Prior Knowledge Improves Decoding of Finger Flexion from Electrocorticographic Signals

Brain–computer interfaces (BCIs) use brain signals to convey a user’s intent. Some BCI approaches begin by decoding kinematic parameters of movements from brain signals, and then proceed to using these signals, in absence of movements, to allow a user to control an output. Recent results have shown that electrocorticographic (ECoG) recordings from the surface of the brain in humans can give information about kinematic parameters (e.g., hand velocity or finger flexion). The decoding approaches in these studies usually employed classical classification/regression algorithms that derive a linear mapping between brain signals and outputs. However, they typically only incorporate little prior information about the target movement parameter. In this paper, we incorporate prior knowledge using a Bayesian decoding method, and use it to decode finger flexion from ECoG signals. Specifically, we exploit the constraints that govern finger flexion and incorporate these constraints in the construction, structure, and the probabilistic functions of the prior model of a switched non-parametric dynamic system (SNDS). Given a measurement model resulting from a traditional linear regression method, we decoded finger flexion using posterior estimation that combined the prior and measurement models. Our results show that the application of the Bayesian decoding model, which incorporates prior knowledge, improves decoding performance compared to the application of a linear regression model, which does not incorporate prior knowledge. Thus, the results presented in this paper may ultimately lead to neurally controlled hand prostheses with full fine-grained finger articulation

Imaging with extrinsic Raman labels

In two separate examples we demonstrate the use of extrinsic Raman scattering probes for imaging of biological samples. First, the distribution of cholesterol in a rat eye lens is determined with the use of the Raman scattered light from filipin, a molecule which binds specifically to cholesterol. The protein distribution in the same eye lens was obtained by using the 1450-cm-1 CH2 and CH3 bending modes as an intrinsic marker for protein. It appears that the cholesterol is concentrated in the membranes of the eye lens fibers, whereas the protein is distributed more evenly. Second, we demonstrate that phenotyping of lymphocytes can be done by using the Raman scattering of (antibody-coated) polystyrene spheres. The lymphocyte population was also fluorescently labeled with anti-CD4-FITC to demonstrate that Raman and fluorescence labeling can be used simultaneously. Finally, we discuss the potential advantages and disadvantages of using Raman labels

Chevron-type dielectric filter set for efficient narrow-band laser line rejection in Raman microspectrometers

A chevron-type dielectric bandpass filter set is described which combines laser line rejection by a factor >108 with a high throughput of Raman scattered light (70%). The rejection bandwidth is 60 cm−1 full width at half-maximum. Stokes and anti-Stokes Raman spectra can be recorded simultaneously from approximately 20 cm−1 from the laser line. The filter set, moreover, takes care of efficient coupling of microscope and spectrometer, replacing an otherwise necessary beamsplitter

Temporal variability in trace metal solubility in a paddy soil not reflected in uptake by rice (Oryza sativa L.)

Alternating flooding and drainage conditions have a strong influence on redox chemistry and the solubility of trace metals in paddy soils. However, current knowledge of how the effects of water management on trace metal solubility are linked to trace metal uptake by rice plants over time is still limited. Here, a field-contaminated paddy soil was subjected to two flooding and drainage cycles in a pot experiment with two rice plant cultivars, exhibiting either high or low Cd accumulation characteristics. Flooding led to a strong vertical gradient in the redox potential (Eh). The pH and Mn, Fe, and dissolved organic carbon concentrations increased with decreasing Eh and vice versa. During flooding, trace metal solubility decreased markedly, probably due to sulfide mineral precipitation. Despite its low solubility, the Cd content in rice grains exceeded the food quality standards for both cultivars. Trace metal contents in different rice plant tissues (roots, stem, and leaves) increased at a constant rate during the first flooding and drainage cycle but decreased after reaching a maximum during the second cycle. As such, the high temporal variability in trace metal solubility was not reflected in trace metal uptake by rice plants over time. This might be due to the presence of aerobic conditions and a consequent higher trace metal solubility near the root surface, even during flooding. Trace metal solubility in the rhizosphere should be considered when linking water management to trace metal uptake by rice over time

A randomized, placebo-controlled double-blinded comparative clinical study of five over-the-counter non-pharmacological topical analgesics for myofascial pain: single session findings

<p>Abstract</p> <p>Objectives</p> <p>To investigate the effects of topical agents for the treatment of Myofascial Pain Syndrome (MPS) and Myofascial Trigger Point (MTRP).</p> <p>Methods</p> <p>Subjects with an identifiable trigger point in the trapezius muscle, age 18-80 were recruited for a single-session randomized, placebo-blinded clinical study. Baseline measurements of trapezius muscle pressure pain threshold (PPT: by pressure algometer) along with right and left cervical lateral flexion (rangiometer) were obtained by a blinded examiner. An assessor blinded to the outcomes assessments applied one of 6 topical formulations which had been placed in identical plastic containers. Five of these topicals were proposed active formulations; the control group was given a non-active formulation (PLA). Five minutes after the application of the formula the outcome measures were re-tested. Data were analyzed with a 5-way ANOVA and Holms-adjusted t-tests with an alpha level of 0.05.</p> <p>Results</p> <p>120 subjects were entered into the study (63 females; ages 16-82); 20 subjects randomly allocated into each group. The pre- and post-treatment results for pressure threshold did show significant intra-group increases for the Ben-Gay Ultra Strength Muscle Pain Ointment (BG), the Professional Therapy MuscleCare Roll-on (PTMC roll-on) and Motion Medicine Cream (MM) with an increased threshold of 0.5 kg/cm²(+/-0.15), 0.72 kg/cm^{<b>2 </b>}(+/-0.17) and 0.47 Kg/cm^{<b>2 </b>}(+/-0.19) respectively. With respect to the inter-group comparisons, PTMC roll-on showed significant increases in pressure threshold compared with Placebo (PLA) (p = 0.002) and Icy Hot Extra Strength Cream (IH) (p = 0.006). In addition, BG demonstrated significant increases in pressure threshold compared with PLA (p = 0.0003).</p> <p>Conclusions</p> <p>With regards to pressure threshold, PTMC roll-on, BG and MM showed significant increases in pain threshold tolerance after a short-term application on a trigger points located in the trapezius muscle. PTMC roll-on and BG were both shown to be superior vs placebo while PTMC was also shown to be superior to IH in patients with trigger points located in the trapezius muscle on a single application.</p> <p>CMCC Research Ethics Board Approval # 1012X01, 2011</p

Considerations of Efficiency and Distributive Justice in Multidimensional Poverty Measurement

Ab den 1980er Jahren entwickelte Amartya Sen eine neue Wohlfahrtstheorie: den Capability Approach (Sen, 1979; 1985; 1992; 1999; 2009). Dabei ersetzen Capabilities und Functionings, d.h. das, was Personen tatsächlich in der Lage sind zu tun und zu sein, den traditionellen Einkommensansatz. Armut ist im Capability Approach das Unvermögen, ein bestimmtes Minimum an zentralen Capabilities zu erreichen, die benötigt werden, um das Leben nach den eigenen Vorstellungen zu gestalten. Der Capability Approach hat so viele interessante Eigenschaften, besonders in Bezug auf die Armutsmessung, dass er zunehmend Einfluss in der Wohlfahrtsökonomie gewinnt. Diese Entwicklung wird durch empirische Untersuchungen gefördert, die zeigen, dass dieser multidimensionale Ansatz zur Armutsmessung deutlich andere Ergebnisse generiert als der traditionelle Einkommensansatz (vgl. Klasen, 2000, Alkire und Santos, 2010, Figari, 2012). Der derzeitige multidimensionale Ansatz hat jedoch eine methodische Schwäche: Ungleichheit zwischen Armutsdimensionen wird entweder als Korrelationssensitivität definiert – womit Effizienz aber nicht Verteilungsgerechtigkeit berücksichtigt wird – oder als die Verteilung multipler Mangelerscheinungen in einer Gesellschaft – womit Verteilungsgerechtigkeit aber nicht Effizienz berücksichtigt wird. Die ersten beiden Kapitel dieser Dissertation widmen sich der Behebung dieser methodischen Schwäche. Dazu wird Ungleichheit zwischen Dimensionen zunächst als „korrelationssensitive Verteilung multipler Mangelerscheinungen in einer Gesellschaft“ definiert. Die ersten beiden Kapitel operationalisieren diese erweiterte Definition für den Fall ordinaler und kardinaler Armutsindices. Im Einzelnen wird ein neues Axiom für den ordinalen sowie den kardinalen Fall eingeführt, das das Ausmaß, mit dem ein Ungleichheitsfördernder Tausch Armut sinken (oder steigen) lässt, von der Beziehung zwischen den Armutsdimensionen abhängig macht. Diese Neuerung wird benutzt um eine neue Klasse ordinaler bzw. kardinaler Armutsindices herzuleiten. Diese zwei Klassen sind die ersten additiven Armutsindices die in der Lage sind, sowohl Ungleichheit als auch Korrelationssensitivität zu erfassen. Das dritte Kapitel nutzt das deutsche sozio-ökonomische Panel um zwei ordinale Armutsindices für Deutschland vorzuschlagen, die auf der zuvor entwickelten Methode basieren: den „Deutschen Korrelationssensitiven Armutsindex“ und den „Subjektiven Korrelationssensitiven Armutsindex“. Die beiden Indices werden mit dem offiziellen deutschen Armutsmaß, der Armutsgefährdungsquote, über Dimensionen, Regionen und über die Zeit hinweg verglichen. Die Resultate zeigen vor allem eines: die signifikanten Unterschiede in der Beurteilung von Armut und Armutstrends die durch die verschiedenen Indices versursacht werden und den hohen Mehrwert den die Operationalisierung des Capability Approachs darstellt

Unexpected sound omissions are signaled in human posterior superior temporal gyrus: An intracranial study

Context modulates sensory neural activations enhancing perceptual and behavioral performance and reducing prediction errors. However, the mechanism of when and where these high-level expectations act on sensory processing is unclear. Here, we isolate the effect of expectation absent of any auditory evoked activity by assessing the response to omitted expected sounds. Electrocorticographic signals were recorded directly from subdural electrode grids placed over the superior temporal gyrus (STG). Subjects listened to a predictable sequence of syllables, with some infrequently omitted. We found high-frequency band activity (HFA, 70-170 Hz) in response to omissions, which overlapped with a posterior subset of auditory-active electrodes in STG. Heard syllables could be distinguishable reliably from STG, but not the identity of the omitted stimulus. Both omission- and target-detection responses were also observed in the prefrontal cortex. We propose that the posterior STG is central for implementing predictions in the auditory environment. HFA omission responses in this region appear to index mismatch-signaling or salience detection processes