In recent times, transformer networks have achieved state-of-the-art performance in a wide range of natural language processing tasks. Here we present a workflow based on the fine-tuning of BERT ...models for different downstream tasks, which results in the automated extraction of structured information from unstructured natural language in scientific literature. Contrary to existing methods for the automated extraction of structured compound-property relations from similar sources, our workflow does not rely on the definition of intricate grammar rules. Hence, it can be adapted to a new task without requiring extensive implementation efforts and knowledge. We test our data-extraction workflow by automatically generating a database for Curie temperatures and one for band gaps. These are then compared with manually curated datasets and with those obtained with a state-of-the-art rule-based method. Furthermore, in order to showcase the practical utility of the automatically extracted data in a material-design workflow, we employ them to construct machine-learning models to predict Curie temperatures and band gaps. In general, we find that, although more noisy, automatically extracted datasets can grow fast in volume and that such volume partially compensates for the inaccuracy in downstream tasks.
In recent times, transformer networks have achieved state-of-the-art performance in a wide range of natural language processing tasks. Here we present a workflow based on the fine-tuning of BERT ...models for different downstream tasks, which results in the automated extraction of structured information from unstructured natural language in scientific literature. Contrary to existing methods for the automated extraction of structured compound-property relations from similar sources, our workflow does not rely on the definition of intricate grammar rules. Hence, it can be adapted to a new task without requiring extensive implementation efforts and knowledge. We test our data-extraction workflow by automatically generating a database for Curie temperatures and one for band gaps. These are then compared with manually-curated datasets and with those obtained with a state-of-the-art rule-based method. Furthermore, in order to showcase the practical utility of the automatically extracted data in a material-design workflow, we employ them to construct machine-learning models to predict Curie temperatures and band gaps. In general we find that, although more noisy, automatically extracted datasets can grow fast in volume and that such volume partially compensates for the inaccuracy in downstream tasks.
Inhibition of focal adhesion kinase has been shown to selectively kill mesothelioma cells that express low levels of moesin-ezrin-radixin-like protein (merlin). On this basis, we designed a ...randomized, phase II trial to investigate whether defactinib as maintenance therapy after standard first-line chemotherapy could improve progression-free survival (PFS) in patients with malignant pleural mesothelioma (MPM).
This global, double-blind, randomized, placebo-controlled trial was conducted in patients with advanced MPM and disease control after at least four cycles of first-line chemotherapy. Patients were stratified for merlin and then randomly assigned (in a 1:1 fashion) to receive either oral defactinib or placebo until disease progression, unacceptable toxicity, or withdrawal occurred. The coprimary end points were PFS and overall survival (OS). Quality of life (QoL) was assessed using the Lung Cancer Symptom Scale for Mesothelioma tool.
Three hundred forty-four patients were randomly assigned to receive either defactinib (n = 173) or placebo (n = 171). The median PFS was 4.1 months (95% CI, 2.9 to 5.6 months) for defactinib versus 4.0 months (95% CI, 2.9 to 4.2 months) for placebo. The median OS was 12.7 months (95% CI, 9.1 to 21 months) for defactinib versus 13.6 months (95% CI, 9.6 to 21.2 months) for placebo (hazard ratio, 1.0; 95% CI, 0.7 to 1.4). Although shorter survival for both defactinib- and placebo-treated patients was observed, in the patients who had merlin-low MPM compared with the patients who had merlin-high MPM, there were no statistical differences in response rate, PFS, OS, or QoL between the treatment groups. The most common grade 3 or worse adverse events were nausea, diarrhea, fatigue, dyspnea, and decreased appetite.
Neither PFS nor OS was improved by defactinib after first-line chemotherapy in patients with merlin-low MPM. Defactinib cannot be recommended as maintenance therapy for advanced MPM.
Abstract
Helicoverpa zea (Lepidoptera: Noctuidae) is an insect pest of major cultivated crops in North and South America. The species has adapted to different host plants and developed resistance to ...several insecticidal agents, including Bacillus thuringiensis (Bt) insecticidal proteins in transgenic cotton and maize. Helicoverpa zea populations persist year-round in tropical and subtropical regions, but seasonal migrations into temperate zones increase the geographic range of associated crop damage. To better understand the genetic basis of these physiological and ecological characteristics, we generated a high-quality chromosome-level assembly for a single H. zea male from Bt-resistant strain, HzStark_Cry1AcR. Hi-C data were used to scaffold an initial 375.2 Mb contig assembly into 30 autosomes and the Z sex chromosome (scaffold N50 = 12.8 Mb and L50 = 14). The scaffolded assembly was error-corrected with a novel pipeline, polishCLR. The mitochondrial genome was assembled through an improved pipeline and annotated. Assessment of this genome assembly indicated 98.8% of the Lepidopteran Benchmark Universal Single-Copy Ortholog set were complete (98.5% as complete single copy). Repetitive elements comprised approximately 29.5% of the assembly with the plurality (11.2%) classified as retroelements. This chromosome-scale reference assembly for H. zea, ilHelZeax1.1, will facilitate future research to evaluate and enhance sustainable crop production practices.
Lung infections with
Mycobacterium abscessus,
a species of multidrug resistant nontuberculous mycobacteria, are emerging as an important global threat to individuals with cystic fibrosis (CF) where ...they accelerate inflammatory lung damage leading to increased morbidity and mortality. Previously,
M. abscessus
was thought to be independently acquired by susceptible individuals from the environment. However, using whole genome analysis of a global collection of clinical isolates, we show that the majority of
M. abscessus
infections are acquired through transmission, potentially
via
fomites and aerosols, of recently emerged dominant circulating clones that have spread globally. We demonstrate that these clones are associated with worse clinical outcomes, show increased virulence in cell-based and mouse infection models, and thus represent an urgent international infection challenge.
Yes
In recent years, the scientific community has called for improvements in the credibility, robustness and reproducibility of research, characterized by increased interest and promotion of open and ...transparent research practices. While progress has been positive, there is a lack of consideration about how this approach can be embedded into undergraduate and postgraduate research training. Specifically, a critical overview of the literature which investigates how integrating open and reproducible science may influence student outcomes is needed. In this paper, we provide the first critical review of literature surrounding the integration of open and reproducible scholarship into teaching and learning and its associated outcomes in students. Our review highlighted how embedding open and reproducible scholarship appears to be associated with (i) students' scientific literacies (i.e. students' understanding of open research, consumption of science and the development of transferable skills); (ii) student engagement (i.e. motivation and engagement with learning, collaboration and engagement in open research) and (iii) students' attitudes towards science (i.e. trust in science and confidence in research findings). However, our review also identified a need for more robust and rigorous methods within pedagogical research, including more interventional and experimental evaluations of teaching practice. We discuss implications for teaching and learning scholarship.
UKRI/ESRC rapid call grant, ealth Research Board Applying Researchinto Policy and Practice Fellowship, John Templeton Foundation (grant ID: 62631), Northern Ireland Department for the Economy Research Studentship
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