CN110942822A - Intelligent management system for medical equipment - Google Patents
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Abstract
The invention relates to an intelligent management system for medical equipment, which comprises: the data acquisition device is used for acquiring real-time data information, position information, running state information, use mode information and running parameter information of the medical equipment; the information acquisition device is used for acquiring usage charging information, clinical usage diagnosis and treatment billing information, configuration information, charging item information, inventory consumable information and power consumption information related to the medical equipment; and the data processing device is used for representing the use efficiency and benefit of the medical equipment, the real-time running state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment according to the information obtained by the device, and integrating the factors to prepare the optimal medical equipment for the user. The intelligent management system comprehensively considers the factors of equipment use efficiency, benefit, distance, running state, reliability and the like, allocates the most appropriate medical equipment for the patient, ensures the use safety of the medical equipment and also considers the use efficiency of the medical equipment.
Description
Technical Field
The invention relates to an intelligent management system for medical equipment, and belongs to the field of medical equipment management.
Background
In recent years, the informatization management of medical equipment is rapidly developed and gradually becomes an important mode for the medical equipment management of modern medical institutions, the informatization management of the medical equipment greatly ensures the use safety of clinical medical equipment, improves the use efficiency and benefits of the medical equipment and optimizes the configuration of medical resources in hospitals.
At present, the information management of hospital medical equipment mainly collects the position and the use condition of the medical equipment in real time by assembling a data collector on the medical equipment, and is used for rapidly allocating corresponding medical equipment to corresponding patients when the patients need to use the medical equipment. However, the medical equipment management method causes high use frequency of medical equipment which is relatively close to a ward, and medical equipment which is far away from the ward is rarely used, thereby causing resource waste. In addition, in order to prevent a failure of medical equipment during use, it is necessary to periodically perform maintenance on each medical device, but the service life and medical equipment status of each medical equipment are different, and omission is likely to occur when maintenance is performed only by labeling or by feedback from medical staff. Chinese patent CN108320790A discloses a medical device management system which discloses interfacing of the medical device management system with other subsystems of a hospital information system including a nurse workstation system and a hospital charging system. However, in this patent, the medical equipment management system is connected to the nurse workstation system and the hospitalization charging system only for monitoring the use of the medical equipment, and it is not considered to adjust the use of the medical equipment according to the factors such as the price of the medical equipment, the use condition of the medical equipment, the cost of the medical equipment, and the use time of the medical equipment, thereby improving the use efficiency of the medical equipment.
Disclosure of Invention
In view of the above-mentioned deficiencies of the prior art, the present invention provides an intelligent management system for medical devices, which, on one hand, obtains data of fixed assets, clinical billing data, clinical billing items, etc. of medical devices through an information obtaining device; on the other hand, the data acquisition device acquires the position information, the state parameter, the clinical use parameter, the medical equipment warning information parameter and other data of the medical equipment, the two aspects of information are comprehensively considered, the most appropriate medical equipment is allocated for the patient, the use safety of the medical equipment is guaranteed, and the use efficiency of the medical equipment is considered.
In order to achieve the above object, the present invention provides an intelligent management system for medical equipment, comprising: the data acquisition device is used for acquiring real-time data information, position information, running state information, use mode information and running parameter information of the medical equipment; the information acquisition device is used for acquiring usage charging information, clinical usage diagnosis and treatment billing information, configuration information, charging item information, inventory consumable information and power consumption information related to the medical equipment; the communication device is used for transmitting the information acquired by the data acquisition device and the information acquisition device to the data transmission device; and the data processing device is used for representing the use efficiency and benefit of the medical equipment, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment according to the information obtained by the data acquisition device and the information acquisition device, and integrating the efficiency and benefit, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment to prepare the optimal medical equipment for the user.
Further, the real-time data information obtained by the data acquisition device includes: acquiring the use frequency and the running state information of the medical equipment through a medical equipment use log; acquiring image information of the medical equipment in the operation process through a medical equipment image acquisition system; and analyzing the obtained electric signal information of the operation of the medical equipment.
Furthermore, the data acquisition device also comprises a warning module, wherein the warning module is used for warning when the image of the medical equipment cannot be normally displayed or the electric signal data exceeds a certain threshold value; or warning when the medical equipment is close to the maintenance life; or alerting when the medical device has exceeded a lifetime of use; or warning when the physical condition of the user is abnormal.
Further, the warning module includes the warning analyzer, when warning signal was received to the warning analyzer, right the data acquisition device gathers medical equipment's real-time parameter and historical parameter are looked over, carry out preliminary classification to the warning reason, get rid of false positive warning.
Further, the information system in which the information acquisition apparatus acquires information includes: hospital information systems, laboratory information management systems, medical image information systems, radiology information systems, clinical information management systems, electronic medical record systems, personal information management systems, physical examination systems, asset management systems, surgical anesthesia systems, reagent management systems, and archive management systems.
Further, the data processing device hides the information of the data acquisition device and the information acquisition device from the user information, and classifies the number of the medical devices, the use parameters of the medical devices, the use frequency data of the medical devices and the real-time data of the medical devices according to the department used by the medical devices.
Further, according to the classification condition of the medical equipment, determining a department corresponding to a certain specific medical equipment, and connecting a terminal of the department with the data processing device; determining the department positions according to a positioning system, and determining the placement positions of the medical devices according to the positions of all departments and the use frequency of the medical devices in all departments.
Further, the efficiency and benefit of the use of the medical device are calculated by the following method: obtaining an order item P, item charging information M and usage charging time T to obtain the total charging amount ═ sigma (M) of the medical equipment in a certain period of timeP1*TP1)+∑ (MP2*TP2) (ii) a Efficiency of use of the medical device as a whole: the average usage time per day of the entire medical device is the total charge amount of the entire medical device/[ charge item of the medical device/number of working days](ii) a The starting rate of the whole medical equipment is equal to the normal starting days/working days of the medical equipment; efficiency of use of a single medical device: the average usage time of each medical device in a certain time period is equal to the working time/acquisition days of the medical device; the term "recovery period of investment" of medical equipment "means (annual time of use of medical equipment) item charged for medical equipment)/(purchase cost of medical equipment).
Further, the intelligent management system also comprises a medical equipment maintenance system, and the medical equipment maintenance system analyzes the reliability of the medical equipment from the fault position, fault type, fault frequency, maintenance cost and maintenance time of the medical equipment; or a quality evaluation module is arranged in the medical equipment maintenance system, the quality evaluation module is established according to the national measurement standard and the medical equipment quality control standard requirement, and the reliability of the medical equipment is judged according to the quality evaluation standard.
Further, the use efficiency and the benefit of each medical device, the real-time running state of the medical device, the positions of the medical device and the department and the reliability of the medical device are integrated, each medical device is sequenced, and the sequencing result is sent to the terminal of each department; and when the real-time running state of the medical equipment changes, updating the sequencing result and sending the latest sequencing result to the terminals of all departments.
Due to the adoption of the technical scheme, the invention has the following advantages: on one hand, the intelligent management system acquires data such as fixed asset data, clinical charge billing data and clinical charge items of the medical equipment through the information acquisition device; on the other hand, the data acquisition device acquires the position information, the state parameter, the clinical use parameter, the medical equipment warning information parameter and other data of the medical equipment, the two aspects of information are comprehensively considered, the most appropriate medical equipment is allocated for the patient, the use safety of the medical equipment is guaranteed, and the use efficiency of the medical equipment is considered. In addition, the intelligent management system can enable medical equipment of the whole hospital to be in electronic monitoring and management, ensures efficient configuration of the medical equipment, facilitates allocation of the medical equipment, facilitates supervision of the hospital on the medical equipment, enables all the medical equipment to be in a normal use state, and avoids medical accidents caused by medical equipment faults.
Drawings
Fig. 1 is a schematic structural diagram of an intelligent management system for medical devices according to an embodiment of the present invention.
Detailed Description
The present invention is described in detail by way of specific embodiments in order to better understand the technical direction of the present invention for those skilled in the art. It should be understood, however, that the detailed description is provided for a better understanding of the invention only and that they should not be taken as limiting the invention. In describing the present invention, it is to be understood that the terminology used is for the purpose of description only and is not intended to be indicative or implied of relative importance.
The embodiment discloses a medical equipment intelligent management system, includes: the data acquisition device is used for acquiring real-time data information, position information, running state information, use mode information and running parameter information of the medical equipment; the information acquisition device is used for acquiring usage charging information, clinical usage diagnosis and treatment billing information, configuration information, charging item information, inventory consumable information and power consumption information related to the medical equipment; the communication device is used for transmitting the information acquired by the data acquisition device and the information acquisition device to the data transmission device; and the data processing device is used for representing the use efficiency and benefit of the medical equipment, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment according to the information obtained by the data acquisition device and the information acquisition device, and integrating the factors of the efficiency and benefit, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment to provide the optimal medical equipment for the user. On one hand, the intelligent management system acquires data such as fixed asset data, clinical charge billing data and clinical charge items of the medical equipment through the information acquisition device; on the other hand, the data acquisition device acquires the position information, the state parameter, the clinical use parameter, the medical equipment warning information parameter and other data of the medical equipment, the two aspects of information are comprehensively considered, the most appropriate medical equipment is allocated for the patient, the use safety of the medical equipment is guaranteed, and the use efficiency of the medical equipment is considered.
Wherein, the real-time data information that data acquisition device gathered includes: acquiring the use frequency and the running state information of the medical equipment through the medical equipment use log; acquiring image information of medical equipment in the operation process through a medical equipment image acquisition system; real-time data of the medical device is obtained by analyzing electrical signal data of the operation of the medical device. And carrying out power analysis and/or electromagnetic analysis on the image information and the electric signal data to obtain the use state of the medical equipment. Namely whether the medical equipment is normally used, whether input and output data are normal, and the like.
The position information acquired by the data acquisition device is obtained by a positioning device arranged in the medical equipment. Devices are intended to include, but are not limited to, one or more of RFID, Bluetooth communication, WiFi, zigbee, infrared data transmission, ultra-wideband, NFC (short range communication), Wimedia, and DECT. The data processing device acquires the position information of the medical equipment by embedding or setting a single medical equipment positioning device in the data acquisition device, and determines the specific position of the medical equipment in the hospital by combining the positioning beacon arranged in the hospital, so that the medical equipment is effectively managed. In addition, the position information of the medical equipment can be combined with the checking of the hospital medical equipment, so that the positioning and checking of the hospital medical equipment can be managed in an informationized mode.
The operation state information collected by the data collection device comprises: power on, power off, standby, normal operation and fault information of the medical equipment.
The use mode information collected by the data collection device comprises: volume control mode, pressure control mode, and a variety of control modes extending therefrom.
The operation parameter information collected by the data collection device comprises: setting parameters of the medical equipment, setting an alarm threshold value and monitoring parameter data of the medical equipment in use during the use process of the medical equipment. Taking a ventilator as an example, the monitoring parameter data of the medical device includes: tidal volume, respiratory rate, inspired oxygen concentration, peak pressure, Positive End Expiratory Pressure (PEEP) value, expiratory ratio, and the like.
The medical equipment transmits real-time data information, position information, running state information, use mode information and running parameter information to the data acquisition device, and the data acquisition device acquires specific data according to a set protocol; or the data acquisition device sends a data extraction request to corresponding medical equipment through a preset data transmission protocol, and the medical equipment transmits data information meeting the requirements to the data acquisition device according to the request.
The data acquisition device also comprises a warning module, wherein the warning module is used for warning when the image of the medical equipment cannot be displayed normally or the electric signal data exceeds a certain threshold value; or warning when the medical equipment is close to the maintenance life; or alerting when the medical device has exceeded a useful life; or warning when the physical condition of the user is abnormal. The warning module comprises a warning analyzer, when the warning analyzer receives the abnormal signal, the real-time parameter and the historical parameter of the medical equipment collected by the data collection device are checked, preliminary classification is carried out according to the reason generated by the abnormal signal, and false positive warning is eliminated. The warning method of the warning module includes, but is not limited to, a buzzer, a flashing light, a red light or a display on a terminal screen. The warning module also can correspond different warning reasons with different sounds or colors, so that medical personnel can conveniently determine the warning reasons of the medical equipment and take corresponding measures quickly.
The medical device configuration information acquired by the information acquisition means includes: purchase price, money amount, brand model, maintenance cost and the like. The information acquisition device acquires the related information through the following information system: hospital information systems, laboratory information management systems, medical image information systems, radiology information systems, clinical information management systems, electronic medical record systems, personal information management systems, physical examination systems, asset management systems, surgical anesthesia systems, reagent management systems, archive management systems, and the like.
The communication device in this embodiment includes two types of transmission protocols: one protocol is that the data acquisition device transmits the data of the medical equipment such as the use frequency, the running state, the image information, the implementation data, the warning information and the like from the medical equipment, and the data acquired by the data acquisition device is transmitted to the data processing device in a WIFI, Bluetooth or wired network mode; the second is an interconnection communication protocol between the data processing device and the information acquisition device, and the information acquisition device and the data processing device are required to transmit information required to be acquired through the protocol. The communication device is in communication connection with the data processing device, the data acquisition device and the information acquisition device, in order to guarantee the safety and stability of each information system of the hospital, the data processing device and the information acquisition device acquire information in a one-way transmission mode, and the data processing device can only acquire the content of a specific field of the transmission information in the information acquisition device and cannot change the content of the connected information systems.
The data processing device comprises a database and a server. The database is used for storing the information obtained by the data acquisition device and the information acquisition device, and comprises real-time acquisition or acquisition information and historical acquisition or acquisition information. The server is used for analyzing and processing the information acquired by the data acquisition device and the information acquisition device and displaying corresponding information according to the requirement. In order to protect the privacy of the user, the user information is firstly hidden, and the number of the medical devices, the use parameters of the medical devices, the use frequency data of the medical devices and the real-time data of the medical devices are classified according to departments in which the medical devices are used. The collected information is analyzed and displayed according to the classification. The information analysis is used for obtaining the use efficiency and benefit of the medical equipment, the real-time running state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment.
Wherein, the use efficiency and the benefit of the medical equipment are calculated by the following method: according to the information of the medical equipment acquired by the information acquisition device, for example: obtaining the total charge amount of the medical equipment in a certain period of time ═ sigma (M) through the opening list item P, the item charge information M and the use charging time TP1*TP1)+∑(MP2*TP2). The efficiency of use of medical devices is divided into two categories: firstly, the efficiency of use of the whole medical equipment, firstly, the efficiency of use of the single medical equipment. Regarding the usage efficiency of the entire medical device, the average usage time per day of the entire medical device is the total charge amount of the entire medical device/[ charge item of the medical device is the number of working days](ii) a The starting rate of the whole medical equipment is equal to the normal starting days/working days of the medical equipment. For the efficiency of using a single medical device, the average usage time of the single medical device per day in a certain period of time is medicalWorking time per day/number of days acquired for the treatment device; the term "recovery period of investment" of medical equipment "means (annual time of use of medical equipment) item charged for medical equipment)/(purchase cost of medical equipment).
The real-time running state and the position of the medical equipment are respectively obtained through the data acquisition device and the positioning device.
The reliability of the medical device is obtained by the medical device maintenance system. The medical equipment maintenance system analyzes the reliability of the medical equipment from the fault position, fault type, fault frequency, maintenance cost and maintenance time of the medical equipment; or a quality evaluation module is arranged in the medical equipment maintenance system, the quality evaluation module is established according to the national measurement standard and/or the medical equipment quality control standard requirement, and the reliability of the medical equipment is judged according to the quality evaluation standard.
According to the classification condition of the medical equipment information, determining a department corresponding to a certain specific medical equipment, and connecting a terminal of the department with a data processing device; and determining the positions of departments according to the positioning system, and determining the placement positions of the medical equipment according to the positions of the departments and the use frequency of the medical equipment in the departments. The placement position here includes the number of medical devices assigned to each department, where medical devices that are not used in each department should be placed, and a placement position where medical devices that are common to a plurality of departments are required for a large volume, and the like.
On the other hand, the hospital can also build a system for comprehensively evaluating the use efficiency and benefit of each medical device, the real-time running state of the medical device, the positions of the medical device and a department and the reliability of the medical device, and the system can score each evaluation factor, such as low use efficiency, low benefit, shutdown or standby running state, proximity of the medical device to the department and high medical device score with high reliability. The total scores of the four factors are sorted, the scores are displayed in the front, the sorted results are sent to terminals of departments, and the departments can select the optimal medical equipment according to the ranks, so that the use efficiency of the medical equipment is improved. And when the real-time running state of the medical equipment changes, updating the sequencing result and sending the latest sequencing result to the terminals of all departments.
Meanwhile, the intelligent management system in the embodiment can supervise the medical equipment and the health condition of the user. If the user information is not hidden, the real-time data of the medical equipment used or used by the same user is subjected to statistical analysis to obtain the health condition of the user, the health condition of the user is connected with a computer or a mobile phone of a nurse station or a related attending physician, the health condition of the user is sent to the computer or the mobile phone of the nurse station or the attending physician, or when the physical sign of the user changes, a warning signal is sent to the corresponding nurse or attending physician.
The result of the information analysis can be directly displayed on a large screen, or can be sent to a user terminal in a limited or wireless mode, for example, sent to a computer in a department, sent to a mobile phone of medical staff and/or a patient, sent to a notebook computer of the medical staff and/or the patient or uploaded to a hospital management system, and downloaded by a user. For historical data obtained by the intelligent management platform, the intelligent management platform can screen time dimension and space dimension and can also search by inputting keywords. The user can select the concerned content to browse according to the requirement. The data processor can display the clinical application condition of the medical equipment and generate different types of display reports according to different selection and screening conditions, such as reports in PDF, word, PPT, excel, TXT and other formats.
The medical device in this embodiment may be a large-scale radiological medical device such as a nuclear magnetic resonance (nmr), a Computed Tomography (CT), a linear accelerator, a Digital Subtraction Angiography (DSA), a Digital Radiography (DR), an extracorporeal membrane oxygenation (ECMO), or an emergency and life support medical device such as various types of ventilators, monitors, syringes, infusion pumps, anesthesia machines, nutrition pumps, and other clinical medical devices.
The above embodiments are only for illustrating the present invention, and the structure, size, arrangement position and shape of each component can be changed, such as the appearance size, fixing manner, lead wire manner and geometric configuration after assembly of each component.
Claims (10)
1. A medical device intelligent management system, comprising:
the data acquisition device is used for acquiring real-time data information, position information, running state information, use mode information and running parameter information of the medical equipment;
the information acquisition device is used for acquiring usage charging information, clinical usage diagnosis and treatment billing information, configuration information, charging item information, inventory consumable information and power consumption information related to the medical equipment;
the communication device is used for transmitting the information acquired by the data acquisition device and the information acquisition device to the data transmission device;
and the data processing device is used for representing the use efficiency and benefit of the medical equipment, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment according to the information obtained by the data acquisition device and the information acquisition device, and integrating the efficiency and benefit, the real-time operating state of the medical equipment, the position of the medical equipment and the reliability of the medical equipment to prepare the optimal medical equipment for the user.
2. The intelligent medical device management system of claim 1, wherein the real-time data information obtained by the data acquisition device comprises: acquiring the use frequency and the running state information of the medical equipment through a medical equipment use log; acquiring image information of the medical equipment in the operation process through a medical equipment image acquisition system; electrical signal information obtained by analyzing the operation of the medical device.
3. The intelligent management system for medical equipment as claimed in claim 1 or 2, wherein the data acquisition device further comprises an alarm module for alarming when the image of the medical equipment cannot be displayed normally or the electrical signal data exceeds a certain threshold; or warning when the medical equipment is close to the maintenance life; or alerting when the medical device has exceeded a lifetime of use; or warning when the physical condition of the user is abnormal.
4. The intelligent management system for medical equipment according to claim 3, wherein the warning module comprises a warning analyzer, and when the warning analyzer receives a warning signal, the warning analyzer checks the real-time parameters and the historical parameters of the medical equipment, which are acquired by the data acquisition device, preliminarily classifies the warning reasons, and eliminates false positive warnings.
5. The medical equipment intelligent management system according to claim 1 or 2, wherein the information system for acquiring information by the information acquisition means includes: hospital information systems, laboratory information management systems, medical image information systems, radiology information systems, clinical information management systems, electronic medical record systems, personal information management systems, physical examination systems, asset management systems, surgical anesthesia systems, reagent management systems, and archive management systems.
6. The intelligent management system for medical equipment according to claim 1 or 2, wherein the data processing device hides the user information from the information of the data acquisition device and the information acquisition device, and classifies the number of medical equipment, the use parameters of the medical equipment, the use frequency data of the medical equipment and the real-time data of the medical equipment according to the department of medical equipment use.
7. The intelligent medical equipment management system according to claim 6, wherein a department corresponding to a specific medical equipment is determined according to the classified condition, and a terminal of the department is connected with the data processing device; determining the department positions according to a positioning system, and determining the placement positions of the medical devices according to the positions of all departments and the use frequency of the medical devices in all departments.
8. The intelligent medical device management system of claim 6, wherein the efficiency and efficiency of use of the medical device is calculated by: obtaining an order item P, item charging information M and usage charging time T to obtain the total charging amount ═ sigma (M) of the medical equipment in a certain period of timeP1*TP1)+∑(MP2*TP2) (ii) a Efficiency of use of the medical device as a whole: the average usage time per day of the entire medical device is the total charge amount of the entire medical device/[ charge item of the medical device/number of working days](ii) a The starting rate of the whole medical equipment is equal to the normal starting days/working days of the medical equipment; efficiency of use of a single medical device: the average usage time of each medical device in a certain time period is equal to the working time/acquisition days of the medical device; the term "recovery period of investment" of medical equipment "means (annual time of use of medical equipment) item charged for medical equipment)/(purchase cost of medical equipment).
9. The intelligent management system for medical equipment according to claim 6, further comprising a medical equipment maintenance system that analyzes the reliability of the medical equipment from a failure site, a failure type, a number of failures, a repair cost, and a repair time of the medical equipment; or a quality evaluation module is arranged in the medical equipment maintenance system, the quality evaluation module is established according to the national measurement standard and/or the medical equipment quality control standard requirement, and the reliability of the medical equipment is judged according to the quality evaluation standard.
10. The intelligent medical device management system according to any one of claims 6 to 9, wherein the medical devices are ranked by integrating the use efficiency and benefit of each medical device, the real-time operating status of the medical devices, the positions of the medical devices and departments, and the reliability of the medical devices, and the ranking result is sent to the terminal of each department; and when the real-time running state of the medical equipment changes, updating the sequencing result and sending the latest sequencing result to the terminals of all departments.
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Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111524053A (en) * | 2020-04-29 | 2020-08-11 | 中科三清科技有限公司 | Information acquisition method, device, equipment and medium for air quality prediction system |
| CN111584059A (en) * | 2020-04-21 | 2020-08-25 | 武汉联影医疗科技有限公司 | System monitoring method and device and computer equipment |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111584059A (en) * | 2020-04-21 | 2020-08-25 | 武汉联影医疗科技有限公司 | System monitoring method and device and computer equipment |
| CN111584059B (en) * | 2020-04-21 | 2024-01-23 | 武汉联影医疗科技有限公司 | System monitoring method, device and computer equipment |
| CN111524053A (en) * | 2020-04-29 | 2020-08-11 | 中科三清科技有限公司 | Information acquisition method, device, equipment and medium for air quality prediction system |
| CN111524053B (en) * | 2020-04-29 | 2024-04-19 | 中科三清科技有限公司 | Information acquisition method, device, equipment and medium of air quality prediction system |
| CN113764091A (en) * | 2021-09-24 | 2021-12-07 | 卫宁健康科技集团股份有限公司 | Intelligent management platform for medical quality |
| CN113764091B (en) * | 2021-09-24 | 2024-03-01 | 卫宁健康科技集团股份有限公司 | Medical quality intelligent management platform |
| CN115862834A (en) * | 2023-02-28 | 2023-03-28 | 苏州阿基米德网络科技有限公司 | Method and system for evaluating energy consumption of medical equipment operator and electronic equipment |
| CN116386832A (en) * | 2023-06-01 | 2023-07-04 | 武汉一刻钟医疗科技有限公司 | Medical equipment monitoring analysis management cloud system based on artificial intelligence |
| CN116386832B (en) * | 2023-06-01 | 2023-07-28 | 武汉一刻钟医疗科技有限公司 | Medical equipment monitoring analysis management cloud system based on artificial intelligence |
| CN116779128A (en) * | 2023-07-04 | 2023-09-19 | 广州天成医疗技术股份有限公司 | Intelligent management system for full life cycle of medical equipment |
| CN116779128B (en) * | 2023-07-04 | 2024-01-30 | 广州天成医疗技术股份有限公司 | Intelligent management system for full life cycle of medical equipment |
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