Research map: AI-predicted zona pellucida binding: shortcut learning and clustered validation may overstate clinical portability

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Papers in this map

  1. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods · Professor Gary S. Collins · 2024 · 3668 citations · Cited by this paper
  2. Clinical and genetic basis of congenital gonadotropin deficiency · 2026 · Related
  3. Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study · John R. Zech · 2018 · 1683 citations · Cited by this paper
  4. Rapid and minimally invasive preimplantation genetic testing for aneuploidies (PGT-A) based on polar body and nanopore sequencing: a viable alternative to conventional trophectoderm-based PGT-A? · 2025 · Related
  5. Checklist for Artificial Intelligence in Medical Imaging (CLAIM): A Guide for Authors and Reviewers · John Mongan · 2020 · 1423 citations · Cited by this paper
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  7. Intracytoplasmic sperm injection versus conventional in vitro fertilization in infertile couples with normal total sperm count and motility: does sperm morphology matter? · Toan Duong Pham · 2024 · 11 citations · Cited by this paper
  8. Frozen versus fresh embryo transfer on perinatal outcomes—do endometrial preparation methods matter? · 2026 · Related
  9. Automatic identification of human spermatozoa with zona pellucida-binding capability using deep learning · Erica T. Y. Leung · 2025 · 11 citations · Cited by this paper
  10. Likelihood of childbirth in women with one versus two ovaries: a Swedish population-based study of women treated with unilateral oophorectomy for benign indications · 2026 · Related
  11. Don’t panic: IVF efficiency in the USA remains strong · 2026 · Related
  12. Comprehensive 16S rRNA gene sequencing and meta-transcriptomic analyses of the female reproductive tract microbiota: two molecular profiles with different messages · 2026 · Related
  13. Evaluating the potential for sperm DNA fragmentation testing to guide the use of ICSI for couples with non-severe male infertility · 2026 · Related
  14. Once-daily, late-night, modified-release hydrocortisone rapidly normalizes menstrual cyclicity in women with non-classic congenital adrenal hyperplasia · 2026 · Related
  15. JUNO-coated beads as a functional assay to capture and characterize fertilization-competent human sperm · 2026 · Related

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