imported>JJMC89 bot III: Moving :Category:Artificial intelligence applications to :Category:Applications of artificial intelligence per Wikipedia:Categories for discussion/Speedy

2022-05-08T05:52:51Z

Moving Category:Artificial intelligence applications to Category:Applications of artificial intelligence per Wikipedia:Categories for discussion/Speedy

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'''Embryo Ranking Intelligent Classification Algorithm''' ('''ERICA''') is a deep learning<ref>{{cite web |title=P-413 - DEEP LEARNING FOR AUTOMATIC DETERMINATION OF BLASTOCYST EMBRYO DEVELOPMENT STAGE |url=https://www.onlineevent.com/asrm/events/1598/video_presentations/145039 |website=onlineevent.com }}</ref> [[Artificial intelligence|AI]] software designed to assist [[embryologist]]s and clinicians during the embryo selection process leading to embryo transfer,<ref>{{cite journal |last1=Chavez-Badiola |first1=Alejandro |last2=Flores-Saiffe Farias |first2=Adolfo |last3=Mendizabal-Ruiz |first3=Gerardo |last4=Garcia-Sanchez |first4=Rodolfo |last5=Drakeley |first5=Andrew J. |title=Development and preliminary validation of an automated static digital image analysis system utilizing machine learning for blastocyst selection |journal=Fertility and Sterility |date=September 2019 |volume=112 |issue=3 |pages=e149–e150 |doi=10.1016/j.fertnstert.2019.07.511 |doi-access=free }}</ref> a critical step of [[in vitro fertilisation]] treatments (IVF).

This AI-based software relies on [[Computer vision|artificial vision]] to extract features not identifiable with the use of conventional [[microscopy]].<ref>{{cite journal |last1=Chavez-Badiola |first1=Alejandro |last2=Flores-Saiffe Farias |first2=Adolfo |last3=Mendizabal-Ruiz |first3=Gerardo |last4=Drakeley |first4=Andrew J. |last5=Garcia-Sánchez |first5=Rodolfo |last6=Zhang |first6=John J. |title=Artificial vision and machine learning designed to predict PGT-A results |journal=Fertility and Sterility |date=September 2019 |volume=112 |issue=3 |pages=e231 |doi=10.1016/j.fertnstert.2019.07.715 |doi-access=free }}</ref> Following feature extraction, ERICA accurately ranks embryos according to their prognosis (defined as euploidy and implantation potential). In this way, ERICA removes the subjectivity inherent to previously existing classifications and, by efficiently assisting clinicians, increases the chances of selecting the one embryo with the best chances to become a baby.<ref>{{cite journal |last1=Chavez-Badiola |first1=Alejandro |last2=Flores-Saiffe Farias |first2=Adolfo |last3=Mendizabal-Ruiz |first3=Gerardo |last4=Garcia-Sanchez |first4=Rodolfo |last5=Drakeley |first5=Andrew J. |last6=Garcia-Sandoval |first6=Juan Paulo |title=Predicting pregnancy test results after embryo transfer by image feature extraction and analysis using machine learning |journal=Scientific Reports |date=10 March 2020 |volume=10 |issue=1 |pages=4394 |doi=10.1038/s41598-020-61357-9 |pmid=32157183 |pmc=7064494 |bibcode=2020NatSR..10.4394C }}</ref>

ERICA's algorithms and the EmbryoRanking.com associated software are cloud-based and base their ranking system on predicting individual embryo's genetic status in a non-invasive fashion.<ref>{{cite journal |last1=Chavez-Badiola |first1=Alejandro |last2=Mendizabal-Ruiz |first2=Gerardo |last3=Ocegueda-Hernandez |first3=Vladimir |last4=Flores-Saiffe Farias |first4=Adolfo |last5=Drakeley |first5=Andrew J. |title=Deep learning for automatic determination of blastocyst embryo development stage |journal=Fertility and Sterility |date=September 2019 |volume=112 |issue=3 |pages=e273 |doi=10.1016/j.fertnstert.2019.07.809 |doi-access=free }}</ref><ref>{{cite web |url=https://www.machinelearning.ai/artificial-intelligence/presenting-erica-an-artificial-intelligence-clinical-assistant-for-embryo-ranking/ |title=Presenting Erica, an artificial intelligence clinical assistant for embryo ranking – Machine Learning |website=www.machinelearning.ai |url-status=dead |archive-url=https://web.archive.org/web/20200201191130/https://www.machinelearning.ai/artificial-intelligence/presenting-erica-an-artificial-intelligence-clinical-assistant-for-embryo-ranking/ |archive-date=2020-02-01}} </ref>

==See also ==
* [[Embryo transfer|Embryo selection]]
* [[In vitro fertilisation#Embryo selection|In vitro fertilisation and embryo selection]]

==References==
{{reflist}}

{{Assisted reproductive technology}}

[[Category:Applications of artificial intelligence]]
[[Category:Assisted reproductive technology]]

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Embryo Ranking Intelligent Classification Algorithm - Revision history

imported>JJMC89 bot III: Moving :Category:Artificial intelligence applications to :Category:Applications of artificial intelligence per Wikipedia:Categories for discussion/Speedy