| CPC G06T 7/0012 (2013.01) [G06F 18/2148 (2023.01); G06F 18/2155 (2023.01); G06F 18/2411 (2023.01); G06V 10/145 (2022.01); G06V 10/56 (2022.01); G06V 10/764 (2022.01); G16H 30/40 (2018.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01)] | 16 Claims |

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1. A method comprising:
accessing a set of subject throat image data from a subject capturing an inside of the subject's throat;
accessing a set of clinical factors from the subject, the clinical factors collected by a device or a medical practitioner substantially contemporaneously with the capture of the subject throat image data;
inputting the subject throat image data into an image data model to generate a prediction regarding at least a viral pathogen presence prediction for the subject;
inputting the viral pathogen presence prediction and the clinical factors into a classifier to determine a disease state prediction; and
returning the disease state prediction.
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