We're leading the way in science-based, clinically validated oocyte assessment.

Catch up on our in-house research findings as well as studies we’ve partnered on with some of the world’s leading clinics.

Our library also includes other notable publications regarding the application of AI to oocytes.


ORIGINAL RESEARCH ARTICLE: Segmentation of mature human oocytes provides interpretable and improved blastocyst outcome predictions by a machine learning model

J. Fjeldstad, W. Qi, N. Siddique, N. Mercuri, D. Nayot, A. Krivoi.
Scientific Reports. Volume 14, article number 10569 (2024). Published: May 8, 2024.

ORIGINAL RESEARCH ARTICLE: An artificial intelligence tool predicts blastocyst development from static images of fresh mature oocytes

J. Fjeldstad, W. Qi, N. Mercuri, N. Siddique, J. Meriano, A. Krivoi, D. Nayot.
Reproductive BioMedicine Online. Published: January 17, 2024.


Validation of MAGENTA™ & VIOLET™
Oocyte Assessment Tools

POSTER ABSTRACT: Embryologists’ Predictions Do Not Improve An Artificial Intelligence (AI) Tool’s Prediction Of Blastocyst Development From Mature (Metaphase II, MII) Oocytes When Augmented In Ensemble Models 

N. Mercuri, S. Corsac, J. Fjeldstad, N. Siddique, I. Puerta Vega, D. Nayot.
Fertility 2024 Conference.
Poster Walk. Friday, January 12, 2024 @ 10:30.

ORAL – INNOVATION IN REPRODUCTIVE TECHNOLOGY PROPOSAL: A Deep Learning Model (DLM) To Predict Blastocyst Development From Metaphase II (MII) Oocytes

I. Puerta Vega, J. Fjeldstad, W. Qi, N. Mercuri, N. Siddique, A. Krivoi.
31st World Congress on Controversies in Obstetrics, Gynecology & Infertility (COGI), 2023.
Presented on November 25, 2023 @ 13:00.

ORAL ABSTRACT: Oocyte Image Analysis Artificial Intelligence Tool, MAGENTA, Validated On Both EmbryoScope And Geri Time-Lapse Systems

M.I. Puerta Vega, N. Siddique, N. Mercuri, W. Qi, J. Fjeldstad.
XII Congreso ASEBIR. CO-038 9:05 AM Friday, November 17, 2023.
ASEBIR Revista de Embriología Clínica y Biología Reproductiva. Vol. 28, No.2, P.130-131. November 2023.

ORAL ABSTRACT: Higher Metaphase II (MII) Oocyte Quality Identified By An Artificial Intelligence (AI) Oocyte Image Analysis Tool In GnRH Antagonist Versus GnRH Agonist Controlled Ovarian Stimulation (COS) Protocols

J. Fjeldstad, N. Siddique, N. Mercuri, J. Meriano, D. Nayot.
ASRM Scientific Congress & Expo 2023. O-181 4:25 PM Tuesday, October 17, 2023.
Fertility & Sterility, Volume 120, Issue 4, Supplement, E77, October 2023.

ORAL ABSTRACT: Artificial Intelligence Oocyte Image Analysis Predicts Fertilization, Blastocyst Development, and Live Birth Outcomes Per Cohort

L. Murria, L. Bori, E. Sánchez Chiva, C. Albert, A. Cobo, M. Meseguer.
ASRM Scientific Congress & Expo 2023.  O-101 4:25 PM Monday, October 16, 2023.
Fertility & Sterility, Volume 120, Issue 4, Supplement, E42-43, October 2023.

POSTER ABSTRACT: Clinical Limitations Of Manual Oocyte Quality Scoring By Embryologists Are Overcome By An Artificial Intelligence (AI) Oocyte Image Analysis Tool

D. Nayot, N. Findikli, O. Olcay, H. Kisaoglu, N. Siddique, N. Mercuri, J. Fjeldstad.
ESHRE 39th Annual Meeting, 2023.
Poster viewing: Embryology. P-274.
POSTER ABSTRACT: Artificial intelligence (AI) image analysis outperforms patient age as a surrogate marker for oocyte quality, demonstrating an increased accuracy in predicting blastocyst development

N. Mercuri, J. Fjeldstad, M. Jaberipour, N. Siddique, D. Nayot.
ESHRE 39th Annual Meeting, 2023.
Poster viewing: Embryology. P-268.
Human Reproduction, Volume 38, Issue Supplement 1, June 2023.

POSTER ABSTRACT: Artificial Intelligence (AI)-Supported MAGENTA Oocyte Assessments Shown To Prospectively Correlate With Utilizable Blastocyst Development In Patients, And For The First Time In Oocyte Donors

J. Pons Ballester, M. Alavés, J. Teruel, J. Fjeldstad, N. Mercuri, A. Krivoi.
ESHRE 39th Annual Meeting, 2023.
Session 47: Poster discussion session: Embryology. P-217.

POSTER ABSTRACT: The Impact Of A Non-Invasive Artificial Intelligence (AI) Oocyte Scoring System On Subsequent Embryo Development In Group Culture

A. Nesvadbová, E. Hynečková, M. Halatová, V. Hoduláková, K. Wiemer.
PCRS Annual Meeting 2023.
Poster Presentation.

ORAL ABSTRACT: A Non-Invasive, 2-Dimensional (2D) Image Analysis Artificial Intelligence (AI) Tool Scores Mature Oocytes And Correlates With The Quality Of Subsequent Blastocyst Development

N. Mercuri, J. Fjeldstad, A. Krivoi, J. Meriano, D. Nayot.
ASRM Scientific Congress & Expo 2022.  O-191 11:45 AM Wednesday, October 26, 2022.
Fertility & Sterility, Vol. 118, No. 4, Supplement, E78-79, October 2022.

ORAL ABSTRACT: Non-Invasive Ai Image Analysis Unlocks The Secrets Of Oocyte Quality And Reproductive Potential By Assigning ‘Magenta’ Scores From 2-Dimensional (2-D) Microscope Images

J. Fjeldstad, N. Mercuri, J. Meriano, A. Krivoi, A. Campbell, R. Smith, K. Berrisford, C. Drezet, R. Casper, D. Nayot.
ESHRE 38th Annual Meeting, 2022. O-204 Session 31: Novel approaches in oocyte assessment.
Human Reproduction, Vol. 37, Supp 1, i59-60, 2022.

ORAL ABSTRACT: A Novel Non-Invasive Oocyte Scoring System Using Ai Applied To 2-Dimensional Images

D. Nayot, N. Mercuri, A. Krivoi, R. Casper, J. Meriano, J. Fjeldstad.
ASRM Scientific Congress & Expo 2021. O-192 12:00 PM Wednesday, October 20, 2021.
Fertility & Sterility, Vol. 116, No. 3, Supplement, E474, September 2021.

ORAL ABSTRACT: Independent Assessment Of An Artificial Intelligence-Based Image Analysis Tool To Predict Fertilisation And Blastocyst Utilisation Potential Of Oocytes, And Comparison With Ten Expert Embryologists

A. Campbell, D. Nayot, A. Krivoi, A. Barrie, K. Jordan, L. Jenner, L. Nice, C. Miralles, S. Barlow, L. Best, Y. Lodge, R. Smith.
Fertility Conference 2021. Oral Presentation SP3.5.
Fertility 2021 Conference Abstracts, p.14.

ORAL ABSTRACT: An Oocyte Assessment Tool Using Machine Learning: Predicting Blastocyst Development Based On A Single Image Of An Oocyte

D. Nayot, J. Meriano, R. Casper, A. Krivoi.
ESHRE 36th Annual Meeting, 2020. O-285 Session 69: Biomarkers of developmental competence.
Human Reproduction, Vol. 35, Supp 1, i129-130, 2020.

Oocyte Model Development

ORAL ABSTRACT: An Interpretable Artificial Intelligence Model Predicts Blastocyst Development From Segmented Images of Mature (MII) Oocytes

M.I. Puerta Vega, N. Siddique, N. Mercuri, W. Qi, A. Krivoi, J. Fjeldstad.
31st World Congress on Controversies in Obstetrics, Gynecology & Infertilty (COGI), 2023.
Oral Presentations 4 – ART / IVF / Infertility. November 24, 2023.

Other Research About AI & Oocytes

POSTER ABSTRACT: Counseling Oocyte Cryopreservation Patients: The Impact Of The Time Interval From Counseling To Retrieval On The Concordance Between Pre-Treatment Predictions And Post-Retrieval Parameters

L. Whitehead, G. Nakhuda.
CFAS Annual Meeting 2022. Poster presentation.

POSTER ABSTRACT: Picture Perfect?: Determining The Clinical Utilization Of Artificial Intelligence In Oocyte Cryopreservation

C. Peschansky, S. Patel, A. Jawaria, S. Dynia, S. Usmani, R. Lynn, K. Vitale, L. Grimm, A. Ahmad, R. Jeelani, A. Beltsos,
E. Louden.
ASRM Scientific Congress & Expo 2021. P-106 6:30 AM Tuesday, October 19, 2021.
Fertility & Sterility, Vol. 116, No. 3, Supplement, E157, September 2021.
OPINION: AI In The Treatment Of Fertility: Key Considerations
J. Swain, M.T. VerMilyea, M. Meseguer, D. Ezcurra, Fertility AI Forum Group.
Journal of Assisted Reproduction and Genetics, Vol. 37, 2817-2824, 2020.


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