Machine learning image analysis for quantitative and qualitative analysis of agglutination samples. A method includes receiving an image of an agglutination assay comprising a negative control sample, a positive control sample, and a test sample. The method includes providing the image to a machine learning algorithm trained to classify agglutination of the test sample on a quantitative scale. The machine learning algorithm calibrates the quantitative scale based at least in part on the negative control sample and the positive control sample.

In some examples, a medical system includes a medical device. The medical device may include a housing configured to be implanted in a target site of a patient, a light emitter configured to emit a signal configured to cause a fluorescent marker to emit a fluoresced signal into the target site, and a light detector that may be configured to detect the fluoresced signal. The medical system may include processing circuitry configured to determine a characteristic of the fluorescent marker based on the emitted signal and the fluoresced signal. The characteristic of the fluorescent marker may be indicative of a presence of a compound in the patient, and the processing circuitry may be configured to track the presence of the compound of the patient based on the characteristic of the fluorescent marker.

An incubation cassette for reducing liquid evaporation from wells of a microplate that has a frame for receiving a microplate having wells. The frame has a central first opening that is surrounded by an inner wall and the dimensions are designed for the placement of the microplate therein, and an outer wall extends substantially parallel to the inner wall and adjoins the inner wall via an intermediate bottom such that a liquid reservoir for holding a liquid is formed by the two walls and the intermediate bottom, the liquid reservoir surrounding the first central opening. At least a portion of the incubation cassette that forms the liquid reservoir is provided at least in part with at least one transparent portion (TA).

In some examples, a medical system includes a medical device. The medical device may include a housing configured to be implanted in a target site of a patient, a light emitter configured to emit a signal configured to cause a fluorescent marker to emit a fluoresced signal into the target site, and a light detector that may be configured to detect the fluoresced signal. The medical system may include processing circuitry configured to determine a characteristic of the fluorescent marker based on the emitted signal and the fluoresced signal. The characteristic of the fluorescent marker may be indicative of a presence of a compound in the patient, and the processing circuitry may be configured to track the presence of the compound of the patient based on the characteristic of the fluorescent marker.

In some examples, a medical system includes a medical device. The medical device may include a housing configured to be implanted in a target site of a patient, a light emitter configured to emit a signal configured to cause a fluorescent marker to emit a fluoresced signal into the target site, and a light detector that may be configured to detect the fluoresced signal. The medical system may include processing circuitry configured to determine a characteristic of the fluorescent marker based on the emitted signal and the fluoresced signal. The characteristic of the fluorescent marker may be indicative of a presence of a compound in the patient, and the processing circuitry may be configured to track the presence of the compound of the patient based on the characteristic of the fluorescent marker.

Methods, systems and computer program products for detecting gas leaks using a drone are provided. Aspects include capturing a first set of data regarding a presence of a gas in the geographic area while flying along the initial flight path. Aspects also include creating secondary flight paths through regions in the geographic area in which the presence of the gas exceeds a threshold amount and capturing a second set of data regarding a concentration of the gas in the one or more regions while flying along the secondary flight paths. Aspects further include capturing wind data while flying along the initial and second flight paths and creating a three-dimensional gas plume model for gas leaks identified in the geographic area based on the first set of data, the second set of data and the wind data, wherein the three-dimensional gas plume model identifies a source of the gas leaks.

A detection system and method for the migrating cell is provided. The system is configured to detect a migrating cell combined with an immunomagnetic bead. The system includes a platform, a microchannel, a magnetic field source, a coherent light source and an optical sensing module. The microchannel is configured to allow the migrating cell to flow in it along a flow direction. The magnetic field source is configured to provide magnetic force to the migrating cell combined with the immunomagnetic bead. The magnetic force includes at least one magnetic force component and the magnetic force component is opposite to the flow direction of the microchannel. The coherent light source is configured to provide the microchannel with the coherent light. The optical sensing module is configured to receive the interference light caused by the coherent light being reflected by the sample inside the microchannel.

Provided is a system for detecting abnormalities in underlying surface of a coated substrate that includes a housing blocking external sources of light from impinging on the coated substrate; an array of light sources, matched in bandwidth to the transmission spectrum of the coating, arranged to direct light upon the coated substrate; an optical imaging system matched to the wavelength range of the light source array and positioned to collect reflected and scattered light from the substrate and generate an image of the structural features including any abnormalities in the substrate; and an onboard embedded system, providing real-time image processing to correct spatial and temporal variations in the light source array intensity and optical imaging system sensitivity. The optical imaging system includes a focal plane array matched in bandwidth to the transmission spectrum of the coating, and a flat optical window configured to reduce the optical Narcissus effect.

An incubation cassette for reducing liquid evaporation from wells of a microplate that has a frame for receiving a microplate having wells. The frame has a central first opening that is surrounded by an inner wall and the dimensions are designed for the placement of the microplate therein, and an outer wall extends substantially parallel to the inner wall and adjoins the inner wall via an intermediate bottom such that a liquid reservoir for holding a liquid is formed by the two walls and the intermediate bottom, the liquid reservoir surrounding the first central opening. At least a portion of the incubation cassette that forms the liquid reservoir is provided at least in part with at least one transparent portion (TA).

A cell analysis apparatus including: a cell image acquisition unit that acquires an image of cells in a culture vessel in which cells are cultured; a smoothing processing unit that smooths luminance values in the image acquired by the cell image acquisition unit; a minimum-value detecting unit that detects minimum values of the luminance values smoothed by the smoothing processing unit; a smallest-minimum-value extracting unit that extracts smallest minimum values which are the smallest in regions according to the sizes of the cells, from the minimum values detected by the minimum-value detecting unit; a counting unit that counts the number of smallest minimum values extracted by the smallest-minimum-value extracting unit; and a cell-count calculating unit that calculates the number of cells in the culture vessel on the basis of the number of smallest minimum values counted by the counting unit.