AIMC Topic: Vitrification

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Optimizing predictive features using machine learning for early miscarriage risk following single vitrified-warmed blastocyst transfer.

Frontiers in endocrinology Apr 16, 2025
RESEARCH QUESTION: Can machine learning models accurately predict the risk of early miscarriage following single vitrified-warmed blastocyst transfer (SVBT)?
Female Risk Factors Retrospective Studies Humans Pregnancy Machine Learning Abortion, Spontaneous Vitrification Adult Embryo Transfer
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Improved pregnancy prediction performance in an updated deep-learning embryo selection model: a retrospective independent validation study.

Reproductive biomedicine online Jul 28, 2023
RESEARCH QUESTION: What is the effect of increasing training data on the performance of ongoing pregnancy prediction after single vitrified-warmed blastocyst transfer (SVBT) in a deep-learning model?
Retrospective Studies Pregnancy Humans Blastocyst Vitrification Embryo Transfer Female Pregnancy Rate Deep Learning
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Correlation between an annotation-free embryo scoring system based on deep learning and live birth/neonatal outcomes after single vitrified-warmed blastocyst transfer: a single-centre, large-cohort retrospective study.

Journal of assisted reproduction and genetics Jul 26, 2022
PROPOSE: Does an annotation-free embryo scoring system based on deep learning and time-lapse sequence images correlate with live birth (LB) and neonatal outcomes?
Live Birth Single Embryo Transfer Abortion, Spontaneous Blastocyst Vitrification Deep Learning Embryo Transfer Pregnancy Rate Cryopreservation Cesarean Section Adult Female Infant, Newborn Humans Retrospective Studies Pregnancy
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Pregnancy prediction performance of an annotation-free embryo scoring system on the basis of deep learning after single vitrified-warmed blastocyst transfer: a single-center large cohort retrospective study.

Fertility and sterility Jul 8, 2021
OBJECTIVE: To analyze the performance of an annotation-free embryo scoring system on the basis of deep learning for pregnancy prediction after single vitrified blastocyst transfer (SVBT) compared with the performance of other blastocyst grading syste...
Blastocyst Image Interpretation, Computer-Assisted Heart Rate, Fetal Maternal Age Embryo Implantation Predictive Value of Tests Fertilization in Vitro Treatment Outcome Female Vitrification Retrospective Studies Humans Adult Pregnancy Rate Pregnancy Infertility Embryo Culture Techniques Cryopreservation Middle Aged Single Embryo Transfer Time-Lapse Imaging Deep Learning
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Automated device for rapid sample cooling via controlled submersion.

Cryobiology Jun 1, 2025
An automated device is described which enables programmable submersion in liquid nitrogen to enable rapid specimen cooling for vitrification applications. The device presented here is low-cost, portable, and compatible with a range of cryogenic conta...
Robotics Animals Equipment Design Cryopreservation Vitrification Automation, Laboratory Reproducibility of Results
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