277 research outputs found
Hippocampus guides adaptive learning during dynamic social interactions
How do we evaluate whether someone will make a good friend or collaborative peer? A hallmark of human cognition is the ability to make adaptive decisions based on information garnered from limited prior experiences. Using an interactive social task measuring adaptive choice (deciding who to reengage or avoid) in male and female participants, we find the hippocampus supports value-based social choices following single-shot learning. These adaptive choices elicited a suppression signal in the hippocampus, revealing sensitivity for the subjective perception of a person and how well they treat you during choice. The extent to which the hippocampus was suppressed was associated with flexibly interacting with prior generous individuals and avoiding selfish individuals. Further, we found that hippocampal signals during decision-making were related to subsequent memory for a person and the offer they made before. Consistent with the hippocampus leveraging previously executed choices to solidify a reliable neural signature for future adaptive behavior, we also observed a later hippocampal enhancement. These findings highlight the hippocampus playing a multifaceted role in socially adaptive learning
Physics-Informed Neural Nets for Control of Dynamical Systems
Physics-informed neural networks (PINNs) impose known physical laws into the
learning of deep neural networks, making sure they respect the physics of the
process while decreasing the demand of labeled data. For systems represented by
Ordinary Differential Equations (ODEs), the conventional PINN has a continuous
time input variable and outputs the solution of the corresponding ODE. In their
original form, PINNs do not allow control inputs neither can they simulate for
long-range intervals without serious degradation in their predictions. In this
context, this work presents a new framework called Physics-Informed Neural Nets
for Control (PINC), which proposes a novel PINN-based architecture that is
amenable to \emph{control} problems and able to simulate for longer-range time
horizons that are not fixed beforehand. The framework has new inputs to account
for the initial state of the system and the control action. In PINC, the
response over the complete time horizon is split such that each smaller
interval constitutes a solution of the ODE conditioned on the fixed values of
initial state and control action for that interval. The whole response is
formed by feeding back the predictions of the terminal state as the initial
state for the next interval. This proposal enables the optimal control of
dynamic systems, integrating a priori knowledge from experts and data collected
from plants into control applications. We showcase our proposal in the control
of two nonlinear dynamic systems: the Van der Pol oscillator and the four-tank
system
Sugarcane Bagasse and Cellulose Polymer Composites
Waste recycling has been the main topic of various scientific researches due to environmental management. Renewable agricultural sources such as pineapple leaf, sisal, jute, piassava, coir, and sugarcane bagasse are among agro waste, normally known as biomass, which is recently used for reinforcing polymeric materials. Sugarcane bagasse fiber residues has been extensively investigated and employed as a source of reinforcement of polymers. The major residue is normally burnt for energy supply in the sugar and alcohol industries and as a result, tons of ash is created. The ash contained inorganic components which are valuable for reinforcement in polymeric materials. This chapter reports on the use of sugarcane bagasse, sugarcane bagasse ash (SBA) and its cellulose as reinforcing fillers for polymers
Using detergent to enhance detection sensitivity of African trypanosomes in human CSF and blood by Loop-Mediated Isothermal Amplification (LAMP)
<p><b>Background:</b> The loop-mediated isothermal amplification (LAMP) assay, with its advantages of simplicity, rapidity and cost effectiveness, has evolved as one of the most sensitive and specific methods for the detection of a broad range of pathogenic microorganisms including African trypanosomes. While many LAMP-based assays are sufficiently sensitive to detect DNA well below the amount present in a single parasite, the detection limit of the assay is restricted by the number of parasites present in the volume of sample assayed; i.e. 1 per µL or 103 per mL. We hypothesized that clinical sensitivities that mimic analytical limits based on parasite DNA could be approached or even obtained by simply adding detergent to the samples prior to LAMP assay.</p>
<p><b>Methodology/Principal Findings:</b> For proof of principle we used two different LAMP assays capable of detecting 0.1 fg genomic DNA (0.001 parasite). The assay was tested on dilution series of intact bloodstream form Trypanosoma brucei rhodesiense in human cerebrospinal fluid (CSF) or blood with or without the addition of the detergent Triton X-100 and 60 min incubation at ambient temperature. With human CSF and in the absence of detergent, the LAMP detection limit for live intact parasites using 1 µL of CSF as the source of template was at best 103 parasites/mL. Remarkably, detergent enhanced LAMP assay reaches sensitivity about 100 to 1000-fold lower; i.e. 10 to 1 parasite/mL. Similar detergent-mediated increases in LAMP assay analytical sensitivity were also found using DNA extracted from filter paper cards containing blood pretreated with detergent before card spotting or blood samples spotted on detergent pretreated cards.</p>
<p><b>Conclusions/Significance:</b> This simple procedure for the enhanced detection of live African trypanosomes in biological fluids by LAMP paves the way for the adaptation of LAMP for the economical and sensitive diagnosis of other protozoan parasites and microorganisms that cause diseases that plague the developing world.</p>
Telomerase activity as an adjunct to high-risk human papillomavirus types 16 and 18 and cytology screening in cervical cancer
Telomerase is a ribonucleoprotein comprising an RNA template, the telomerase-associated protein and its catalytic subunit, human telomerase reverse transcriptase (hTERT). Telomerase activation is a critical step in cellular immortalisation and development of cancer. Enhanced telomerase activity has been demonstrated in cervical cancer. In the present study telomerase activity and hTERT mRNA expression were evaluated and correlated with the presence of human papillomavirus (HPV) infection and cytological changes in the cervical lesions. Telomerase activity was assayed by telomeric repeat amplification protocol, hTERT mRNA expression by reverse transcriptase polymerase chain reaction and presence of high risk HPV (HR-HPV) infection by polymerase chain reaction. Out of 154 cervical samples of different cytology, 90 (58.44%) were positive for HR-HPV types 16/18, while among 55 normal cervical scrapes, 10 (18.18%) were HPV DNA positive. All 59 invasive cancer samples showed a very high telomerase activity. Among dysplasia, seven (63.6%) mild dysplasia, 18 (100%) of moderate, 20 (100%) of severe dysplasia and 6 (100%) carcinoma in situ (CIS) samples were positive with mild to moderate to high to very high telomerase activity respectively. Seven (12.7%) samples of apparently normal cervical scrapes were weakly positive for telomerase activity. We observed a good correlation (P<0.001) between telomerase activity and HR-HPV 16/18 positivity with a sensitivity of 88.1% for HPV and 100% for telomerase activity. It is suggested that telomerase activity may be used as an adjunct to cytology and HPV DNA testing in triaging women with cervical lesions
Danos do complexo broca-podridão à produtividade e à qualidade da cana-de-açúcar fertirrigada com doses de nitrogênio
O objetivo deste trabalho foi avaliar o efeito da fertirrigação nitrogenada sobre os danos causados pelo complexo broca-podridão à produtividade e à qualidade da cana-de-açúcar. O experimento foi realizado em campo, em delineamento de blocos ao acaso, com quatro repetições e cinco doses de N (0, 50, 100, 150 e 200 kg ha-1), aplicadas por irrigação por gotejamento. Quantificaram-se as seguintes variáveis: número de orifícios causados por Diatraea saccharalis (Lepidoptera: Crambidae); número de internódios infectados com a podridão-vermelha; percentagem de incidência de podridão-vermelha; produtividade de colmos; e teor de açúcar. Em laboratório, foram avaliados a atratividade e o consumo de fragmentos de colmos por lagartas de quarto instar, em testes com ou sem chance de escolha. A irrigação nitrogenada aumentou a incidência de D. saccharalis e de podridão-vermelha. O número de orifícios causados pelas lagartas correlacionou-se à ocorrência de podridão-vermelha. A percentagem de açúcar diminuiu com o aumento do número de internódios danificados pela podridão-vermelha. As doses de N não afetaram a atratividade dos fragmentos de colmos de cana-de-açúcar; no entanto, maiores doses de N fertilizante aumentaram o consumo destes fragmentos por lagartas de D. saccharalis. Apesar dos danos à qualidade, a adubação nitrogenada aumentou expressivamente a produtividade de colmos e de açúcar
First Sagittarius A* Event Horizon Telescope results. II. EHT and multiwavelength observations, data processing, and calibration
We present Event Horizon Telescope (EHT) 1.3 mm measurements of the radio source located at the position of the supermassive black hole Sagittarius A* (Sgr A*), collected during the 2017 April 5–11 campaign. The observations were carried out with eight facilities at six locations across the globe. Novel calibration methods are employed to account for Sgr A*'s flux variability. The majority of the 1.3 mm emission arises from horizon scales, where intrinsic structural source variability is detected on timescales of minutes to hours. The effects of interstellar scattering on the image and its variability are found to be subdominant to intrinsic source structure. The calibrated visibility amplitudes, particularly the locations of the visibility minima, are broadly consistent with a blurred ring with a diameter of ∼50 μas, as determined in later works in this series. Contemporaneous multiwavelength monitoring of Sgr A* was performed at 22, 43, and 86 GHz and at near-infrared and X-ray wavelengths. Several X-ray flares from Sgr A* are detected by Chandra, one at low significance jointly with Swift on 2017 April 7 and the other at higher significance jointly with NuSTAR on 2017 April 11. The brighter April 11 flare is not observed simultaneously by the EHT but is followed by a significant increase in millimeter flux variability immediately after the X-ray outburst, indicating a likely connection in the emission physics near the event horizon. We compare Sgr A*'s broadband flux during the EHT campaign to its historical spectral energy distribution and find that both the quiescent emission and flare emission are consistent with its long-term behavior.http://iopscience.iop.org/2041-8205Physic
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