Predicting time to vaginal delivery

A system comprising:

• one or more computers;
• and
• one or more storage devices communicatively coupled to the one or more computers, wherein the one or more storage devices store instructions that, when executed by the one or more computers, cause the one or more computers to perform operations comprising:
• receiving a request to predict a time to vaginal delivery of an infant by a patient;
• and
• in response to receiving the request:
• obtaining patient data characterizing the patient, comprising automatically querying a database storing one or more electronic medical records of the patient;
• generating a model input to a delivery time machine learning model based on the patient data characterizing the patient;
• processing the model input using the delivery time machine learning model, in accordance with values of a set of model parameters of the delivery time machine learning model, to generate a prediction for the time to vaginal delivery of the infant;
• and
• generating a notification that indicates the prediction for the time to vaginal delivery of the infant.

One or more non-transitory computer storage media storing instructions that when executed by one or more computers cause the one or more computers to perform operations comprising:

• receiving a request to predict a time to vaginal delivery of an infant by a patient;
• and
• in response to receiving the request:
• obtaining patient data characterizing the patient, comprising automatically querying a database storing one or more electronic medical records of the patient;
• generating a model input to a delivery time machine learning model based on the patient data characterizing the patient;
• processing the model input using the delivery time machine learning model, in accordance with values of a set of model parameters of the delivery time machine learning model, to generate a prediction for the time to vaginal delivery of the infant;
• and
• generating a notification that indicates the prediction for the time to vaginal delivery of the infant.