University of Macerata

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    43857 research outputs found

    Inclusion and technological innovation in outdoor learning: Special Pedagogy pathways to co-design augmented reality experiences

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    The transformative potential of new technologies has unveiled unprecedented horizons for the creation of inclusive life environments, allowing the design of authentic, significant and personalised outdoor learning experiences. This study proposes a codesign protocol to develop inclusive solutions for outdoor learning in leisure contexts based on the use of Augmented Reality and 3D print to enhance equal opportunities for participation in cultural, social, and educational processes

    STEP for Social Justice: Strengthening Teacher in Refugee Education Project

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    • Analyzing social justice practices in refugee education in primary schools. • Designing a Professional Development Program to enhance teachers' competencies in social justice. • Creating an action plan for fair, equal, and inclusive education for refugee students. • Establishing a sustainable collaboration among four countries experienced in refugee education. • Raising awareness of social justice in refugee education. • Developing an AI-enhanced digital learning platform for teachers. Implementation: What activities are you going to implement? • The refugee education practices and social justice implementations throughout the partner countries will be comprehensively evaluated. • Additionally, the primary school-level curricula of the countries will be reviewed from a social justice perspective, and the findings will be incorporated into the developed professional development program

    Confisca di prevenzione e destinazione dei beni

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    Italy’s foreign energy policy and the Mattei Plan: more than meets the eye?

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    The Mattei Plan represents Italy’s latest attempt to frame its engagement in Africa, integrating economic cooperation with broader foreign policy goals such as development and energy security. The Plan testifies to the Meloni government’s balancing act between a moderate nationalism premised on status enhancing policies, staunch Atlanticism, and a degree of post-ideological Euro-realism. Boosting the country’s projection in Africa was identified as an opportunity enabled by diminishing US interest in the African continent, the EU’s attempt to multiply member states’ efforts and to enhance the role and presence of key Italian industrial actors. By exploring the energy dimension, a key pillar of the Plan, through an analysis of the Plan’s governance structures, funding mechanisms and energy projects, the article examines the extent to which Italy’s foreign energy policy towards Africa is undergoing significant changes. The article explores the extent to which the Plan remains redundant in the area of fossil fuels, while it has the potential to shift the country’s foreign energy policy towards green energy. For the latter, Italian energy companies capitalise both on the government’s action as a status enhancer across the African continent and on its role as financial multiplier vis-à-vis regional and international financial institutions

    Diritto-dovere di accudire i figli e accesso alla detenzione domiciliare speciale: per i padri l'atteso (seppur parziale) riconoscimento

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    Dichiarata la parziale incostituzionalità dell’art. 47-quinquies comma 7 ord. penit. nella parte in cui, in violazione del superiore interesse del figlio a poter godere in tenera età «di una relazione diretta con almeno uno dei due genitori», subordina la concessione ai padri della detenzione domiciliare speciale all’impossibilità non solo della madre, ma pure di altre persone, di prendersi cura della proleDeclared the partial unconstitutionality of Article 47-quinquies, para. 7, law no. 354 of 1975, where, in violation of the child’s superior interest to enjoy «a direct relationship with at least one of the two parents», it makes the granting of special home detention to fathers conditional on the inability not only of the mother, but also of other persons, to take care of the offspring

    L'intelligenza artificiale nell'ambito dell'industria musicale: considerazioni etiche ed estetiche

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    Federated Learning towards the unknown: a deep dive into diabetic retinopathy prediction from real-world EHR structured data on unseen diabetic centers

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    The compatibility of Federated Learning (FL) models with unseen Out-Of-Federation (OOF) centers remains a critical yet underexplored challenge, particularly when dealing with heterogeneous data. To address this gap, this study proposes a data-driven approach to assess the feasibility of applying an FL model to OOF centers. The case study explored is the prediction of diabetic retinopathy from multiple real-world, highly heterogeneous electronic health records. An FL XGBoost model (FL-XGB) is trained across five in-federation (IF) centers, showing an average test Area Under the ROC Curve (AUC) of 75.27%. A novel metric, the OOF Applicability (OFA) predictor, is introduced to estimate whether FL-XGB could be safely applied to the 15 OOF centers. OFA combines statistical and learnable features from both IF and OOF centers and is used as a predictor for a regression model, employed to estimate the performance of FL-XGB (in terms of AUC) on OOF datasets. The regression model achieved a confidence of 76% in predicting AUC values, with a statistically significant p-value (≪ 0.001). The average discrepancy between the predicted and observed AUC values was 6%. Overall, FL-XGB shows robust performance on IF centers and the OFA predictor plays a crucial role in assessing its applicability to infer on unseen OOF centers. By providing statistically significant estimations, OFA effectively identifies OOF centers whose characteristics are too divergent from what the FL model can effectively manage. Our codes are available at https://github.com/geronimaw/OFA4FL

    L’ampiezza dell'obbligo positivo di ammettere un cittadino straniero nel caso Ghadamian c. Svizzera

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    La sentenza resa dalla Corte europea dei diritti dell’uomo nel caso Ghadamian c. Svizzera offre l’occasione di qualche riflessione sulla giurisprudenza della Corte in relazione alla tutela del diritto alla vita privata e familiare nel contesto migratorio e, in particolare, rispetto all’ampiezza degli obblighi positivi configurabili per gli Stati membri del Consiglio d’Europa con riguardo all’ammissione di cittadini stranieri

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