerberg, E. W., 1 Feb 2023, In: Critical Care Medicine. 51, 2, p. 291-300 10 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  6 Citations (Scopus)

• Risk-based decision making: estimands for sequential prediction under interventions

  Luijken, K., Morzywołek, P., Amsterdam, W. V., Cinà, G., Keogh, R., Krijthe, J., Magliacane, S., Ommen, T. V., Putter, H., Smeden, M. V., Sperrin, M., Wang, J., Weir, D., Didelez, V. & Geloven, N. V., 29 Nov 2023.

  Research output: Working paper › Preprint › Research

• Semantic match: Debugging feature attribution methods in XAI for healthcare

  Cinà, G., Röber, T. E., Goedhart, R. & Birbil, Ş. İ., 2023, Proceedings of the Conference on Health, Inference, and Learning, CHIL 2023. Sarker, T., Beam, A., Ho, J. C. & Mortazavi, B. J. (eds.). ML Research Press, Vol. 209. p. 182-191 10 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Semantic match: Debugging feature attribution methods in XAI for healthcare

  Cina, G., Rober, T. E., Goedhard, R. & Birbil, S. I., 2023, Conference on Health, Inference, and Learning (CHIL). p. 182-190 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Unmasking the Chameleons: A Benchmark for Out-of-Distribution Detection in Medical Tabular Data

  Azizmalayeri, M., Abu-Hanna, A. & Ciná, G., 28 Sept 2023.

  Research output: Working paper › Preprint › Research

• When accurate prediction models yield harmful self-fulfilling prophecies

  Amsterdam, W. A. C. V., Geloven, N. V., Krijthe, J. H., Ranganath, R. & Ciná, G., 2 Dec 2023.

  Research output: Working paper › Preprint › Research
• 2022

  Out-of-Distribution Detection for Medical Applications: Guidelines for Practical Evaluation

  Zadorozhny, K., Thoral, P., Elbers, P. & Cinà, G., 2022, Studies in Computational Intelligence: A Paradigm Shift in Health Intelligence. Shaban-Nejad, A., Michalowski, M. & Bianco, S. (eds.). Cham: Springer Science and Business Media Deutschland GmbH, Vol. 1060. p. 137-153 17 p. (Studies in Computational Intelligence; vol. 1060).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review
  3 Citations (Scopus)

• Why we do need Explainable AI for Healthcare

  Cinà, G., Röber, T., Goedhart, R. & Birbil, I., 30 Jun 2022.

  Research output: Working paper › Preprint › Research
• 2021

  Risk factors for adverse outcomes during mechanical ventilation of 1152 COVID-19 patients: a multicenter machine learning study with highly granular data from the Dutch Data Warehouse

  on behalf of Dutch ICU Data Sharing Against COVID-19 Collaborators, Cinà, G., de Keizer, N. F., Rademaker, E., Kuiper, M., Juffermans, N. & Dutch ICU Data Sharing Against COVID-19 Collaborators, 1 Dec 2021, In: Intensive Care Medicine Experimental. 9, 1, p. 32 15 p., 32.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  4 Citations (Scopus)

• The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients

  Fleuren, L. M., Dam, T. A., Tonutti, M., de Bruin, D. P., Lalisang, R. C. A., Gommers, D., Cremer, O. L., Bosman, R. J., Rigter, S., Wils, E-J., Frenzel, T., Dongelmans, D. A., de Jong, R., Peters, M., Kamps, M. J. A., Ramnarain, D., Nowitzky, R., Nooteboom, F. G. C. A., de Ruijter, W., Urlings-Strop, L. C., & 38 othersSmit, E. G. M., Mehagnoul-Schipper, D. J., Dormans, T., de Jager, C. P. C., Hendriks, S. H. A., Achterberg, S., Oostdijk, E., Reidinga, A. C., Festen-Spanjer, B., Brunnekreef, G. B., Cornet, A. D., van den Tempel, W., Boelens, A. D., Koetsier, P., Lens, J., Faber, H. J., Karakus, A., Entjes, R., de Jong, P., Rettig, T. C. D., Arbous, S., Vonk, S. J. J., Fornasa, M., Machado, T., Houwert, T., Hovenkamp, H., Noorduijn-Londono, R., Quintarelli, D., Scholtemeijer, M. G., de Beer, A. A., Cina, G., Beudel, M., Herter, W. E., Girbes, A. R. J., Hoogendoorn, M., Thoral, P. J., Elbers, P. W. G. & Dutch ICU Data Sharing Against COVID-19 Collaborators, 23 Aug 2021, In: Critical Care. 25, 1, p. 304 304.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  22 Citations (Scopus)
• 2020

  Trust Issues: Uncertainty Estimation Does Not Enable Reliable OOD Detection On Medical Tabular Data

  Ulmer, D., Meijerink, L. & Cinà, G., 2020, Proceedings of Machine Learning Research. Vol. 136. p. 341-354 14 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  20 Citations (Scopus)
• 2018

  Bisimulation for Conditional Modalities

  Baltag, A. & Cinà, G., 1 Feb 2018, In: Studia Logica. 106, 1, p. 1-33 33 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  5 Citations (Scopus)
• 2017

  A characterization theorem for trackable updates

  Cinà, G., 2017, Business Process Management - 15th International Conference, BPM 2017, Proceedings. Seligman, J., Yamada, T. & Baltag, A. (eds.). Springer - Verlag, p. 94-107 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10445 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
• 2016

  Proving classical theorems of social choice theory in modal logic

  Ciná, G. & Endriss, U., 1 Sept 2016, In: Autonomous Agents and Multi-Agent Systems. 30, 5, p. 963-989 27 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access
  7 Citations (Scopus)
• 2015

  A syntactic proof of Arrow's Theorem in a modal logic of social choice functions

  Cinà, G. & Endriss, U., 2015, AAMAS 2015 - Proceedings of the 2015 International Conference on Autonomous Agents and Multiagent Systems. Elkind, E., Weiss, G., Yolum, P. & Bordini, R. H. (eds.). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1009-1017 9 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  7 Citations (Scopus)