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Multi-agent artificial intelligence systems are increasingly deployed in clinical settings, yet the relationship between component-level optimization and system-wide performance remains poorly understood.
Mimics of appendicitis: Alternative nonsurgical diagnoses with sonography and ct
Adriaan C. van Breda Vriesman and Julien B. C. M. Puylaert · 2006
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Evaluation and management of acute abdominal pain in the emergency department
Christopher R. Macaluso and Robert M. McNamara · 2012
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American college of gastroenterology guideline: management of acute pancreatitis
Scott Tenner, John Baillie, John DeWitt, and Santhi Swaroop Vege · 2013
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Epidemiology and outcomes of acute abdominal pain in a large urban emergency department: retrospective analysis of 5,340 cases
Gianfranco Cervellin, Riccardo Mora, Andrea Ticinesi, Tiziana Meschi, Ivan Comelli, Fausto Catena, and Giuseppe Lippi · 2016
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2019 wses guidelines for the management of severe acute pancreatitis
Ari Leppäniemi, Matti Tolonen, Antonio Tarasconi, Gabriele Anania, Helena Segovia-Lohse, Edoardo Gamberini, and et al · 2019
Earlier work this paper cites.
Diagnosis and treatment of acute appendicitis: 2020 update of the wses jerusalem guidelines
Salomone Di Saverio, Mauro Podda, Belinda De Simone, Marco Ceresoli, Goran Augustin, Antonio Gori, Luca Ansaloni, Marja Boermeester, Massimo Sartelli, Federico Coccolini, and Fausto Catena · 2020
Earlier work this paper cites.
Diagnosis and treatment of acute appendicitis: 2020 update of the wses jerusalem guidelines
Salomone Di Saverio, Mauro Podda, Belinda De Simone, Marco Ceresoli, Goran Augustin, Antonio Gori, Luca Ansaloni, Marja Boermeester, Massimo Sartelli, Federico Coccolini, and Fausto Catena · 2020
Earlier work this paper cites.
2020 world society of emergency surgery updated guidelines for the diagnosis and treatment of acute calculus cholecystitis
Michele Pisano, Nadia Allievi, Kurinchi Gurusamy, Giovanni Borzellino, Carlos A. Gomes, Andrew W. Kirkpatrick, and et al · 2020
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The american society of colon and rectal surgeons clinical practice guidelines for the treatment of left-sided colonic diverticulitis
John F. Hall, Patricia L. Roberts, Ramon Ricciardi, Thomas E. Read, Benjamin R. Davis, Paul W. Marcello, and Scott R. Steele · 2020
Cited alongside, same era.
Signs and syndromes in acute appendicitis: A pathophysiologic approach
Steven H Yale, Halil Tekiner, and Elizabeth S Yale · 2022
Cited alongside, same era.
Colonic diverticulosis is not associated with painful abdominal symptoms in a us population
Anne F Peery, Temitope O Keku, Joseph A Galanko, and Robert S Sandler · 2022
Cited alongside, same era.
Large language models for therapy recommendations across 3 clinical specialties: Comparative study
Theresa Isabelle Wilhelm, Jonas Roos, and Robert Kaczmarczyk · 2023
Cited alongside, same era.
Eponymous signs of acute cholecystitis – a review
Sajad Ahmad Salati, Khalid Alkhalifah, and Abdul Majeed Salem Almousa · 2023
Cited alongside, same era.
Ai agents help explain other ai systems, January 2024
Rachel Gordon · 2024
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Multi-agent ai orchestration shaping up but here’s why it might not be fully shipshape
Lance B. Eliot · 2024
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Evaluation and mitigation of the limitations of large language models in clinical decision-making
Paul Hager, Friederike Jungmann, Robbie Holland, Kunal Bhagat, Inga Hubrecht, Manuel Knauer, Jakob Vielhauer, Marcus Makowski, Rickmer Braren, Georgios Kaissis, and Daniel Rueckert · 2024
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Ai agents vs. agentic ai: A conceptual taxonomy, applications and challenges, 2025
Ranjan Sapkota, Konstantinos I. Roumeliotis, and Manoj Karkee · 2025
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Towards conversational diagnostic artificial intelligence
Tao Tu, Mike Schaekermann, Anil Palepu, Khaled Saab, Jan Freyberg, Ryutaro Tanno, Amy Wang, Brenna Li, Mohamed Amin, Yong Cheng, Elahe Vedadi, Nenad Tomasev, Shekoofeh Azizi, Karan Singhal, Le Hou, Albert Webson, Kavita Kulkarni, S. Sara Mahdavi, Christopher Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S. Corrado, Yossi Matias, and Vivek Natarajan · 2025
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Large language models for disease diagnosis: A scoping review, 2024
Shuang Zhou, Zidu Xu, Mian Zhang, Chunpu Xu, Yawen Guo, Zaifu Zhan, Sirui Ding, Jiashuo Wang, Kaishuai Xu, Yi Fang, Liqiao Xia, Jeremy Yeung, Daochen Zha, Genevieve B. Melton, Mingquan Lin, and Rui Zhang · 2024
Cited alongside, same era.
Use of large language model-based chatbots in managing the rehabilitation concerns and education needs of outpatient stroke survivors and caregivers
Jin Rui Edmund Neo, Joon Sin Ser, and San San Tay · 2024
Cited alongside, same era.
CRAFT-MD: A conversational evaluation framework for comprehensive assessment of clinical LLMs
Shreya Johri, Jaehwan Jeong, Benjamin A. Tran, Daniel I Schlessinger, Shannon Wongvibulsin, Zhuo Ran Cai, Roxana Daneshjou, and Pranav Rajpurkar · 2024
Cited alongside, same era.
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Coordinated ai agents for advancing healthcare
Michael Moritz, Eric Topol, and Pranav Rajpurkar · 2025
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Unlocking complex problem-solving with multi-agent collaboration on amazon bedrock
Raphael Shu, Yi Zhang, Michelle Yuan, Nilaksh Das, and Monica Sunkara · 2025
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CY 2025 Q2 Release: Added for April 2025. The update includes all changes identified in CR 13966
Centers for Medicare & Medicaid Services · 2025
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