Deep learning model

Intervention1 paper2 findings

  • In silico1

Outcomes

1

Opportunistic detection of reduced BMD

upin silico1Very low certainty

1 study
  1. Deep learning model improves opportunistic detection of reduced BMD in silico (184 vs 41 cases).

    In silico12-24 months prior to fracture eventn = 354

    Preventing fragility fractures: AI-based opportunistic osteoporosis detection in routine CT ​ · Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 24 Aug 2026

Associations

1

Reduced bone mineral density detection

upin silico1Very low certainty

1 study
  1. Deep learning model predicts reduced bone mineral density detection in silico (sensitivity 67%, specificity 84%).

    In silicoon independent holdout set

    Preventing fragility fractures: AI-based opportunistic osteoporosis detection in routine CT ​ · Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 24 Aug 2026

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