Abstract: A method for determining the error associated with results, such as medical test output, machine-learning or artificial intelligence predictions and classifications, financial predictions, and engineering models, is disclosed. These results are calculated using population-level data and individual-level data. The results can be communicated and used to generate actionable reports and data for use in connection with decision support tools. These data can be used to determine if a test result is likely to be correct or incorrect, and whether the test should be accepted, repeated, or supplemented with another test/analysis. This determination can be made using decision rules and analyses which can be organized to provide explainability of the status of the results were determined to be true, false, or other state.

Abstract: Aspects and embodiments of the present invention relate to a method and system for generating a private cryptographic key for use in a secure cryptogram for transmission between a first entity and a second entity. The method may comprise: selecting a random vector defined in an n-dimensional vector space shared between the first entity and the second entity, the vector comprising one or more component coordinates defined in the n-dimensional vector space, each component coordinate being associated with one or more bits; determining the one or more bits associated with each component coordinate comprised in the random vector; and generating the private key in dependence on the one or more bits associated with each component coordinate comprised in the random vector.

Abstract: Aspects and embodiments of the present invention relate to a method and system for generating a private cryptographic key for use in a secure cryptogram for transmission between a first entity and a second entity. The method may comprise: selecting a random vector defined in an n-dimensional vector space shared between the first entity and the second entity, the vector comprising one or more component coordinates defined in the n-dimensional vector space, each component coordinate being associated with one or more bits; determining the one or more bits associated with each component coordinate comprised in the random vector, and generating the private key in dependence on the one or more bits associated with each component coordinate comprised in the random vector.

Abstract: A hardware device and/or software system providing a method of timestamping, indexing, securing, and transmitting biomedical information (such as DNA sequences, patient chart notes, lab tests, diagnoses, radiology results, and similar information) along with metadata associated with this information (such as date, time, author); using a public or private distributed cryptographic hash ledger method to create a stable, tamperproof index that permits auditing and tracing information transit over an or several electronic networks/transmission methods; optionally compressing and/or encrypting information using secure encryption methods such as quantum-safe/quantum-secure/quantum-resilient methods that secures the key and the payload independently, and then storing the information on a local electronic device or computer, such as a DNA sequencing machine, or transmitting the information over an electronic network or storing it on a removable device.