Method for customizing a biosensor to measure an analyte with high performance parameters by means of artificial intelligence

A method for individualizing a biosensor for measuring a specific analyte, the method comprising:

• determining at least one quality parameter of the biosensor;
• determining at least one performance parameter and an associated threshold value of the biosensor based on the at least one quality parameter using a trained first artificial intelligence;
• and
• individualizing the biosensor for measuring a specific analyte by evaluating at least one of the at least one performance parameter and the associated threshold value for an individual application scenario.

A method for generating training data for training a trained first artificial intelligence for use in the individualization of biosensors, the method comprising:

• determining a time-resolved measurement curve of at least one specific analyte, as well as at least one sample without the specific analyte, each with a plurality of biosensors;
• determining an individual measurement result and a validity parameter for each biosensor with a second artificial intelligence from the time-resolved measurement curve of the respective biosensor;
• determining at least one quality parameter for each biosensor;
• statistically evaluating the individual measurement results based on the associated validity parameters using threshold values, the associated quality parameters as well as the previously known result for each biosensor;
• determining performance parameters from the statistical evaluation;
• and
• using the quality parameters, performance parameters and threshold values as training data.