Abstract: Disclosed herein are scientific instrument support systems, as well as related methods, computing devices, and computer-readable media. For example, in some embodiments, a scientific instrument support system may be an autochemometric system that automatically trains machine-learning models with spectroscopy data. The trained models can then be used to identify and/or authenticate the presence of particular substances in a sample under test.

Abstract: A method includes receiving a request associated with a first attribute, the request representative of an opportunity for employment, the attribute representative of a qualification associated with the opportunity for employment; querying a database to identify a record including a second attribute satisfying the first attribute associated with the request, the second attribute included in the record having been determined based on other information in the record; and serving, to a computing device operated by a user associated with the identified record, a network resource providing the user with access to information about the request.

Abstract: A method includes receiving a request associated with one or more attributes, the request representative of an opportunity for employment; querying a database to identify a record including the one or more attributes associated with the request; serving, to a computing device operated by a user associated with the identified record, a network resource providing the user with access to information about the request; and responsive to user interaction with the network resource, updating the identified record to indicate a relationship between the identified record and a record associated with the received request representative of the opportunity for employment.