| CPC A61B 17/43 (2013.01) [A61B 17/425 (2013.01); A61B 34/30 (2016.02); C12M 21/06 (2013.01); C12M 23/10 (2013.01); C12M 23/48 (2013.01); C12M 23/50 (2013.01); C12M 33/04 (2013.01); C12M 41/06 (2013.01); C12M 41/18 (2013.01); C12M 41/48 (2013.01); C12N 5/0604 (2013.01); G01N 33/5091 (2013.01); G01N 35/0099 (2013.01); G01N 35/10 (2013.01); G01N 35/1011 (2013.01); G06T 7/20 (2013.01); G06T 7/70 (2017.01); G06V 10/82 (2022.01); G06V 20/693 (2022.01); A61B 34/32 (2016.02); G06T 2207/20081 (2013.01); G06T 2207/30024 (2013.01); G06V 20/69 (2022.01); G06V 20/698 (2022.01); G06V 2201/03 (2022.01)] | 6 Claims |

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1. A method of artificial intelligence-based robotic pipetting for spermatozoa preparation, comprising:
positioning a vessel containing a semen sample;
receiving by an artificial intelligence/machine learning system (AI/ML system) an image object from an imaging system that includes a microscopy system, a camera system, and a lighting system;
determining a semen liquefaction state of the semen sample based at least in part on the image object, by comparing the determined semen liquefaction state to a stored liquefaction state criterion using the AI/ML system to confirm the adequacy of the determined liquefaction state for spermatozoa collection;
determining, using the AI/ML system, a sperm characteristic within the semen sample based at least in part on the image object;
comparing the determined sperm characteristic and motility fraction to a stored sperm criterion using the AI/ML system to confirm the adequacy of the determined sperm characteristic and motility fraction for spermatozoa collection;
determining, using the AI/ML system, a rate of spermatozoa movement based at least in part on the image object;
comparing the determined rate of spermatozoa movement to a stored movement criterion using the AI/ML system to confirm the adequacy of the determined rate of spermatozoa movement for spermatozoa separation;
using the AI/ML system to instruct a robotic pipettor to collect a sperm within the semen sample upon confirmation of adequacy of the determined liquefaction state, determined sperm characteristic and motility fraction, and determined spermatozoa movement; and
collecting at least one sperm within the robotic pipettor.
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