[Retracted] Maintenance and Management Technology of Medical Imaging Equipment Based on Deep Learning

Abstract

Medical equipment maintenance in modern hospital management is an emerging marginal discipline which is one of the important branches of hospital management with the dual function of management and technology. The good or bad management of medical equipment directly affects the quality of hospital work. With the development of science and technology, the scale of hospitals continues to expand and develop; hospitals are equipped with more and more medical equipment and its technical content is getting higher and higher, which makes the medical equipment management and maintenance practitioners more demanding. However, the situation of existing medical equipment management and maintenance personnel is not optimistic. For this reason, this paper designs a good database structure, which can effectively reduce data redundancy and better avoid the problems that may occur during the database operation. As a reference guideline for database design, the three database paradigms can be studied and understood in depth to help software designers design more “robust” databases, enabling effective maintenance and management of medical imaging equipment.

Continuous quality improvement project to reduce the downtime of medical linear accelerators: A case study at Zhejiang Cancer Hospital

“…Between January 2019 and December 2020, a study was conducted involving 643 ‘LINAC down’ events, with equipment manufacturers also included as participants [ [14] , [15] , [16] ]. The inclusion criteria included the following: 1) LINAC faults, 2) the involvement of eight LINACs from three manufacturers, and 3) the application of varied improvement measures for different faults.…”

A Framework for Medical Equipment Maintenance and Replacement in Private Hospitals

“…Some issues need to be further discussed and get into the solutions, so that the medical equipment in maintaining or replacing the process is well-managed. The issues faced in decision-making of medical equipment whether to maintain or replace were: (1) poor systematic mechanism in managing medical equipment Liu & Tong (2022); (2) medical equipment maintenance made based on its age only (Salim & Mazlan, 2019); (3) lack of sources from previous study Zamzam (2021); (4) the information required for making decisions differ according to organization level Rahman (2019); and (5) errors related to medical equipment occurred (Torkzad & Beheshtinia, 2019). Hence, the multi-criteria decision-making (MCDM) approach has been used to prioritize maintenance requirements for medical equipment and establish guidelines for choosing the right maintenance strategy (Bragazzi & Mansour, 2020).…”

Retracted: Maintenance and Management Technology of Medical Imaging Equipment Based on Deep Learning

“…This article has been retracted by Hindawi following an investigation undertaken by the publisher [1]. This investigation has uncovered evidence of one or more of the following indicators of systematic manipulation of the publication process:…”

“…This article has been retracted by Hindawi following an investigation undertaken by the publisher [ 1 ]. This investigation has uncovered evidence of one or more of the following indicators of systematic manipulation of the publication process: Discrepancies in scope Discrepancies in the description of the research reported Discrepancies between the availability of data and the research described Inappropriate citations Incoherent, meaningless and/or irrelevant content included in the article Peer-review manipulation …”