Knowledge management in intelligent tutoring systems

In the last years, Intelligent Tutoring Systems have been a very successful way for improving learning experience. Many issues must be addressed until this technology can be defined mature. One of the main problems within the Intelligent Tutoring Systems is the process of contents authoring: knowledge acquisition and manipulation processes are difficult tasks because they require a specialised skills on computer programming and knowledge engineering. In this thesis we discuss a general framework for knowledge management in an Intelligent Tutoring System and propose a mechanism based on first order data mining to partially automate the process of knowledge acquisition that have to be used in the ITS during the tutoring process. Such a mechanism can be applied in Constraint Based Tutor and in the Pseudo-Cognitive Tutor. We design and implement a part of the proposed architecture, mainly the module of knowledge acquisition from examples based on first order data mining. We then show that the algorithm can be applied at least two different domains: first order algebra equation and some topics of C programming language. Finally we discuss the limitation of current approach and the possible improvements of the whole framework.

Valutazione sperimentale della rigenerazione cartilaginea articolare dopo stimolazione biofisica con campi elettromagnetici pulsati in associazione a trattamenti chirurgici

Diverse tecniche di ingegneria tessutale sono state sviluppate per promuovere la riparazione delle lesioni della cartilagine articolare. Nonostante i buoni risultati clinici a breve termine, il tessuto rigenerato fallisce nel tempo poiché non possiede le caratteristiche meccaniche e funzionali della cartilagine articolare nativa. La stimolazione con campi elettromagnetici pulsati (CEMP) rappresenta un approccio terapeutico innovativo. I CEMP aumentano l’attività anabolica dei condrociti con conseguente incremento della sintesi della matrice, e limitano l’effetto catabolico delle citochine pro-infiammatorie riducendo la degradazione della cartilagine nel microambiente articolare. I CEMP agiscono mediante l’up-regolazione dei recettori adenosinici A2A potenziando il loro affetto anti-infiammatorio. Lo scopo di questo studio è stato quello di valutare l’effetto della stimolazione con CEMP sulla guarigione di difetti osteocondrali in un modello sperimentale nel coniglio. Un difetto osteocondrale del diametro di 4mm è stato eseguito nel condilo femorale mediale di entrambe le ginocchia di 20 conigli. A destra la lesione è stata lasciata a guarigione spontanea mentre a sinistra e stata trattata mediante inserimento di scaffold collagenico o trapianto di cellule mesenchimali midollari sul medesimo scaffold precedentemente prelevate dalla cresta iliaca. In base al trattamento eseguito 10 animali sono stati stimolati con CEMP 4 ore/die per 40 giorni mentre altri 10 hanno ricevuto stimolatori placebo. Dopo il sacrificio a 40 giorni, sono state eseguite analisi istologiche mediante un punteggio di O’Driscoll modificato. Confrontando le lesioni lasciate a guarigione spontanea, la stimolazione con CEMP ha migliorato significativamente il punteggio (p=0.021). Lo stesso risultato si è osservato nel confronto tra lesioni trattate mediante trapianto di cellule mesenchimali midollari (p=0.032). Nessuna differenza è stata osservata tra animali stimolati e placebo quando la lesione è stata trattata con il solo scaffold (p=0.413). La stimolazione con CEMP è risultata efficace nel promuovere la guarigione di difetti osteocartilaginei in associazione a tecniche chirurgiche di ingegneria tessutale.

Reconstructive Microsurgery and Tissue Engineering in Musculo-Skeletal Oncology - Innovative Techniques

Tumors involving bone and soft tissues are extremely challenging situations. With the recent advances of multi-modal treatment, not only the type of surgery has moved from amputation to limb-sparing procedures, but also the survivorship has improved considerably and reconstructive techniques have the goal to allow a considerably higher quality of life. In bone reconstruction, tissue engineering strategies are the main area of research. Re-vascularization and re-vitalisation of a massive allograft would considerably improve the outcome of biological reconstructions. Using a rabbit animal model, in this study we showed that, by implanting a vascular pedicle inside a weight bearing massive cortical allograft, the bone regeneration inside the allograft was higher compared to the non-vascularized implants, given the patency of the vascular pedicle. Improvement in the animal model and the addition of Stem Cells and Growth factors will allow a further improvement in the results. In soft tissue tumors, free and pedicled flaps have been proven to be of great help as reconstruction strategies. In this study we analyzed the functional and overall outcome of 14 patients who received a re-innervated vascularized flap. We have demonstrated that the use of the innovative technique of motor re-innervated muscular flaps is effective when the resection involves important functional compartments of the upper or lower limb, with no increase of post-operative complications. Although there was no direct comparison between this type of reconstruction and the standard non-innervated reconstruction, we underlined the remarkable high overall functional scores and patient satisfaction following this procedure.

Safety by design: production of engineering surface modified nanomaterials

This PhD thesis focused on nanomaterial (NM) engineering for occupational health and safety, in the frame of the EU project “Safe Nano Worker Exposure Scenarios (SANOWORK)”. Following a safety by design approach, surface engineering (surface coating, purification process, colloidal force control, wet milling, film coating deposition and granulation) were proposed as risk remediation strategies (RRS) to decrease toxicity and emission potential of NMs within real processing lines. In the first case investigated, the PlasmaChem ZrO2 manufacturing, the colloidal force control applied to the washing of synthesis rector, allowed to reduce ZrO2 contamination in wastewater, performing an efficient recycling procedure of ZrO2 recovered. Furthermore, ZrO2 NM was investigated in the ceramic process owned by CNR-ISTEC and GEA-Niro; the spray drying and freeze drying techniques were employed decreasing NM emissivity, but maintaining a reactive surface in dried NM. Considering the handling operation of nanofibers (NFs) obtained through Elmarco electrospinning procedure, the film coating deposition was applied on polyamide non-woven to avoid free fiber release. For TiO2 NF the wet milling was applied to reduce and homogenize the aspect ratio, leading to a significant mitigation of fiber toxicity. In the Colorobbia spray coating line, Ag and TiO2 nanosols, employed to transfer respectively antibacterial or depolluting properties to different substrates, were investigated. Ag was subjected to surface coating and purification, decreasing NM toxicity. TiO2 was modified by surface coating, spray drying and blending with colloidal SiO2, improving its technological performance. In the extrusion of polymeric matrix charged with carbon nanotube (CNTs) owned by Leitat, the CNTs used as filler were granulated by spray drying and freeze spray drying techniques, allowing to reduce their exposure potential. Engineered NMs tested by biologists were further investigated in relevant biological conditions, to improve the knowledge of structure/toxicity mechanisms and obtain new insights for the design of safest NMs.