Systems and methods for delivery of digital biomarkers and genomic panels

A system for processing an electronic image corresponding to a specimen, the system comprising:

• at least one memory storing instructions;
• and
• at least one processor configured to execute the instructions to perform operations comprising:
• receiving one or more digital images associated with a tissue specimen, a related case, a patient, and/or a plurality of clinical information;
• determining one or more of a prediction, a recommendation, and/or a plurality of data for the one or more digital images using a machine learning system, the machine learning system having been trained using a plurality of training images, to predict a biomarker and a plurality of genomic panel elements;
• and
• determining, based on the prediction, the recommendation, and/or the plurality of data, whether to log an output and at least one visualization region as part of a case history within a clinical reporting system.

A non-transitory computer readable medium storing instructions that, when executed by a processor, cause the processor to perform a method for monitoring health of a population, the method comprising:

• receiving one or more digital images associated with a tissue specimen, a related case, a patient, and/or a plurality of clinical information;
• determining one or more of a prediction, a recommendation, and/or a plurality of data for the one or more digital images using a machine learning system, the machine learning system having been trained using a plurality of training images, to predict a biomarker and a plurality of genomic panel elements;
• and
• determining, based on the prediction, the recommendation, and/or the plurality of data, whether to log an output and at least one visualization region as part of a case history within a clinical reporting system.