Abstract: Part of speech (POS) tagging assigns a class or tag to each token in a sentence. The tag allocated to a word is mainly its part of speech or any other class of interest. Several applications of Natural Language Processing (NLP) require it as a prerequisite. The development of part-of-speech tagging for the under-resourced Mizo language is presented in this study, which makes use of a stochastic model known as Conditional Random Field (CRF). The CRF is a discriminative probabilistic classifier that considers both the context of a given word and the tag transition probabilities in the training dataset. A corpus of approximately 30,000 words was collected and manually annotated with the proposed tagset for system evaluation. On various sizes of training and test sets, the tagger achieved 89.46 % accuracy, 89.3 % F1-score, 89.42 % precision, and 89.48 % recall.

ABSTRACT Premature ovarian insufficiency, the loss of ovarian function before the age of 40 years, is characterized by hipergonadotrofic hipogonadism and amenorrhea or oligomenorrhea. The etiology is multifactorial, and can be due to genetic, metabolic, autoimmune, environmental or iatrogenic causes, being idiopathic 90% of cases. Currently there is not a single marker that can be used for estimate ovarian reserve in this patients; however, in recent years antimüllerian hormone has proved to have some advantages over other classical biomarkers. Moreover, several studies indicate a positive correlation between antimüllerian hormone concentration and antral follicle count, considered nowadays the most reliable method for ovarian reserve estimation.

RESUMEN La insuficiencia ovárica prematura es la pérdida de la función ovárica antes de los 40 años de edad. Se caracteriza por hipogonadismo hipergonadotrófico y amenorrea u oligomenorrea. Su etiología es multifactorial, pudiendo deberse a causas iatrogénicas, genéticas, metabólicas, autoinmunes y ambientales; siendo de origen idiopático en el 90 % de los casos. Su incidencia es de 1 cada 100 mujeres menores de 40 años y 1 cada 1000 mujeres menores de 30 años. En la actualidad no existe un único marcador que se pueda utilizar para calcular la reserva ovárica; sin embargo, en los últimos años la hormona antimülleriana ha demostrado presentar algunas ventajas respecto a los biomarcadores clásicamente utilizados. Además, diversos estudios indican que existe una correlación positiva entre los niveles de esta hormona y el recuento de folículos antrales, que es, por el momento, el método más confiable para evaluar reserva ovárica debido a las actuales dificultades técnicas para la determinación de hormona antimülleriana.

The toxicity of deoxynivalenol, both intravenously and orally, was investigated in male and female BALB/c mice. Technetium-99m (99m Tc)-labeled deoxynivalenol was administered to mice by tail vein injection and orally dosed. Distribution of labeled deoxynivalenol at 26 hours was monitored by gamma-scintigraphy. In the evaluated organs, the accumulation of radioactive deoxynivalenol was correlated with the amount of radioactivity. In addition, the toxicity of deoxynivalenol was measured by biochemical assays followed by histopathological findings. Kidney and hepatic marker enzymes were significantly increased in intravenously administered deoxynivalenol as compared to orally treated mice. Intravenously treated mice showed severe damage in liver and kidney when compared to those orally exposed. Biodistribution of 99mTc-labeled deoxynivalenol differed between oral and intravenous treatment. In intravenously exposed mice, deoxynivalenol was distributed primarily in the liver and kidney whereas in oral exposure, it was found in the stomach and intestines after 26 hours. Deoxynivalenol toxicity, associated with its biodistribution and organ toxicity, was greatest where it had accumulated. The results show that the toxicity of deoxynivalenol is associated with organ accumulation.