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709results about How to "Small sample size" patented technology

Apparatus and method for prediction and management of participant compliance in clinical research

A system for developing and implementing empirically derived algorithms to generate decision rules to determine participant noncompliance and fraud with research protocols in clinical trials allows for the identification of complex patterns of variables that detect or predict participant noncompliance and fraud with research protocol, including performance and enrollment goals, in the clinical trial. The data may be used to overall predict the performance of any participant in a clinical trial, allowing selection of participants that tend to produce useful, high-quality results. The present invention can also be used to monitor participant compliance with the research protocol and goals to determine preferred actions to be performed. Optionally, the invention may provide a spectrum of noncompliance, from minor noncompliance needing only corrective feedback, to significant noncompliance requiring participant removal from the clinical trial or from future clinical trials. The algorithms and decision rules can also be domain-specific, such as detecting non-compliance or fraud among subjects in a cardiovascular drug trial, or demographically specific, such as taking into account gender, age or location, which provides for algorithms and decision rules to be optimized for the specific sample of participants being studied.
Owner:ERESTECH

Strip electrode with conductive nano tube printing

InactiveUS20050186333A1Accurate electronic readoutMinimizing strip to strip variationImmobilised enzymesBioreactor/fermenter combinationsSilver inkCarbon nanotube
A sensor system that detects a current representative of a compound in a liquid mixture features a multi or three electrode strip adapted for releasable attachment to signal readout circuitry. The strip comprises an elongated support which is preferably flat adapted for releasable attachment to the readout circuitry; a first conductor and a second and a third conductor each extend along the support and comprise means for connection to the circuitry. The circuit is formed with single-walled or multi walled nanotubes conductive traces and may be formed from multiple layers or dispersions containing, carbon nanotubes, carbon nanotubes/antimony tin oxide, carbon nanotubes/platinum, or carbon nanotubes/silver or carbon nanotubes/silver-cloride. An active electrode formed from a separate conductive carbon nanotubes layer or suitable dispersion, positioned to contact the liquid mixture and the first conductor, comprises a deposit of an enzyme capable of catalyzing a reaction involving the compound and preferably an electron mediator, capable of transferring electrons between the enzyme-catalyzed reaction and the first conductor. A reference electrode also formed from a conductive carbon nanotube layer or suitable dispersion is positioned to contact the mixture and the second conductor. The system includes circuitry adapted to provide an electrical signal representative of the current which is formed from printing conductive inks made with nano size particles such as conductive carbon or carbon/platinum or carbon/silver, or carbon nanotubes/antimony tin oxide to form a conductive carbon nanotube layers. The multiple-electrode strip is manufactured, by then applying the enzyme and preferably the mediator onto the electrode. Alternatively the electrode can have a carbon nanotubes/antimony tin oxide, carbon nanotubes/platinum, or carbon nanotubes/silver or carbon nanotubes/silver-cloride surface and or a conductive carbon or silver ink surface connecting leg. The carbon nanotube solution is first coated and patterned into electro shapes and the conductive carbon nanotubes, carbon or silver ink can be attached by printing the ink to interface with the carbon nanotube electro surface. A platinum electrode test strip is also disclosed that is formed from either nano platinum distributed in the carbon nanotube layer or by application or incorporation of platinum to the carbon nanotube conductive ink.
Owner:DOUGLAS JOEL S MR

Method and device for labeling targets

The invention discloses a method and device for labeling targets, and belongs to the technical field of picture processing. The labeling result of the targets can be used for training a target detector. The method comprises obtaining training data, using a classifier for carrying out target detection on the training data to obtain a first target position collection, calculating the precision of the classifier, selecting the targets not meeting assigned confidence coefficient requirements from the first target position collection and output the targets to carry out false drop labeling when the precision of the classifier does not meet an assigned precision requirement, obtaining a second target position collection, combining the targets meeting the assigned confidence coefficient requirements in the first target position collection and the second target position collection to form a target labeling collection, carrying out training on the classifier according to the target labeling collection, and executing the mentioned steps repeatedly until the precision of the classifier meets the assigned precision requirement. The device comprises a target detection module, a performance testing module, a learning module, a training module and an iteration module. The method and device for labeling the targets greatly reduces the cost of manually labeling, and improves efficiency of target labeling.
Owner:NEC (CHINA) CO LTD

Resource-light method and apparatus for outlier detection

Outlier detection methods and apparatus have light computational resources requirement, especially on the storage requirement, and yet achieve a state-of-the-art predictive performance. The outlier detection problem is first reduced to that of a classification learning problem, and then selective sampling based on uncertainty of prediction is applied to further reduce the amount of data required for data analysis, resulting in enhanced predictive performance. The reduction to classification essentially consists in using the unlabeled normal data as positive examples, and randomly generated synthesized examples as negative examples. Application of selective sampling makes use of an underlying, arbitrary classification learning algorithm, the data labeled by the above procedure, and proceeds iteratively. Each iteration consisting of selection of a smaller sub-sample from the input data, training of the underlying classification algorithm with the selected data, and storing the classifier output by the classification algorithm. The selection is done by essentially choosing examples that are harder to classify with the classifiers obtained in the preceding iterations. The final output hypothesis is a voting function of the classifiers obtained in the iterations of the above procedure.
Owner:TREND MICRO INC

Method for accurately positioning soil contamination based on geophysical exploration and accurate estimation method

ActiveCN107544097APrecise positioningArrange sampling points reasonablyGeological measurementsHigh densitySoil science
The invention discloses a method for accurately positioning soil contamination based on geophysical exploration and an accurate estimation method. The method for accurately positioning soil contamination includes the following steps: on-site surveying, rapid exploration which covers entire site from the width perspective, further contamination body and availability positioning from the depth perspective, drilling sampling and analysis verification from specific point perspective, and accurate contamination level evaluation from the width perspective. In specific target sites or regions, the method herein adopts geophysical exploration technology which combines electromagnetic instruments, high density resistivity meters and ground penetrating radars in a step-by-step and targeted manner, can accurately position areas or points that are suspected to have soil contamination, arranges sapling points in a scientific manner, combines rapid site contamination pollution screening as well as drilling sampling, test and analysis, and establishes an entire set of soil pollution investigation procedures from the width perspective, the depth perspective and the specified point perspective. Themethod herein can rapidly and accurately position soil contamination, scientifically arrange sampling points, conducts soil contamination investigation that cover an entire region, and increases theprecision in estimating the contamination area.
Owner:SHANGHAI ACADEMY OF ENVIRONMENTAL SCIENCES
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