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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Medizin Allg. & Lexika Artificial Intelligence in Facial Trauma, Oral Diseases, and Systemic Health
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Artificial Intelligence in Facial Trauma, Oral Diseases, and Systemic Health
Tuan D. Pham, Simon Holmes, Domniki Chatzopoulou, Paul Coulthard (Gebundene Ausgabe, Englisch)
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Beschreibung
This book explores the role of artificial intelligence in healthcare, focusing on cranio-maxillofacial trauma, oral health, and systemic disease. Part I establishes the foundations with core traditional machine learning and deep learning methods, imaging pipelines from classical features to CNNs and vision transformers, data augmentation, explainable AI, and sequential data approaches including… RNNs, LSTMs, transformers, fuzzy recurrence plots, and scalable recurrence graph networks. Parts II–IV highlight clinical applications. In facial trauma, chapters cover injury patterns and AI diagnostics as well as text-based mortality prediction and mandible network analysis. Surgical planning and simulation are addressed through 3D reconstruction, patient-specific implant design, outcome prediction, and workflow integration, with real-world examples in orthognathic surgery and fibula free flap reconstruction. Postoperative infection risk prediction is presented through multimodal monitoring. Oral health applications include AI for caries and periodontal disease, pediatric imaging enhanced by vision-language models, and cancer screening for early detection, biomarker discovery, and precision medicine. Oral–systemic links, including diabetes and cardiovascular disease, are analyzed using tensor models and recurrence-based methods. Part V integrates trauma, oral health, and systemic conditions, and concludes with ethical, legal, and policy considerations, as well as future directions in federated learning, digital twins, and global health equity. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
03.01.2026
Sprache
Englisch
EAN
9783032115300
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Tuan D. Pham, Simon Holmes, Domniki Chatzopoulou, Paul Coulthard
Seitenanzahl
349
Einbandart
Gebundene Ausgabe
Schlagwörter
AI in healthcare, Facial trauma diagnostics, AI in dental pathology, Predictive analytics in medicine, Machine learning in medical imaging, AI for surgical planning, Systemic diseases and oral health, Advanced AI algorithms, Data-driven health management, Ethical AI in medicine, AI in Oral and Maxillofacial Surgery, AI in Facial Trauma Management, AI for Dental and Oral Diseases, Machine Learning in Dentistry, Deep Learning for Medical Imaging, Computer Vision in Oral Pathology
Thema-Inhalt
UXT - Computeranwendungen in Industrie und Technologie
MB - Medizin, allgemein
UYQ - Künstliche Intelligenz
Höhe
235 mm
Breite
15.5 cm
Hersteller: Birkhäuser, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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