A Lightweight Regression Method to Infer Psycholinguistic Properties for Brazilian Portuguese

Psycholinguistic properties of words have been used in various approaches to Natural Language Processing tasks, such as text simplification and readability assessment. Most of these properties are subjective, involving costly and time-consuming surveys to be gathered. Recent approaches use the limited datasets of psycholinguistic properties to extend them automatically to large lexicons. However, some of the resources used by such approaches are not available to most languages. This study presents a method to infer psycholinguistic properties for Brazilian Portuguese (BP) using regressors built with a light set of features usually available for less resourced languages: word length, frequency lists, lexical databases composed of school dictionaries and word embedding models. The correlations between the properties inferred are close to those obtained by related works. The resulting resource contains 26,874 words in BP annotated with concreteness, age of acquisition, imageability and subjective frequency.Comment: Paper accepted for TSD201

Methodology of trace metals analysis in reference, generic and similar medicines: a comparison / Metodologia da análise de metais trace em medicamentos de referência, genéricos e semelhantes: uma comparação

Trace metals are, among the toxic substances, some that cause intoxication of the human organism, they are highly reactive and bioaccumulative; however, living things require small amounts of some metals, including Co, Cu, Mn, Mo, V, Sr and Zn to perform vital functions. Other metals such as mercury, lead and cadmium, have no function to organic systems, and their accumulation may cause several pathologies. Trace metals are also part of pharmaceutical preparations found as contaminants from machinery, handling or medicinal plants’ extracts. The presence of metals in medicines has become a relevant subject to evaluate the degree of exposure and possible consequences for human health. The aim of the work being carried out at the Northeastern Regional Center for Nuclear Sciences in conjunction with the Department of Nuclear Energy is to obtain a qualitative and quantitative analysis of trace metals in medicines and comparing with specific parameters of the Brazilian Legislation. To help regulatory agencies to have a greater control of medicines sold based on the elaborated methodology.  

Discrepâncias no crescimento dos dimídios em crianças com paralisia cerebral hemiplégica: associação com a função, atividades e participação social

Objective: Evaluate side-to-side discrepancies in children with hemiplegic cerebral palsy (HCP), and investigate associations of these discrepancies with patients’ age at initiation of physical therapy, motor and cognitive function, and degree of activities and social participation. Method: We obtained eight side-to-side measurements from 24 HCP children with mean age 49.3±5.2 months. Results: Early initiation of physical therapy was associated with lower discrepancy in hand length (p=0.037). Lower foot length discrepancy was associated with lower requirement for caregiver assistance in activities related to mobility. Increased side-to-side discrepancy was associated with reduced wrist extension and increased spasticity. Discrepancy played a larger role in children with hemineglect and in those with right involvement. Conclusion: Increased discrepancy in HCP children was associated with reduced degree of activity/social participation. These results suggest an association between functional use of the extremities and limb growth.Objetivo: Avaliar a discrepância entre o crescimento dos lados do corpo em crianças com paralisia cerebral hemiplégica (PCH), e investigar sua associação com a idade de início do tratamento de fisioterapia, função motora e cognitiva, grau de atividades e participação social. Método: Comparamos oito medidas obtidas de 24 crianças com PCH e com média de idade de 49,3±5,2 meses. Resultados: O início precoce da fisioterapia se relacionou à menor discrepância no comprimento da mão (p=0,037). A menor discrepância no comprimento do pé se relacionou à menor necessidade de ajuda do cuidador em atividades de mobilidade. A maior discrepância esteve relacionada à menor extensão de punho e à maior espasticidade. A discrepância foi mais importante em crianças com heminegligência e com envolvimento à direita. Conclusão: Crianças com PCH com maior discrepância apresentaram menor atividade/participação social. Os resultados sugerem associação entre o uso funcional da mão e o crescimento das extremidades.CuritibaPRUniversidade Federal do Paraná Hospital de Clínicas Centro de NeuropediatriaSão PauloSPUniversidade Federal de São Paulo (UNIFESP)Universidade Federal do Paraná Departamento de PediatriaUniversidade Federal do Paraná Departamento de Clínica MédicaHospital Albert EinsteinUNIFESPSciEL

Validation of the SNACOR clinical scoring system after transarterial chemoembolisation in patients with hepatocellular carcinoma

Background Transarterial chemoembolisation is the standard of care for intermediate stage (BCLC B) hepatocellular carcinoma, but it is challenging to decide when to repeat or stop treatment. Here we performed the first external validation of the SNACOR (tumour Size and Number, baseline Alpha-fetoprotein, Child-Pugh and Objective radiological Response) risk prediction model. Methods A total of 1030 patients with hepatocellular carcinoma underwent transarterial chemoembolisation at our tertiary referral centre from January 2000 to December 2016. We determined the following variables that were needed to calculate the SNACOR at baseline: tumour size and number, alpha-fetoprotein level, Child-Pugh class, and objective radiological response after the first transarterial chemoembolisation. Overall survival, time-dependent area under receiver-operating characteristic curves, Harrell’s C-index, and the integrated Brier score were calculated to assess predictive ability. Finally, multivariate analysis was performed to identify independent predictors of survival. Results The study included 268 patients. Low, intermediate, and high SNACOR scores predicted a median survival of 31.5, 19.9, and 9.2 months, respectively. The areas under the receiver-operating characteristic curve for overall survival were 0.641, 0.633, and 0.609 at 1, 3, and 6 years, respectively. Harrell’s C-index was 0.59, and the integrated Brier Score was 0.175. Independent predictors of survival included tumour size (P < 0.001), baseline alpha-fetoprotein level (P < 0.001) and Child-Pugh class (P < 0.004). Objective radiological response (P = 0.821) and tumour number (P = 0.127) were not additional independent predictors of survival. Conclusions The SNACOR risk prediction model can be used to identify patients with a dismal prognosis after the first transarterial chemoembolisation who are unlikely to benefit from further transarterial chemoembolisation. However, Harrell’s C-index showed only moderate performance. Accordingly, this risk prediction model can only serve as one of several components used to make the decision about whether to repeat treatment

CAPIVARA: Cost-Efficient Approach for Improving Multilingual CLIP Performance on Low-Resource Languages

This work introduces CAPIVARA, a cost-efficient framework designed to enhance the performance of multilingual CLIP models in low-resource languages. While CLIP has excelled in zero-shot vision-language tasks, the resource-intensive nature of model training remains challenging. Many datasets lack linguistic diversity, featuring solely English descriptions for images. CAPIVARA addresses this by augmenting text data using image captioning and machine translation to generate multiple synthetic captions in low-resource languages. We optimize the training pipeline with LiT, LoRA, and gradient checkpointing to alleviate the computational cost. Through extensive experiments, CAPIVARA emerges as state of the art in zero-shot tasks involving images and Portuguese texts. We show the potential for significant improvements in other low-resource languages, achieved by fine-tuning the pre-trained multilingual CLIP using CAPIVARA on a single GPU for 2 hours. Our model and code is available at https://github.com/hiaac-nlp/CAPIVARA

Location of chlorogenic acid biosynthesis pathway and polyphenol oxidase genes in a new interspecific anchored linkage map of eggplant

© Gramazio et al.; licensee BioMed Central. 2014. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated