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Background: Clinical reasoning (CR) is fundamental in medical education. However, the Italian curriculum has not incorporated a structured CR format yet. Therefore, we introduced the Clinical Case Discussions (CCD), to medical students attending the University of Bologna as a tool for developing CR abilities. CCDs are a case-based peer-teaching format, simulating the diagnostic process using published patient cases. Methods: Students of all clinical years of the University of Bologna Medical School were invited to voluntarily participate in a two-day CCD training program. They completed pre- and post-training questionnaires assessing their expectations before and impressions after the training and comparing learning outcomes to their usual classes. Results: Twenty-one students participated in this pilot program. Before the training, more than half of the participants expressed either interest or a strong interest in all proposed learning objectives. Afterward, 84.6% of the students stated that the training much exceeded (63.5%) or exceeded (23.1%) their expectations considering its utility for their future medical activities. A total of 92.3% strongly agreed (84.6%) or agreed (7.7%) to have improved their CR. Conclusions: Although this pilot program had some intrinsic limitations, the students’ positive feedback on this CCD format (combining the benefits of case-based learning and peer teaching) encourages further research on its potential role in the Italian curriculum.