ArticleHuman reproduction (Oxford, England)2020
Can deep learning automatically predict fetal heart pregnancy with almost perfect accuracy?
Article in Human reproduction (Oxford, England), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
5 citing papers in PubMed.
- Data-hugging shields proprietary AI models from research that could disprove them.NPJ artificial intelligence · 2026Review
- Artificial intelligence in time-lapse system: advances, applications, and future perspectives in reproductive medicine.Journal of assisted reproduction and genetics · 2024Review
- A brief history of artificial intelligence embryo selection: from black-box to glass-box.Human reproduction (Oxford, England) · 2024Review
- Embryo classification beyond pregnancy: early prediction of first trimester miscarriage using machine learning.Journal of assisted reproduction and genetics · 2023Article
- Interpretable, not black-box, artificial intelligence should be used for embryo selection.Human reproduction open · 2021Article
Corrections and comments
- Commented on by
- Comment on
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
32458001What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.