Research map: AI in Disaster Medicine: Scoping Review of Methods, Validation, and System Integration

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Papers in this map

  1. PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation · Andrea C. Tricco · 2018 · 44107 citations · Cited by this paper
  2. Integrating Confidence, Difficulty, and Language Model Calibration for Better Explainability in Clinical Documents Coding: Applications of AI · 2026 · Related
  3. Artificial intelligence in healthcare and medicine: clinical applications, therapeutic advances, and future perspectives · Yosri A. Fahim · 2025 · 266 citations · Cited by this paper
  4. Large Language Models in Clinical Trial Recruitment: Sociotechnical and Economic Framework Development Study · 2026 · Related
  5. Mass Gathering Medicine: A Predictive Model for Patient Presentation and Transport Rates · Paul Arbon · 2001 · 191 citations · Cited by this paper
  6. Authors’ Reply: Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment · 2026 · Related
  7. Disaster and Pandemic Management Using Machine Learning: A Survey · Vinay Chamola · 2020 · 149 citations · Cited by this paper
  8. A New Model for Youth-Driven Community Change: Exploratory Testing of Artificial Intelligence–Supported Citizen Science · 2026 · Related
  9. AI-driven triage in emergency departments: A review of benefits, challenges, and future directions · Adebayo Da’Costa · 2025 · 113 citations · Cited by this paper
  10. Artificial Intelligence Discontinuation Effects (AI-DICE): An Emerging Phenomenon in Mental Health Applications · 2026 · Related
  11. Forecasting Medical Work at Mass-Gathering Events: Predictive Model Versus Retrospective Review · Kathryn M. Zeitz · 2005 · 84 citations · Cited by this paper
  12. Patient Perceptions on the Use of Artificial Intelligence in Creating Clinical Research Documents: Survey Study · 2026 · Related
  13. Domestic Violence Crisis Identification From Facebook Posts Based on Deep Learning · Sudha Subramani · 2018 · 80 citations · Cited by this paper
  14. Deep Learning Estimation of Forced Expiratory Volume in One Second/Forced Vital Capacity and Obstructive Lung Disease Classification From Chest Radiographs With Subgroup Performance Analysis in a North American Cohort: Retrospective Cohort Study · 2026 · Related
  15. Low Cost IoT based Flood Monitoring System Using Machine Learning and Neural Networks: Flood Alerting and Rainfall Prediction · Dola Sheeba Rani · 2020 · 71 citations · Cited by this paper
  16. AI-Enabled Digital Health Promotion and Prevention: Computational Literature Review · 2026 · Related
  17. Design of a Model to Predict Surge Capacity Bottlenecks for Burn Mass Casualties at a Large Academic Medical Center · Mahshid Abir · 2012 · 58 citations · Cited by this paper
  18. Large Language Model Few-Shot Learning for Predicting Individual Treatment Response to Smartphone-Based Mindfulness in Autistic Adults With Anxiety: Secondary Analysis of a Randomized Controlled Trial · 2026 · Related
  19. A remotely piloted aircraft system in major incident management: concept and pilot, feasibility study · Håkon Bjorheim Abrahamsen · 2015 · 55 citations · Cited by this paper
  20. LEO Satellite Constellation for Global-Scale Remote Sensing With On-Orbit Cloud AI Computing · Yuejin Li · 2023 · 51 citations · Cited by this paper
  21. The Development of Intelligent, Triage-Based, Mass-Gathering Emergency Medical Service PDA Support Systems · Polun Chang · 2004 · 41 citations · Cited by this paper
  22. Face Mask Detection using Convolutional Neural Network (CNN) to reduce the spread of Covid-19 · F. M. Javed Mehedi Shamrat · 2021 · 39 citations · Cited by this paper
  23. Energy-Efficient Monitoring of Fire Scenes for Intelligent Networks · Khan Muhammad · 2020 · 36 citations · Cited by this paper
  24. Reward Maximization for Disaster Zone Monitoring With Heterogeneous UAVs · Wenzheng Xu · 2023 · 33 citations · Cited by this paper
  25. Reliable Federated Learning With GAN Model for Robust and Resilient Future Healthcare System · Anita Murmu · 2024 · 32 citations · Cited by this paper
  26. Deep Learning for Adverse Event Detection from Web Search · Faizan Ahmad · 2020 · 29 citations · Cited by this paper
  27. Disaster management in real time simulation using machine learning · Mohammed Khouj · 2011 · 28 citations · Cited by this paper
  28. An RS-GIS-Based ComprehensiveImpact Assessment of Floods—A Case Study in Madeira River, Western Brazilian Amazon · Leonardo Bacelar Lima Santos · 2017 · 28 citations · Cited by this paper
  29. Mass casualty modelling: a spatial tool to support triage decision making · Ofer Amram · 2011 · 27 citations · Cited by this paper
  30. Evaluation of Disaster Response System Using Agent-Based Model With Geospatial and Medical Details · Jang Won Bae · 2017 · 27 citations · Cited by this paper
  31. Towards Next Generation Knowledge Graphs for Disaster Management · Hemant Purohit · 2019 · 27 citations · Cited by this paper
  32. A Clinical Decision Support System for Edge/Cloud ICU Readmission Model Based on Particle Swarm Optimization, Ensemble Machine Learning, and Explainable Artificial Intelligence · Maali Ibrahim Alabdulhafith · 2023 · 27 citations · Cited by this paper
  33. A Chatbot Mobile Quarantine App for Stress Relief · Sujata Sriram · 2021 · 26 citations · Cited by this paper
  34. Examining Deep Learning Models with Multiple Data Sources for COVID-19 Forecasting · Lijing Wang · 2020 · 25 citations · Cited by this paper
  35. Load index model · Bruria Adini · 2015 · 24 citations · Cited by this paper
  36. Predicting Demands of COVID-19 Prevention and Control Materials via Co-Evolutionary Transfer Learning · Qin Song · 2022 · 23 citations · Cited by this paper
  37. Real-Time Resilience Optimization Combining an AI Agent With Online Hard Optimization · Zejun Yang · 2021 · 22 citations · Cited by this paper
  38. A Deep Learning Approach for Semantic Analysis of COVID-19-Related Stigma on Social Media · Lin Liu · 2022 · 19 citations · Cited by this paper
  39. Deep Reinforcement Learning in Power Systems Resilience: A Review · Di Cao · 2025 · 16 citations · Cited by this paper

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