148 research outputs found

    scite: A Smart Citation Index that Displays the Context of Citations and Classifies Their Intent Using Deep Learning

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    Citation indices are tools used by the academic community for research and research evaluation that aggregate scientific literature output and measure impact by collating citation counts. Citation indices help measure the interconnections between scientific papers but fall short because they fail to communicate contextual information about a citation. The use of citations in research evaluation without consideration of context can be problematic because a citation that presents contrasting evidence to a paper is treated the same as a citation that presents supporting evidence. To solve this problem, we have used machine learning, traditional document ingestion methods, and a network of researchers to develop a β€œsmart citation index” called scite, which categorizes citations based on context. Scite shows how a citation was used by displaying the surrounding textual context from the citing paper and a classification from our deep learning model that indicates whether the statement provides supporting or contrasting evidence for a referenced work, or simply mentions it. Scite has been developed by analyzing over 25 million full-text scientific articles and currently has a database of more than 880 million classified citation statements. Here we describe how scite works and how it can be used to further research and research evaluation

    БистСма управлСния рисками Π² Ρ‚Π°ΠΌΠΎΠΆΠ΅Π½Π½Ρ‹Ρ… ΠΎΡ€Π³Π°Π½Π°Ρ… ΠšΠ°Π½Π°Π΄Ρ‹

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    ΠžΠ±ΡŠΠ΅ΠΊΡ‚ΠΎΠΌ исслСдования являСтся Ρ„ΠΎΡ€ΠΌΠΈΡ€ΠΎΠ²Π°Π½ΠΈΠ΅ ΠΏΠΎΠ»ΠΈΡ‚ΠΈΠΊΠΈ Π‘Π£Π  Π² Ρ‚Π°ΠΌΠΎΠΆΠ΅Π½Π½ΠΎΠΌ Π΄Π΅Π»Π΅ ΠšΠ°Π½Π°Π΄Ρ‹. ΠšΠ°Π½Π°Π΄Ρ‹ ΠΈΠΌΠ΅Π΅Ρ‚ Ρ€Π°Π·Π²ΠΈΡ‚ΡƒΡŽ экономику, Ρ‡Ρ‚ΠΎ Π΄ΠΎΠΊΠ°Π·Ρ‹Π²Π°Π΅Ρ‚ Π΅Ρ‘ высокиС ΠΏΠΎΠ·ΠΈΡ†ΠΈΠΈ Π² ΠΌΠΈΡ€ΠΎΠ²Ρ‹Ρ… Ρ€Π΅ΠΉΡ‚ΠΈΠ½Π³Π°Ρ…. ЦСлью Ρ€Π°Π±ΠΎΡ‚Ρ‹ являСтся описаниС взаимосвязи Π²Π½Π΅ΡˆΠ½Π΅ΡΠΊΠΎΠ½ΠΎΠΌΠΈΡ‡Π΅ΡΠΊΠΎΠΉ Π΄Π΅ΡΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΠΈ ΠšΠ°Π½Π°Π΄Ρ‹ ΠΈ ΠΎΡ€Π³Π°Π½ΠΈΠ·Π°Ρ†ΠΈΠΈ систСмы управлСния рисками Π² Ρ‚Π°ΠΌΠΎΠΆΠ΅Π½Π½Ρ‹Ρ… ΠΎΡ€Π³Π°Π½Π°Ρ… ΠšΠ°Π½Π°Π΄Ρ‹. Для достиТСния Π΄Π°Π½Π½ΠΎΠΉ Ρ†Π΅Π»ΠΈ Π±Ρ‹Π» ΠΏΡ€ΠΎΠ²Π΅Π΄Ρ‘Π½ Π°Π½Π°Π»ΠΈΠ· Π²Π½Π΅ΡˆΠ½Π΅ΡΠΊΠΎΠ½ΠΎΠΌΠΈΡ‡Π΅ΡΠΊΠΎΠΉ Π΄Π΅ΡΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΠΈ ΠšΠ°Π½Π°Π΄Ρ‹ ΠΏΡƒΡ‚Ρ‘ΠΌ изучСния Π±ΡŽΠ΄ΠΆΠ΅Ρ‚Π° страны, статистичСских Π΄Π°Π½Π½Ρ‹Ρ… ΠΈ Π²Π½Π΅ΡˆΠ½Π΅Ρ‚ΠΎΡ€Π³ΠΎΠ²Ρ‹Ρ… Π΄ΠΎΠ³ΠΎΠ²ΠΎΡ€ΠΎΠ²; ΠΈΠ·ΡƒΡ‡Π΅Π½ΠΈΠ΅ Π΄ΠΎΠΊΡƒΠΌΠ΅Π½Ρ‚Π°Ρ†ΠΈΠΈ, которая описываСт систСму управлСния рисками Ρ‚Π°ΠΌΠΎΠΆΠ΅Π½Π½Ρ‹Ρ… ΠΎΡ€Π³Π°Π½ΠΎΠ² ΠšΠ°Π½Π°Π΄Ρ‹The object of the study is the formation of the policy of RMS in the customs of Canada. Canada has a developed economy, which proves its high position in the world rankings. The purpose of the work is to describe the relationship of foreign economic activity of Canada and the organization of risk management system in the Canadian customs To achieve this goal, the analysis of foreign economic activity of Canada was carried out by studying the country's budget, statistics and foreign trade contracts; study of documentation that describes the risk management system of the customs authorities of Canad

    Phase transitions in biological membranes

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    Native membranes of biological cells display melting transitions of their lipids at a temperature of 10-20 degrees below body temperature. Such transitions can be observed in various bacterial cells, in nerves, in cancer cells, but also in lung surfactant. It seems as if the presence of transitions slightly below physiological temperature is a generic property of most cells. They are important because they influence many physical properties of the membranes. At the transition temperature, membranes display a larger permeability that is accompanied by ion-channel-like phenomena even in the complete absence of proteins. Membranes are softer, which implies that phenomena such as endocytosis and exocytosis are facilitated. Mechanical signal propagation phenomena related to nerve pulses are strongly enhanced. The position of transitions can be affected by changes in temperature, pressure, pH and salt concentration or by the presence of anesthetics. Thus, even at physiological temperature, these transitions are of relevance. There position and thereby the physical properties of the membrane can be controlled by changes in the intensive thermodynamic variables. Here, we review some of the experimental findings and the thermodynamics that describes the control of the membrane function.Comment: 23 pages, 15 figure

    The influence of anesthetics, neurotransmitters and antibiotics on the relaxation processes in lipid membranes

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    In the proximity of melting transitions of artificial and biological membranes fluctuations in enthalpy, area, volume and concentration are enhanced. This results in domain formation, changes of the elastic constants, changes in permeability and slowing down of relaxation processes. In this study we used pressure perturbation calorimetry to investigate the relaxation time scale after a jump into the melting transition regime of artificial lipid membranes. This time corresponds to the characteristic rate of domain growth. The studies were performed on single-component large unilamellar and multilamellar vesicle systems with and without the addition of small molecules such as general anesthetics, neurotransmitters and antibiotics. These drugs interact with membranes and affect melting points and profiles. In all systems we found that heat capacity and relaxation times are related to each other in a simple manner. The maximum relaxation time depends on the cooperativity of the heat capacity profile and decreases with a broadening of the transition. For this reason the influence of a drug on the time scale of domain formation processes can be understood on the basis of their influence on the heat capacity profile. This allows estimations of the time scale of domain formation processes in biological membranes.Comment: 12 pages, 6 figure

    Calcium electroporation and electrochemotherapy for cancer treatment:Importance of cell membrane composition investigated by lipidomics, calorimetry and in vitro efficacy

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    Abstract Calcium electroporation is a novel anti-cancer treatment investigated in clinical trials. We explored cell sensitivity to calcium electroporation and electroporation with bleomycin, using viability assays at different time and temperature points, as well as heat calorimetry, lipidomics, and flow cytometry. Three cell lines: HT29 (colon cancer), MDA-MB231 (breast cancer), and HDF-n (normal fibroblasts) were investigated for; (a) cell survival dependent on time of addition of drug relative to electroporation (1.2 kV/cm, 8 pulses, 99 Β΅s, 1 Hz), at different temperatures (37 °C, 27 °C, 17 °C); (b) heat capacity profiles obtained by differential scanning calorimetry without added calcium; (c) lipid composition by mass spectrometry; (d) phosphatidylserine in the plasma membrane outer leaflet using flow cytometry. Temperature as well as time of drug administration affected treatment efficacy in HT29 and HDF-n cells, but not MDA-MB231 cells. Interestingly the HT29 cell line displayed a higher phase transition temperature (approximately 20 °C) versus 14 °C (HDF-n) and 15 °C (MDA-MB231). Furthermore the HT29 cell membranes had a higher ratio of ethers to esters, and a higher expression of phosphatidylserine in the outer leaflet. In conclusion, lipid composition and heat capacity of the membrane might influence permeabilisation of cells and thereby the effect of calcium electroporation and electrochemotherapy
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