With the rapid development of artificial intelligence technology,Large Language Models(LLMs)have in-creasingly been applied in the medical field,particularly demonstrating significant potential in the prevention and management of medical disputes,patient management,and medical quality control.This article,from the perspective of cooperative governance,summarizes and analyzes the current application of LLMs in the field of medical dispute from the perspectives of the governments,research and development companies,medical staff,patients and all other relevant parties.It delves into the advantages of LLMs in dispute prediction,document writing,quality control,patient management,and case retrieval,and systematically analyzes the challenges faced in data security,privacy protection,professional competence,ethical and legal issues,and personnel utilization.The aim of this article is to provide references and development suggestions for further research and practice of LLMs in the field of medical disputes.

With the rapid development of artificial intelligence technology,Large Language Models(LLMs)have in-creasingly been applied in the medical field,particularly demonstrating significant potential in the prevention and management of medical disputes,patient management,and medical quality control.This article,from the perspective of cooperative governance,summarizes and analyzes the current application of LLMs in the field of medical dispute from the perspectives of the governments,research and development companies,medical staff,patients and all other relevant parties.It delves into the advantages of LLMs in dispute prediction,document writing,quality control,patient management,and case retrieval,and systematically analyzes the challenges faced in data security,privacy protection,professional competence,ethical and legal issues,and personnel utilization.The aim of this article is to provide references and development suggestions for further research and practice of LLMs in the field of medical disputes.

Objective To summarize the management challenges faced by multi-campus hospitals both domestically and internationally,to delineate the experiences in medical administration across multiple campuses,and to propose the"Zhong-zhong"multi-campus medical management pattern based on the practices of Sun Yat-sen University Cancer Center,aiming to pro-vide reference and evidence for domestic peers in the field.Methods This study uses the methods of literature research and case study analysis,and summarizes and condenses the experience of medical management in multi-campus and provides policy sug-gestions through key person interviews and expert consultation.Results SYSUCC carries out multi-campus medical management through six major measures,namely,the organizational system combining vertical and territorial management,the layout of disci-plinary clusters and specialties,multi-channel flow attraction measures,the dynamic adjustment of medical resources,the homog-enization of medical quality,and the high-effective information system.It achieves the high-quality development goals with differ-ential development of various specialties,improved resource utilization efficiency,homogeneous and incremental medical serv-ices,smooth operation of information system,and steady and orderly development of new techniques.Conclusion Domestic public specialized hospitals can achieve homogeneous management and high-quality development across multiple campuses through streamlined organizational structures to enhance management efficiency,optimizing the layout of specialized departments to pro-mote coordinated development,strict control of standards to ensure medical quality,using dynamic adjustments to guide orderly competition among specialized departments,and leveraging information systems to support homogeneous development across multi-ple campuses.

Following the reform of the professional title system for"Breaking Four One-sided Evaluation Criteria"—focu-sing on more than just papers,titles,academic qualifications,and awards-establishing a scientific,systematic,and comprehen-sive medical performance evaluation index system has become essential for developing medical talent teams and conducting profes-sional title assessments fundamentally.This study establishes a medical performance evaluation index system tailored for clinicians in various departments of a cancer hospital who are competing for senior professional titles.This system comprises six primary in-dicators and 18 secondary indicators,with results presented in a ranked format of medical performance.Additionally,we have al-so analyzed the corr-elation between clinicians'medical performance rankings and their professional title evaluation outcomes through practical application.The results indicate that clinicians with higher performance rankings have significantly higher suc-cess rates in evaluations(P＜0.05).This index system underscores clinical practice,enhances classification-based evaluations,and supports advanced information management and precision in hospital administration,thereby providing a solid foundation for strengthening the hospital's core competitiveness.