Visualisation analysis for exploring prerequisite relations in textbooks

Building automatic strategies for organising knowledge contained in textbooks has a tremendous potential to enhance meaningful learning. Automatic identification of prerequisite relation (PR) between concepts in a textbook is a well-known way for knowledge structuring, yet it is still an open issue. Our research contributes for better understanding and exploring the phenomenon of PR in textbooks, by providing a collection of visualisation techniques for PR exploration and analysis, that we used for the design of and then the refinement of our algorithm for PR extraction

EVALITA Evaluation of NLP and Speech Tools for Italian - December 17th, 2020

Welcome to EVALITA 2020! EVALITA is the evaluation campaign of Natural Language Processing and Speech Tools for Italian. EVALITA is an initiative of the Italian Association for Computational Linguistics (AILC, http://www.ai-lc.it) and it is endorsed by the Italian Association for Artificial Intelligence (AIxIA, http://www.aixia.it) and the Italian Association for Speech Sciences (AISV, http://www.aisv.it)

Digging into prerequisite annotation

Intelligent textbooks are often engineered with an explicit representation of their concepts and prerequisite relations (PR). PR identification is hence crucial for intelligent textbooks but still presents some challenges, also when performed by human experts. This may cause PR-annotated datasets to be inconsistent and compromise the accuracy of automatic creation of enhanced learning materials. This paper investigates possible reasons for PR disagreement and the nature of PR itself, with the aim of contributing to the development of shared strategies for PR annotation, analysis and modelling in textbooks

Towards the identification of propaedeutic relations in textbooks

As well-known, structuring knowledge and digital content has a tremendous potential to enhance meaningful learning. A straightforward approach is representing key concepts of the subject matter and organizing them in a knowledge structure by means of semantic relations. This results in hypergraphs with typed n-ary relationships, including the so-called prerequisite or propaedeutic relations among concepts. While extracting the whole concept graph from a textbook is our final goal, the focus of this paper is the identification of the propaedeutic relations among concepts. To this aim, we employ a method based on burst analysis and co-occurrence which recognizes, by means of temporal reasoning, prerequisite relations among concepts that share intense periods in the text. The experimental evaluation shows promising results for the extraction of propaedeutic relations without the support of external knowledge

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Combination of doxorubicin (DOX) and docetaxel (DTX) is clinically effective against many drug-refractory cancers, nevertheless, enhanced side effects, e.g. cardiotoxicity related to oxidative damage of tissue macromolecules is observed. Nitroxides represent an attractive class of synthetic compounds to ameliorate DOX-DTX toxicity in nontargeted tissues due to their antioxidant and iron-oxidizing properties. The aim of the study was to define the ability of 3-carbamoylpyrroline nitroxyl derivative pirolin (PL) to mitigate oxidative damage to blood plasma proteins and lipids induced by DOX-DTX chemotherapy in Sprague-Dawley rats bearing DMBA-induced mammary tumor. Additionally we also evaluated: i) pro-oxidant and antioxidant activity of pirolin administered as a single agent according to different regimens and ii) differences in biomarkers of the oxidative stress between healthy rats and rats with DMBA-induced mammary tumors. The extent of oxidative stress was evaluated on the basis of its foremost biomarkers: thiol and carbonyl groups, lipid peroxidation products (hydroperoxides, TBARS), activity of antioxidant defense enzyme superoxide dismutase (SOD) and non-enzymatic antioxidant capacity (NEAC). We have found that pirolin alone displayed dual, antioxidant and pro-oxidant activity depending on the regimen of treatment. Daily treatment for 2 weeks increased the amount of thiols, and decreased the protein carbonyl groups. Three administrations of pirolin at 3-week intervals did not influence thiol content but increased hydroperoxides, TBARS and carbonyl groups. Chemotherapy employing DOX-DTX combination caused considerable oxidative stress in the plasma. Significant and dose-dependent oxidative damage to lipids and proteins with concomitant thiol depletion were evident in treated animals. Drugs also increased SOD activity and NEAC. Association of pirolin with DOX-DTX chemotherapy resulted in a partial amelioration of oxidative stress generated by anticancer drugs. This study indicates that a nitroxyl compound pirolin applied as a single agent in vivo can display both antioxidant and pro-oxidant properties but in conjunction with DOX-DTX it is able to protect partially blood plasma against oxidative stress generated by chemotherapy. The outcome, however, seems to be highly dependent on the ratio between the doses of employed anticancer drugs and the nitroxide. K e y w o r d s : chemotherapy, docetaxel, doxorubicin, nitroxide, pirolin, oxidative stress, superoxide dismutase, reactive oxygen specie