Explora nuestra biblioteca en crecimiento de evidencia científica relacionada con la tecnología de IA de Future Fertility, que incluye nuestra propia investigación realizada internamente y en colaboración con clínicas de todo el mundo, estudios independientes que utilizan nuestras herramientas y publicaciones de expertos sobre cómo la IA está transformando la evaluación de la calidad ovocitaria y la medicina reproductiva.

que validan nuestras herramientas, presentados en revistas líderes revisadas por pares.
que comparten nuestra investigación más reciente, aceptada en importantes congresos científicos.
colaborando en investigación con algunas de las clínicas más innovadoras del mundo.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Simplified vitrification-warming protocol in donor oocytes: artificial intelligence-based oocyte competence and clinical outcomes
L. Murria, L. Conversa, J. Gil, C. Giménez-Rodríguez, Y. Garijo, F. Bronet, M. Meseguer, A. Cobo
Reproductive BioMedicine Online. Publicado: 17 de junio de 2026.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Artificial intelligence unlocks oocyte competence: MAGENTA outperforms clinical predictors and boosts euploidy modeling
A. Setti, D. Braga, M. del Collado, J. Fjeldstad, A. Iaconelli, Jr., E. Borges, Jr.
F&S Science. Publicado: 11 de marzo de 2026.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Automated AI for real-time sperm selection in ICSI: reducing variability and studying the role of sperm in embryo development
L. Carrión-Sisternas, T. Viloria, E. Martin, T. Carrión, J. Remihí, M. Meseguer
Reproductive Biology and Endocrinology. Publicado: 27 de noviembre de 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Artificial intelligence-driven oocyte scores link early morphokinetics to embryo outcomes following intracytoplasmic sperm injection
N. Fujiwara, K. Ezoe, T. Miki, T. Takahashi, L. Vanzella, N. Mercuri, J. Fjeldstad, P. Mojiri,
D. Nayot, T. Kuroda, K. Kato.
Reproductive BioMedicine Online. Publicado: 24 de octubre, 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Comparison of one-step and conventional warming in sibling donor oocytes: a proof-of-concept study
A. Cobo, A. Coello, L. Murria, Y. Garijo, M.J. de los Santos, J.A. García Velasco, F. Bronet
Reproductive BioMedicine Online. Publicado: 8 de octubre, 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Novel sperm selection device on the basis of microfluidics improves usable blastocyst rates, embryo morphology, and morphokinetic patterns: sibling cohort prospective study
F. Meseguer, L. Carrión-Sisternas, A. del Arco, R. Rivera Egea, C. Vidal, J.A. Remohi, M. Meseguer
F&S Reports. Publicado: 6 de octubre de 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Artificial intelligence-based donor oocyte quality assessment moderately improves the prediction of blastocyst development: a first step towards higher personalization in the management of egg donation treatments
D. Cimadomo, V. Badajoz, M. Hebles, L. Mifsud, C. Urda, T. Sánchez, A. Sánchez, C. Ortega, J. Ávila, C. Mariné, N. Mercuri, J. Fjeldstad, A. Krivoi, D. Nayot, L. Rienzi.
Human Reproduction. Publicado: 4 de agosto de 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Artificial intelligence–driven oocyte assessment for predicting blastulation and high-quality blastocyst formation in severe male factor infertility
E. Borges Jr., D. Braga, M. del Collado, A. Iaconelli Jr., J. Fjeldstad, N. Mercuri, P. Mojiri, A. Setti.
Fertility & Sterility Science. Publicado: 14 de julio de 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: Progestin prime ovarian stimulation provides comparable outcomes to GnRH antagonist in donor cycles with vitrified oocytes
L. Murria, J. Giles, L. Bori, J. R. Remohí, A. Cobo.
Fertility & Sterility. Publicado: 20 de mayo de 2025.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: 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). Publicado: 8 de mayo de 2024.
ARTÍCULO DE INVESTIGACIÓN ORIGINAL: 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. Publicado: 17 de enero de 2024.
The Application of Artificial Intelligence (AI) to Oocyte Evaluation and Selection
Rachel Smith and Dan Nayot.
Publicado en «Egg Freezing in the 21st Century: A Global Perspective», pp. 151-165 (2024). World Scientific Publishing.
Artificial Intelligence and Oocyte/Embryo Assessment in Cryopreservation Cycles
Azraa Janmohamed, Dan Nayot, Ryan Miller & Nikica Zaninovic.
Publicado en «Cryopreservation in Assisted Reproduction», pp. 227-234 (2024). Springer.
ORAL ABSTRACT: Artificial intelligence-based prediction of developmental competence in rescued metaphase II oocytes derived from germinal vesicle and metaphase I stages
K. Ezoe, N. Fujiwara, T. Takahashi, Y. Sato, J. Ito, R. Yoshizawa, A. Maeda, L. Vanzella, J. Fjeldstad, P. Mojiri, D. Nayot, T. Okimura, T. Kuroda, G. Coticchio, K. Kato.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 41: AI-Powered Embryology: O-132
Human Reproduction, Volume 41, Supp 1, July 2026.
ORAL ABSTRACT: First external validation of an artificial intelligence-based oocyte quality score in an Italian population: association with blastocyst development and clinical outcomes from 20,454 oocytes
L. Mura, M.C. Guglielmo, M. Valerio, G. Galante, P. Marotta, M. Vitali, M. Mignini Renzini, M. Morgovsky, L. Vanzella, A. Marconeto, J. Fjeldstad, E. De Ponti, M. Dal Canto.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 79: The next-generation IVF laboratory: O-262
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Beyond Single Morphological Metrics: Integrating Oocyte Diameter and Artificial Intelligence-Based Scoring Improves Prediction of Developmental Competence and Implantation
E. Pasamba, R.F. Mendiola, J.N.P. Binalla, C.M. Merza, J.E.A. Del Rosario, K. Ezoe, K. Kato, L. Vanzella, E. MacKenzie, M. Morgovsky, S. Corsac, J. Fjeldstad.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-238
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: AI-based insights into the developmental potential of oocytes from altruistic donors with polycystic ovaries or polycystic ovary syndrome
L. Weissheimer, S. Mattiello, R. Ternus, G. Andrade, L. Vanzella, E. MacKenzie, J. Fjeldstad, N. Frantz, M.I. Kulmann.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-231
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Are we done with overnight rescue IVM? Evidence from a five-year real-world sibling oocyte analysis integrating AI-derived oocyte quality assessment
M. Del Collado, D. Braga, A. Setti, B. Torrecillas, J. Fjeldstad, S. Corsac, L. Vanzella, A. Iaconelli Junior, E. Borges Jr.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-178
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Artificial intelligence (AI)-derived oocyte ploidy score predicts PGT-A outcome beyond conventional morphology, with increasing value at advanced maternal age
Y. Franco Iriarte, G. Bescós, A. Villa, L. Barroso, F. Sotos, L. Murria, E. Mackenzie, I. Puerta Vega, L. Vanzella, J. Fjeldstad.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-229
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Female body mass index is associated with differences in AI-derived oocyte score distribution: A retrospective study
O. Ammar, G. Raad, Z. Atayurt, G. Liperis, Z. Yarkiner, Y Yilancilar , B. Yuksel, M. Serdarogullari.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-200
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Associations between artificial intelligence (AI)-based oocyte imaging scores and subsequent embryo AI scores assessed using KIDScore D5, iDAScore and CHLOE-EQ: a retrospective study
Z. Yarkiner, Z. Atayurt, G. Raad, G. Liperis, Y. Yilancilar, O. Ammar, B. Yuksel, M. Serdarogullari.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-171
Human Reproduction, Volume 41, Supp 1, July 2026.
ORAL ABSTRACT: ROSE, herramienta basada en inteligencia artificial para la gestión de ovocitos en programas de donación: reparto más equitativo entre receptoras y menor riesgo de ciclos sin blastocistos frente a la distribución aleatoria
L. Murria, M. Morgovsky, E. Mackenzie, L. Vanzella, S. Corsac, J. Fjeldstad.
35 Congreso Nacional de la Sociedad Española de Fertilidad & 10 Congreso Nacional de Enfermería de la Reproducción.
Sociedad Española de Fertilidad. May 2026. Oral presentation.
ORAL ABSTRACT: La inteligencia artificial transforma la donación de ovocitos: de la estrategia empírica tradicional a la distribución basada en probabilidad
L. Murria, L. Bori Arnal, A. Gamero Gómez, C. Micheletti, A. Cobo, M. Meseguer Escrivá.
35 Congreso Nacional de la Sociedad Española de Fertilidad & 10 Congreso Nacional de Enfermería de la Reproducción.
Sociedad Española de Fertilidad. May 2026. Oral presentation.
POSTER ABSTRACT: ROSE, an artificial intelligence (AI)-supported system for donor oocyte allocation, outperforms random assignment by stratifying donor-aged oocytes by blastocyst development potential
POSTER ABSTRACT: Comparison of Magenta Scores Across Oocyte Fertilization and Utilizable Blastocyst Development Status: Artificial Intelligence (AI) Insights Into Donor and Patient Oocyte Quality
M. Lavolpe, V. Julianelli, A. Venditti, A. Aon, M. Geller, L. Vanzella, N. Mercuri, J. Fjeldstad.
ASRM Scientific Congress & Expo 2025.
Fertility & Sterility, Volume 124, Issue 6, Supplement, E342-343, December 2025.
POSTER ABSTRACT: AI-Image Analysis Model Predicts Blastocyst Ploidy Outcomes and Correlates With Severity of Chromosomal Abnormalities From the Oocyte Stage
J. Fjeldstad, N. Mercuri, W. Qi, A. Quintana Vehí, M. Torra Massana, M. Zamora, I. Miguel-Escalada, A. Rodriguez Aranda, M. Popovic, D. Nayot
ASRM Scientific Congress & Expo 2025.
Fertility & Sterility, Volume 124, Issue 6, Supplement, E306, December 2025.
POSTER ABSTRACT: Embryo ploidy prediction using an artificial intelligence-based oocyte image analysis and time-lapse embryo scoring
L. Murria, C. Giménez, L. Carrión Sisternas, J. Remohi, A. Cobo, M. Meseguer
ASRM Scientific Congress & Expo 2025.
Fertility & Sterility, Volume 124, Issue 6, Supplement, E339-340, December 2025.
POSTER ABSTRACT: Artificial intelligence-based oocyte assessment prior to vitrification predicts blastocyst development and clinical outcomes in donor oocyte cycles
L. Murria, L. Conversa Martínez, L. Bori Arnal, A. Coello, J. Remohi Sr, M. Meseguer, A. Cobo
ASRM Scientific Congress & Expo 2025.
Fertility & Sterility, Volume 124, Issue 6, Supplement, E343, December 2025.
ORAL ABSTRACT: Evaluación de Ovocitos Maduros Mediante un Análisis No Invasivo por Inteligencia Artificial (IA) y su Correlación con Parámetros Clave en el Desarrollo Embrionario: Fragmentación en Día 3, Morfología en Estadio de Blastocisto y Destino de Uso Final
M. Alavés Navarro, J. Crespo Simó, N. Mercuri, A. Krivoi, S. Malekian, J. Fjeldstad, J. Teruel López
XIII Congreso ASEBIR. CO-002.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
G. Bescós Villa, Y. Franco Iriarte, A. Villa Milla, L. Barroso Burgos, F. Sotos Borrás, E. Carrillo de Albornoz Riaza, B. Bueno Olaia, N. Mercuri, J. Fjeldstad, S. Malekian Naeini
XIII Congreso ASEBIR. CO-003.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
POSTER ABSTRACT: ¿Es Posible Predecir el Desarrollo a Blastocisto el Mismo Día de la ICSI? Validación Clínica de una Nueva Herramienta de Inteligencia Artificial Utilizando 12.940 Imágenes de Ovocitos
M. Torra Massana, I. Miguel-Escalada, M. Zamora Berlanga, A. Pujol Masana, A. Rodríguez Aranda, N. Mercuri, S. Corsac, J. Fjeldstad, M. Popovic
XIII Congreso ASEBIR. P-062.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
ORAL ABSTRACT: Análisis Combinado de Imágenes de Ovocitos y Embriones Basado en Inteligencia Artificial para la Predicción de la Ploidía Embrionaria
A. Galán Rivas, L. Murria, C. Giménez-Rodríguez, L. Bori Arnal, L. Conversa Martínez, A. Cobo Cabal, M. Meseguer Escrivá
XIII Congreso ASEBIR. CO-004
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
POSTER ABSTRACT: Patient Satisfaction with the VIOLET™ (FutureFertility™) AI Tool for Oocyte Assessment: A Survey-Based Study
G. Catanzaro, J. Llanos, N. Sotero, F. Peña, M. Ascenzo, C. Ascenzo, M. Velit, L. Escudero.
Red Latinoamericana de Reproducción Asistida 2025
JBRA Assisted Reproduction, Volume 29, Supplement 1, Pg 80, September 2025
POSTER ABSTRACT: Validation and Performance of AI Software in Predicting Blastocyst Development and Quality from Mature Oocyte Images in Laboratory Routine: Are We Ready for Clinical Implementation?
D. Chéles, M. Barreto, R. Erberelli, A. Campos, M. Almeida, M. Chehin, J. Alegretti, A. Lorenzon.
Red Latinoamericana de Reproducción Asistida 2025
JBRA Assisted Reproduction, Volume 29, Supplement 1, Pg 80, September 2025
POSTER ABSTRACT: Artificial intelligence (AI) could optimize oocyte allocation and address blastocyst imbalances in shared egg donation programs
F. Di Biase, M. Montiveros, C. Formica Muntaner, M. Schapira, G. Demian.
Red Latinoamericana de Reproducción Asistida 2025
JBRA Assisted Reproduction, Volume 29, Supplement 1, Pg 80, September 2025
N. Mercuri, J. Fjeldstad, S. Corsac, D. Nayot, A. Krivoi.
ESHRE 41st Annual Meeting, 2025.
O-004: Session 2: Non-invasive prediction of aneuploidy – are we there yet?
Human Reproduction, Vol. 40, Supp 1, June 2025.
J. Teruel Lopez, M. Alavés Navarro, J. Crespo Simó, S. Malekian Naeini, N. Mercuri, A. Krivoi, J. Fjeldstad.
ESHRE 41st Annual Meeting, 2025.
O-237: Session 75: Futuristic Lab: Automation and AI.
Human Reproduction, Vol. 40, Supp 1, June 2025.
A. Setti, D. Braga, M. Del Collado, P. Guilherme, N. Mercuri, J. Fjeldstad, P. Mojiri, A. Iaconelli Junior, E. Borges Junior.
ESHRE 41st Annual Meeting, 2025.
O-238: Session 75: Futuristic Lab: Automation and AI.
Human Reproduction, Vol. 40, Supp 1, June 2025.
Y. Franco Iriarte, G. Bescos, A. Villa, F. Sotos, N. Setareh Malekian, S. Corsac, N. Mercuri, J. Fjeldstad, I. Puerta Vega, E. Carrillo de Labornoz, B. Bueno, V. Cabezuelo, A, Rexarch, A. Bermeko, A. Vegas.
ESHRE 41st Annual Meeting, 2025.
Poster Viewing: Embryology: P-137.
Human Reproduction, Vol. 40, Supp 1, June 2025.
M. Torra-Massana, I. Miguel-Escalada, M. J. Zamora, A. Pujol, A. Rodriguez-Aranda, N. Mercuri, S. Corsac, J. Fjeldstad, M. Popovic.
ESHRE 41st Annual Meeting, 2025.
Poster Viewing: Embryology: P-173.
Human Reproduction, Vol. 40, Supp 1, June 2025.
Y. Franco, G. Bescos, S Malekian Naeini, S. Corsac, N Mercuri, J. Fjeldstad, I. Puerta Vega, E Carrillo De Albornoz, B. Bueno, R. Alejandra, V. Cabezuelo, A. Bermejo, A. Villa, I. Orozco, F. Sotos
32nd World Congress on Controversies in Obstetrics, Gynecology & Infertility (COGI), 2024.
ORAL ABSTRACT: An artificial intelligence (AI) model non-invasively identifies oocytes that correlate with greater embryo implantation potential
J. Fjeldstad, N. Mercuri, A. Krivoi, J. Malmsten, D. Nayot, N. Zaninovic.
ASRM Scientific Congress & Expo 2024. O-223: OST-17: ART – Artificial Intelligence. Tuesday, October 22, 2024.
Fertility & Sterility, Volume 122, Issue 4, Supplement, E92-93, October 2024.
POSTER ABSTRACT: Assessing pre- and post-intracytoplasmic sperm injection (ICSI) oocyte images with artificial intelligence (AI): Predicting fertilization and blastocyst development
L. Murria, L. Bori Arnal, M.F. Insua, J. Serrano, A. Cobo, M. Meseguer.
ASRM Scientific Congress & Expo 2024. P-68: PSM-10: ART – Artificial Intelligence. Monday, October 21, 2024.
Fertility & Sterility, Volume 122, Issue 4, Supplement, E155, October 2024.
POSTER ABSTRACT: Oocyte assessment based on artificial intelligence (AI) for the prediction of blastocyst development: A comparative analysis of fresh and vitrified donor oocytes
L. Murria, L. Conversa Martínez, L. Bori Arnal, B. Vallejo, M. Meseguer, A. Cobo.
ASRM Scientific Congress & Expo 2024. P-558: PST-44: Technology & Innovation – ART. Tuesday, October 22, 2024.
Fertility & Sterility, Volume 122, Issue 4, Supplement, E349-350, October 2024.
POSTER ABSTRACT: Oocyte assessment based on artificial intelligence (AI). Are oocyte scores related to subsequent embryo quality?
L. Murria, L. Bori Arnal, D. Beltrán, R. Gómez-Pastor, A. Cobo, M. Meseguer.
ASRM Scientific Congress & Expo 2024. P-565: PST-45: Technology & Innovation – ART. Tuesday, October 22, 2024.
Fertility & Sterility, Volume 122, Issue 4, Supplement, E352-353, October 2024.
POSTER ABSTRACT: Novel artificial intelligence oocyte assessment tool reveals correlation with blastocyst developmental rate, ploidy status, and quality
J. Fjeldstad, S. Malekian Naeini, N. Mercuri, D. Nayot.
The Canadian Fertility and Andrology Society’s 70th Annual Meeting. September 12, 2024. Poster Presentation.
POSTER ABSTRACT: Calidad ovocitaria analizada por inteligencia artificial: Nuestra experience
A.J. Aon, V. Julianelli, J. Fjeldstad, N. Mercuri, M. Geller, M. Lavolpe.
XXI Congreso Argentino de Medicina Reproductiva. September 12, 2024. Poster Presentation.
ORAL ABSTRACT: Correlation of oocyte quality assessment by artificial intelligence to blastocyst development, and ovarian stimulation protocols
D. Braga, A. Setti, J. Fjeldstad, N. Mercuri, P. Mojiri, A. Iaconelli Jr., E. Borges Jr.
28º Congresso Brasileiro de Reprodução Assistida. JBRA Session II. August 30, 2024.
POSTER DISCUSSION ABSTRACT: Image-based oocyte model predictive of blastocyst development correlates with ploidy status across a broad spectrum of PGT-A indications, accounting for confounding variables
J. Malmsten, N. Zaninovic, N. Mercuri, W. Qi, M. Jaberipour, D. Nayot, Z. Rosenwaks, J. Fjeldstad.
ESHRE 40th Annual Meeting, 2024. P-273 Session 65: Embryology.
Human Reproduction, Vol. 39, Supp 1, July 2024.
POSTER ABSTRACT: Non-invasive artificial intelligence (AI) prediction of blastocyst development from mature oocytes unveils correlation with blastocyst ploidy for enhanced reproductive insight at earliest stage of development
M. Alavés Navarro, J. Crespo, N. Mercuri, N. Siddique, A. Krivoi, J. Fjeldstad, J. Teruel.
ESHRE 40th Annual Meeting, 2024. P-252 Poster Viewing: Embryology.
Human Reproduction, Vol. 39, Supp 1, July 2024.
POSTER ABSTRACT: An artificial intelligence-powered tool to score fresh donor oocytes and predict blastulation: interim analysis of a prospective investigation conducted at 3 laboratories
M.C. Urda Muñoz, V. Palazzo, T. Sanchez, J. Avila, C. Marinè, A. Bellon, M. Hebles, V. Badajoz, L. Mifsud, J. Fjeldstad, N. Mercuri, I. Puerta Vega, D. Nayot, L. Rienzi, D. Cimadomo.
ESHRE 40th Annual Meeting, 2024. P-166 Poster Viewing: Embryology.
Human Reproduction, Vol. 39, Supp 1, July 2024.
POSTER ABSTRACT: Blastocyst rate prediction by artificial intelligence: evaluation of static oocyte images in patients and donors
T. Viloria Samochin, L. Murria, R. Gómez-Pastor, L. Carrión-Sisternas, M. Meseguer.
ESHRE 40th Annual Meeting, 2024. P-227 Poster Viewing: Embryology.
Human Reproduction, Vol. 39, Supp 1, July 2024.
POSTER ABSTRACT: Embryologists display low levels of agreement in predicting fertilization and blastocyst development success from a set of mature oocyte images, highlighting the need for a standard oocyte assessment tool
N. Mercuri, S. Corsac, J. Fjeldstad, N. Siddique, I. Puerta Vega, D. Nayot.
14th Biennial ALPHA Conference, June 2024. Poster presentation.
POSTER ABSTRACT: MAGENTA, una herramienta de inteligencia artificial (IA) que analiza imágenes de ovocitos metafase II (MII), identifica ovocitos de mayor calidad en protocolos de
estimulación controlada (COS) con antagonistas de la GnRH frente a agonistas de la GnRH
J. Fjeldstad, N. Siddique, N. Mercuri, J. Meriano, D. Nayot, I. Puerta Vega.
34º Congreso Nacional Sociedad Española de Fertilidad, May 2024. Poster presentation.
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.
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. Noviembre 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
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
POSTER ABSTRACT: The Impact Of A Non-Invasive Artificial Intelligence (AI) Oocyte Scoring System On Subsequent Embryo Development In Group Culture
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
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
ORAL ABSTRACT: ROSE, an artificial intelligence (AI) supported workflow system for optimizing donor oocyte management, reduces chances of complete blastulation failure compared with random lot assignment
L. Vanzella, L. Murria, E. MacKenzie, S. Corsac, D. Nayot, J. Fjeldstad.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 41: AI-powered embryology: O-134
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Artificial intelligence redefines oocyte donation programs: from random to individual, probability-based oocyte allocation to optimize blastocyst yield
L. Murria, L. Carrión-Sisternas, A. Gamero-Gómez, C. Micheletti, L. Bori, A. Cobo, M. Meseguer.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-194
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Un Nuevo Modelo No Invasivo de IA como Predictor de Euploidía en Ovocitos Maduros
G. Bescós Villa, Y. Franco Iriarte, N. Mercuri, J. Fjeldstad, S. Malekian Naeini, I .Puerta Vega, A. Villa Milla, L. Barroso Burgos, F. Sotos Borrás, E. Carrillo de Albornoz Riaza
XIII Congreso ASEBIR. P-132
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
J. Fjeldstad, N. Mercuri, W. Qi, D. Nayot, A. Krivoi.
ESHRE 41st Annual Meeting, 2025.
O-005: Session 2: Non-invasive prediction of aneuploidy – are we there yet?
Human Reproduction, Vol. 40, Supp 1, June 2025.
ORAL ABSTRACT: Oocyte image assessment by novel artificial intelligence (AI) model predicts blastocyst PGT-A results, outperforming age as a predictor
N. Mercuri, M. Jaberipour, A. Krivoi, D. Nayot, J. Fjeldstad.
ESHRE 40th Annual Meeting, 2024. O-025 Session 02: The Key Players For Success: The Gametes.
Human Reproduction, Vol. 39, Supp 1, July 2024.
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.
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
ORAL ABSTRACT: A Novel Non-Invasive Oocyte Scoring System Using Ai Applied To 2-Dimensional Images
ORAL ABSTRACT: An Oocyte Assessment Tool Using Machine Learning: Predicting Blastocyst Development Based On A Single Image Of An Oocyte
POSTER ABSTRACT: Artificial intelligence analysis of transvaginal endometrial ultrasound images predicts clinical pregnancy in frozen embryo transfer cycles: a first-in-field exploratory retrospective study
J. Fjeldstad, M. Drago, L. Vanzella, P. Chuquillanqui, J. Goncalves, W. Qi, E. MacKenzie, A. Marconetto, R. Davalos, N. Sotero, E. Escudero, M. Ascenzo, M. Velit, D. Nayot.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Endometriosis and endometrial disorders: P-362
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: An artificial intelligence (AI) model for endometrial receptivity assessment predicts clinical pregnancy in the current cycle using ultrasound (US) images, among differing prior pregnancy histories
J. Fjeldstad, S. Malekian Naeini, N. Mercuri, D. Nayot.
ASRM Scientific Congress & Expo 2025. P-584. PSW-02 – ART – Artificial Intelligence (2 of 3). October 29, 2025.
Fertility & Sterility, Volume 124, Issue 6, Supplement, E341, December 2025.
POSTER ABSTRACT: Developing an artificial intelligence (AI) model to efficiently measure endometrial thickness within ultrasound (US) images
N. Mercuri, P. Mojiri Forooshani, W. Qi, J. Fjeldstad, A. Krivoi, D. Nayot.
ASRM Scientific Congress & Expo 2024. P-54: PSM-08 – ART – Artificial Intelligence. Monday, October 21, 2024.
Fertility & Sterility, Volume 122, Issue 4, Supplement, E149, October 2024.
ORAL ABSTRACT: An artificial intelligence (AI) model non-invasively evaluates endometrial receptivity from ultrasound images, surpassing endometrial thickness (EMT) in predicting implantation
J. Fjeldstad, W. Qi, N. Siddique, N. Mercuri, A. Krivoi, D. Nayot.
ESHRE 40th Annual Meeting, 2024. O-025 Session 05: Imaging of Endometriosis and Endometrial Disorders.
Human Reproduction, Vol. 39, Supp 1, July 2024.
ORAL ABSTRACT: Oocyte quality modulates the impact of paternal age on ICSI outcomes: novel insights from an AI-based oocyte scoring system
E. Borges Junior, D. Braga, A. Setti, M. Del Collado, R. Provenza, J. Fjeldstad, P. Mojiri, L. Vanzella, A. Iaconelli Junior.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 05: Impact of sperm function on reproductive outcome: O-022
Human Reproduction, Volume 41, Supp 1, July 2026.
ORAL ABSTRACT: Are Women Cryopreserving Enough Oocytes for Fertility-Preservation? A Probabilistic Model Integrating Artificial Intelligence (AI)-Based Oocyte Morphology and Age-Dependent Euploidy
D. Braga, A. Setti, M. Del Collado, S. Colturato, J. Fjeldstad, P. Mojiri, L. Vanzella, A. Iaconelli Junior, E. Borges Jr.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 07: Fertility preservation across the life span: O-037
Human Reproduction, Volume 41, Supp 1, July 2026.
ORAL ABSTRACT: AI-based evaluation of gamete quality reveals additive effects on embryo development in ICSI cycles
A. Cobo, L. Conversa, F. Montanati, L. Murria, B. Vallejo, E. Sánchez-Chiva, P. Gámiz, L. Alegre.
ESHRE 42nd Annual Meeting, 2026.
Selected Oral Communications: Session 66: Cryo reimagined: today’s protocols, tomorrow’s science: O-224
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: First quantitative study of oocyte microinjection-cone shape impact on fertilization and early embryo development
L. Carrion-Sisternas, T. Carrion, S. Marqeño, L. Murria, C. Giménez, L. Bori, M. Meseguer.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-164
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: AI-based evaluation of gamete quality reveals additive effects on embryo development in ICSI cycles
T. Viloria, L. Carrión-Sisternas, O. Paredes, T. Carrion, L. Alegre, L. Bori, M. Meseguer.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-167
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Lifestyle factors associated with AI-assessed oocyte quality and embryo outcomes
G. Halpern, D. Braga, A. Setti, M. Del Collado, L. Busso, J. Fjeldstad, P. Mojiri, L. Vanzella, A. Iaconelli Junior, E. Borges Jr.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-181
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Do female infertility factors compromise oocyte competence and AI-based quality assessment? Results from a large retrospective cohort study
A. Iaconelli Jr, M. Del Collado, D. Braga, A. Setti, D. Hernandez, J. Fjeldstad, P. Mojiri, L. Vanzella, E. Borges Jr.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Embryology: P-183
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: From Prediction to Decision: Patient Choices Following AI-Based Non-Invasive Oocyte Assessment in Elective Fertility Preservation
M. Riqueros Arevalo, M. Bellés Fernandez, M. Suarez de la Rosa, J.M. Molina Sabater, E. Palmeiro Prieto, R. Picón Majón, L. Murria, M. Meseguer, M. Esbert Algam, M. Florensa Bargallo.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Fertility Preservation: P-392
Human Reproduction, Volume 41, Supp 1, July 2026.
POSTER ABSTRACT: Integrating Artificial Intelligence and Multivariable Modeling Uncovers Effects of LH Source on Oocyte Competence and Embryo Viability
T. Carrión, L. Carrión-Sisternas, L. Murria, L. Bori, E. Bosch, J. Bellver, M. Meseguer.
ESHRE 42nd Annual Meeting, 2026.
Poster Viewing: Reproductive endocrinology: P-736
Human Reproduction, Volume 41, Supp 1, July 2026.
ORAL ABSTRACT: Reinterpretando la fragmentación espermática mediante selección microfluídica y evaluación ovocitaria con IA – ENG: Reinterpreting Sperm Fragmentation Through Microfluidic Sorting and Oocyte Evaluation Using AI
G. Bescos Villas, J. Franco Iriarte, A. Villa Milla, L. Barroso Bursos, F. Sotos, L. Murria Aguilar, E. Mackenzie, J. Fjeldstad, L. Vanzella, I Puerta Vega, R Gonzalez Morales, E Carrillo de Albornoz
35 Congreso Nacional de la Sociedad Española de Fertilidad & 10 Congreso Nacional de Enfermería de la Reproducción.
Sociedad Española de Fertilidad. May 2026. Oral presentation.
ORAL ABSTRACT: Más allá del origen:equivalencia biológica entre R-FSH de referencia y su biosimilar evaluada mediante Inteligencia Artificial en ciclos de ovodonación – ENG: Beyond origin: biological equivalence between reference r-FSH and its biosimilar assessed by artificial intelligence in oocyte donation cycles
T. Carrion Sisternas, L. Bori Arnal, L. Carrión Sisternas, L. Murria, S. Marqueño, J. Bellver Pradas, M. Meseguer Escrivá.
35 Congreso Nacional de la Sociedad Española de Fertilidad & 10 Congreso Nacional de Enfermería de la Reproducción.
Sociedad Española de Fertilidad. May 2026. Oral presentation.
ORAL ABSTRACT: Desvitrificación en un solo paso de ovocitos autólogos: comparación con ovocitos frescos y protocolo convencional mediante análisis de IA y resultados clínicos – ENG: One-step warming of autologous oocytes: comparison with fresh oocytes and the conventional protocol based on IA analysis and clinical outcomes
L. Conversa Martínez, A. Delgado Mendive, F. Insua Piontti, E. Sánchez Chiva, B. Vallejo Villanueva, F. Montanari, L. Murria, A. Cobo Cabal.
35 Congreso Nacional de la Sociedad Española de Fertilidad & 10 Congreso Nacional de Enfermería de la Reproducción.
Sociedad Española de Fertilidad. May 2026. Oral presentation.
J. Fjeldstad, J. Rawlins, E. Mackenzie, K. Mendoza, A. Marconetto, I. Puerta Vega, A. Sanchez, L. Vanzella.
15th Biennial ALPHA Conference. Oral presentation.
Reproductive BioMedicine Online. April 2026.
Y. Franco Iriarte, G. Bescos, L. Barroso, A. Villa, F. Sotos, L. Vanzella, J. Fjeldstad, E. Mackenzie, J. Rawlins.
15th Biennial ALPHA Conference. Poster presentation.
Reproductive BioMedicine Online. April 2026.
ORAL ABSTRACT: Explorando el Papel de los Gametos en ICSI: una Aproximación Basada en Inteligencia Artificial
L. Carrión Sisternas, T. Carrión, A. Delgado, T. Viloria, N. Grau, L. Bori, M. Meseguer
XIII Congreso ASEBIR. CO-047.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
POSTER ABSTRACT: Dos Fuentes de LH, Dos Estrategias de Estimulación: Comparación del Impacto sobre la Calidad Ovocitaria Mediante Inteligencia Artificial
T. Carrión, L. Murria, L. Carrión Sisternas, C. Giménez Rodríguez, J. Bellver, M. Meseguer
XIII Congreso ASEBIR. P-122.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
POSTER ABSTRACT: Selección Espermática por Microfluídica en Edad Materna Avanzada: ¿Es el Espermatozoide Eclipsado por la Calidad Ovocitaria?
M. Pardiñas García, L. Sánchez Sánchez-Mellado, A. Pacheco Castro, R. Rivera Egea, C. de Celis Sordo, J. Gil Gramage, D. Ortega Jaén, A. Martín Bastida, M. de los Santos Molina
XIII Congreso ASEBIR. P-003.
ASEBIR Revista de Embriología Clínica y Biología de la Reproducción. November 2025.
POSTER ABSTRACT: Integrating Artificial Intelligence in IVF: Perspectives from Canadian Clinicians and Embryologists on Opportunities and Considerations for Implementation
POSTER ABSTRACT: The Role of Artificial Intelligence in Assisted Reproduction Technologies:
Insights from Canadian Patient Perspectives
POSTER ABSTRACT: Differential contributions of sperm and oocyte to fertilization and embryo development: Insights from a recent AI-driven study
L. Carrion, F. Meseguer, L. Murria, L. Alegre, T. Carrión, C. Giménez-Rodríguez, M. Meseguer
ESHRE 41st Annual Meeting, 2025.
Poster Viewing: Embryology: P-127.
Human Reproduction, Vol. 40, Supp 1, June 2025.
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
POSTER ABSTRACT: Picture Perfect?: Determining The Clinical Utilization Of Artificial Intelligence In Oocyte Cryopreservation
SYSTEMATIC REVIEW: On the role of artificial intelligence in analysing oocytes during in vitro fertilisation procedures
LITERATURE REVIEW: Ex ovo omnia—why don’t we know more about egg quality via imaging?