Deep learning based PCCT image viewer

An apparatus comprising:

• means for receiving one or more input medical images of a patient and text-based patient data of the patient;
• means for identifying one or more clinical tasks based on the text-based patient data using a language model;
• means for selecting one or more machine learning based models based on the one or more identified clinical tasks;
• means for performing one or more medical imaging analysis tasks based on the one or more input medical images using the one or more selected machine learning based models;
• means for generating a guided review of the one or more input medical images, the guided review depicting one or more regions cropped from the one or more input medical images based on results of the one or more medical imaging analysis tasks;
• and
• means for presenting the guided review of the one or more input medical images to a user via a display device by:
• means for depicting a cropped region of the one or more cropped regions depicting a first finding;
• means for receiving user input from the user confirming a decision on the first finding;
• and
• means for automatically depicting a cropped region of the one or more cropped regions depicting a second finding in response to receiving the user input.

A non-transitory computer-readable storage medium comprising instructions which, when executed by a computer, cause the computer to carry out operations comprising:

• receiving one or more input medical images of a patient and text-based patient data of the patient;
• identifying one or more clinical tasks based on the text-based patient data using a language model;
• selecting one or more machine learning based models based on the one or more identified clinical tasks;
• performing one or more medical imaging analysis tasks based on the one or more input medical images using the one or more selected machine learning based models;
• generating a guided review of the one or more input medical images, the guided review depicting one or more regions cropped from the one or more input medical images based on results of the one or more medical imaging analysis tasks;
• and
• presenting the guided review of the one or more input medical images to a user via a display device by:
• depicting a cropped region of the one or more cropped regions depicting a first finding;
• receiving user input from the user confirming a decision on the first finding;
• and
• in response to receiving the user input, automatically depicting a cropped region of the one or more cropped regions depicting a second finding.