Various embodiments are directed to a testbed platform for characterizing materials and inks utilized in additive manufacturing of nanocomposites. The system may include a testbed base coupled to a group of electromagnets. The base may include an aperture for housing a microscope slide and an interchangeable channel including a microfluidic flow cell of various geometric angles. The system may further include a group of needle tips in fluidic communication with the microfluidic flow cell. The needle tips may be coupled, via lock connectors, to syringes that dispense magnetic inks utilized in additive manufacturing into the microfluidic flow cell. The system may also include an inverted microscope lens and a high-speed camera in optical communication with the base. The camera may be utilized to capture images of a flow behavior of the magnetic inks for performing an analysis that determines a nozzle design for microdispensing during an additive manufacturing process.

Various embodiments are directed to a testbed platform for characterizing materials and inks utilized in additive manufacturing of nanocomposites. The system may include a testbed base coupled to a group of electromagnets. The base may include an aperture for housing a microscope slide and an interchangeable channel including a microfluidic flow cell of various geometric angles. The system may further include a group of needle tips in fluidic communication with the microfluidic flow cell. The needle tips may be coupled, via lock connectors, to syringes that dispense magnetic inks utilized in additive manufacturing into the microfluidic flow cell. The system may also include an inverted microscope lens and a high-speed camera in optical communication with the base. The camera may be utilized to capture images of a flow behavior of the magnetic inks for performing an analysis that determines a nozzle design for microdispensing during an additive manufacturing process.

Described herein is a process record slide for staining. The process record slide includes a detection area for mounting a sample and a control area including one or more control targets. Also described herein is a method of using the process record slide in an immunohistochemical (IHC) or an immunochemistry (ICC) staining process.

A microscopy system for generating training data for a machine learning model comprises a microscope configured to capture an image. The microscopy system further comprises a computing device configured to generate a segmentation mask based on the image, adjust a pattern described by a parameterized model to the segmentation mask, generate an updated segmentation mask using the adjusted pattern, and incorporate the updated segmentation mask or an image derived from the same in the training data.

At least some embodiments of the technology are directed to an automated slide processing apparatus configured to apply at least one reagent to a specimen carried by a microscope slide. The slide processing station can include a support element with a support surface, at least one vacuum port, and a sealing member having a non-round shape. In an uncompressed state, the sealing member can extend upwardly beyond the support surface. In a compressed state, the sealing member can be configured to maintain an airtight seal with a backside of the microscope slide as the microscope slide is pulled against the support surface by a vacuum drawn via the at least one vacuum port.

This disclosure is directed to system for transferring a substrate, such as a microscope slide, and holding the substrate within at least one device. The system includes a holder for holding the substrate and a gripper for transferring the substrate, such as between a cassette or stack and the holder. A method is also discussed herein.

This disclosure is directed to system for transferring a substrate, such as a microscope slide, and holding the substrate within at least one device. The system includes a holder for holding the substrate and a gripper for transferring the substrate, such as between a cassette or stack and the holder. A method is also discussed herein.

Systems for an adjustable and flexible optic chamber system are disclosed herein. An exemplary device includes four adjustable side panels connected together so as to form an adjustable tubular rectangle surrounding an object being evaluated and an adjustable top panel comprising an optical lens that aligns with the object being evaluated when the adjustable top panel covers an opening of the tubular rectangle. Furthermore, the four adjustable side panels and the adjustable top panel form a flexible and adjustable optic chamber when joined together, the flexible and adjustable optic chamber being adjustable and flexible to conform to varied structures for the object being evaluated and eliminating external stimuli. The device may further include an electromagnetic wave source or mechanical wave source; and a computing device comprising a processor and memory, the processor executing instructions stored in the memory to receive a selection of a test from an application.

A method of preparing a stage for use in a slide imaging apparatus including positioning a stage in relation to a flat surface so that the flat surface is positioned in front of the top surfaces of slide support pin bases on the top surface of the stage. The method also includes injecting a fluid pin surfacing material configured to solidify into the hole of each slide support pin base so that at least some of the fluid pin surfacing material exits the hole at the top surface of the slide support pin bases and pushes up against the flat surface. The method also includes removing the flat surface so that a tip of solid pin surfacing material is formed on the top surface of each slide support pin base, thereby providing the stage with a plurality of slide support pins.

A method of preparing a stage for use in a slide imaging apparatus including positioning a stage in relation to a flat surface so that the flat surface is positioned in front of the top surfaces of slide support pin bases on the top surface of the stage. The method also includes injecting a fluid pin surfacing material configured to solidify into the hole of each slide support pin base so that at least some of the fluid pin surfacing material exits the hole at the top surface of the slide support pin bases and pushes up against the flat surface. The method also includes removing the flat surface so that a tip of solid pin surfacing material is formed on the top surface of each slide support pin base, thereby providing the stage with a plurality of slide support pins.