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PLATFORM, DEVICE AND PROCESS FOR ANNOTATION AND CLASSIFICATION OF TISSUE SPECIMENS USING CONVOLUTIONAL NEURAL NETWORK

University Health Network

Embodiments described herein provide a platform, device and process for digital pathology that enable multi-level annotation and visualization of histopathologic slides using a modular arrangement of deep convolutional neural networks (CNNs). The CNNs can be trained using pathology images (e.g., in some cases increasing the base of data by breaking larger fields of view into smaller ones) to learn features consistent with certain pathologies. The platform can use the CNNs to visually...

SYSTEMS AND METHODS FOR ONLINE ANALYSIS OF STAKEHOLDERS

University of Toronto

Described herein are systems and methods for stakeholder analysis, and particularly for infrastructure project stakeholder analysis. An analysis engine models stakeholder data, such as social media comments, in the form of subject-sentiment dyads. A combination of the influence level of the person that generated the sentiment, the subject, and sentiment of the sentiment data provide a numerical model of the social media data as a data-point in the semantic space of the analysis. An...

DEVICE AND METHOD FOR FLUORESCENCE-BASED IMAGING AND MONITORING

University Health Network

A device for fluorescence-based imaging and monitoring of a target comprising: a light source emitting light for illuminating the target, the emitted light including at least one wavelength or wavelength band causing at least one biomarker associated with the target to fluoresce; and a light detector for detecting the fluorescence.

COLLECTION AND ANALYSIS OF DATA FOR DIAGNOSTIC PURPOSES

University Health Network

Systems and methods for determining bacterial load in targets and tracking changes in bacterial load of targets over time are disclosed. An autofluorescence detection and collection device includes a light source configured to directly illuminate at least a portion of a target and an area around the target with excitation light causing at least one biomarker in the illuminated target to fluoresce. Bacterial autofluorescence data regarding the illuminated portion of the target and the area...