Research map: Transforming Orthopaedic Trauma Care: Forecasting Operating Room Demand by Harnessing Time-Series Analysis and Machine Learning

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  1. Deep learning for healthcare: review, opportunities and challenges · Riccardo Miotto · 2017 · 3152 citations · Cited by this paper
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  15. Identifying temporal patterns in trauma admissions: Informing resource allocation · David P. Stonko · 2018 · 57 citations · Cited by this paper
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  17. Direct to operating room trauma resuscitation: Optimizing patient selection and time-critical outcomes when minutes count · Amelia G. Johnson · 2020 · 47 citations · Cited by this paper
  18. An International Expert Consensus Statement Defining the Best Practices and Areas of Uncertainty Concerning the Use of Orthobiologics · 2026 · Related
  19. Seasonality in trauma admissions – Are daylight and weather variables better predictors than general cyclic effects? · Jo Røislien · 2018 · 34 citations · Cited by this paper
  20. Artificial neural networks can predict trauma volume and acuity regardless of center size and geography: A multicenter study · Bradley M. Dennis · 2019 · 29 citations · Cited by this paper
  21. Seasonal variation in trauma admissions to a level III trauma unit over 10 years · Jamie Hind · 2020 · 29 citations · Cited by this paper
  22. Seasonal Variation of Trauma in Western Massachusetts: Fact or Folklore? · Jeffry T. Nahmias · 2017 · 23 citations · Cited by this paper
  23. Timeliness of Operating Room Case Planning and Time Utilization: Influence of First and To-Follow Cases · Claudius Balzer · 2017 · 22 citations · Cited by this paper
  24. Current patterns of trauma center proliferation have not led to proportionate improvements in access to care or mortality after injury: An ecologic study · Stas Salerno Amato · 2023 · 21 citations · Cited by this paper
  25. Maximizing geographical efficiency: An analysis of the configuration of Colorado's trauma system · Jan Olaf Jansen · 2018 · 20 citations · Cited by this paper
  26. Using Machine Learning to Predict-Then-Optimize Elective Orthopedic Surgery Scheduling to Improve Operating Room Utilization: Retrospective Study · Johnathan R. Lex · 2025 · 20 citations · Cited by this paper
  27. Enhancing Operating Room Efficiency: The Impact of Computational Algorithms on Surgical Scheduling and Team Dynamics · Adriana Vladu · 2024 · 18 citations · Cited by this paper
  28. FROST: Factors Predicting Orthopaedic Trauma Volumes · Martina Vergouwen · 2021 · 11 citations · Cited by this paper
  29. Access to trauma center care: A statewide system-based approach · Nicolas W. Medrano · 2023 · 9 citations · Cited by this paper
  30. National analysis of over and under-triage rates in relation to trauma population risk factors and associated outcomes across various levels trauma centers · Jeffrey Hayashi · 2023 · 9 citations · Cited by this paper
  31. Optimizing Trauma Systems · Ben Beck · 2021 · 2 citations · Cited by this paper
  32. Exploring the application of Time Series Foundation Models to network monitoring tasks · Nikolas Wehner · 2025 · 2 citations · Cited by this paper
  33. Evaluation of road traffic injuries in the post-pandemic era: a two-and-a-half-year review of clinical characteristics and outcomes at a major trauma center · Rayan Jafnan Alharbi · 2025 · 1 citation · Cited by this paper

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