273 results about "Treatment experience" patented technology

The invention provides a medical agent middleware-based full-specialized collaborative diagnosis and treatment method and system, and relates to the technical field of medical agents, and the method comprises the steps: building a basic medical knowledge graph through reinforcement learning, converting expert diagnosis and treatment experience into diagnosis and treatment probability distribution through a personalized treatment decision model, and forming an enhanced medical knowledge graph; and calculating a matching probability with a disease based on the symptom feature vector of the patient to generate a preliminary diagnosis decision, and selecting and adjusting a treatment scheme through reinforcement learning. According to the invention, general and specialized collaborative diagnosis and treatment can be realized, and medical decision accuracy and diagnosis and treatment efficiency are improved.

The invention belongs to the technical field of ultraviolet therapeutic instruments, and particularly relates to a back cushion type ultraviolet therapeutic instrument which comprises a phototherapy module, a handle, a supporting module and a control system, the phototherapy module is arranged on the supporting module, the phototherapy module is electrically connected with the control system, and the control system is electrically connected with the handle. According to the back cushion type ultraviolet therapeutic apparatus, vitamin D is supplemented through irradiation of ultraviolet light, the back cushion type ultraviolet therapeutic apparatus is placed on a sofa, a seat and a back of a user during use, through the unique structural design and the advanced narrow-spectrum ultraviolet light technology, generation of the vitamin D can be efficiently promoted, other diseases can be prevented and treated in an auxiliary mode, and the treatment effect is good. And meanwhile, the device has the advantages of high safety, simplicity and convenience in operation, economy, practicability and the like, and provides better treatment experience for users.

The invention discloses an intelligent treatment process system and method and a storage medium. The intelligent treatment process system comprises a preprocessing module, a 3D live-action path navigation module, a summarized health information display module, a treatment path optimization module, an examination feedback module and a revival reminding module. By adopting the technical scheme of the invention, the treatment path is optimized, the patient is guided to efficiently complete treatment, and the awareness and the treatment experience of the patient are improved through health information display.

The invention provides a control method and device for a transcranial magnetic robot. The control method comprises the steps that whether the current pressure borne by a transcranial magnetic stimulation racket at the tail end of a robot arm of the transcranial magnetic robot is zero or not is monitored; if the current pressure is not zero, determining a current control strategy of the transcranial magnetic robot according to a relationship between the current pressure and a preset pressure threshold range; and controlling the mechanical arm of the transcranial magnetic robot to move according to the current control strategy. Therefore, the movement of the mechanical arm is adjusted according to the current pressure borne by the transcranial magnetic stimulation racket, so that the transcranial magnetic stimulation racket is ensured not to be separated from the target spot and be tightly attached to the to-be-attached part of the patient, and the treatment experience of the patient is improved.

The invention discloses a liver, gall and pancreas clinical puncture sampling device in the technical field of medical instruments, which comprises a base, a mechanical arm is fixedly connected to the base, a puncture needle is arranged at the top end of the mechanical arm, a guide rail for mounting the puncture needle is fixedly connected to the top end of the mechanical arm, a pushing part is slidably matched with one side of the guide rail, and the puncture needle is fixedly connected with the pushing part. The base is further fixedly connected with a pump assembly and a fixed arm, the top end of the fixed arm is fixedly connected with a multi-mode integrated sensor, and the side wall of the fixed arm is fixedly connected with a controller. By integrating a plurality of functional layers, the puncture needle can achieve a plurality of functions in single puncture, the mechanical arm is controlled to guide the puncture process of the puncture needle and compensate respiratory movement displacement through model construction and displacement prediction of the controller, and bleeding stopping gel is sprayed in a self-adaptive mode through resistance borne during needle insertion, so that massive bleeding is avoided; therefore, the efficiency of the hepatobiliary pancreas puncture operation is improved, the possibility of tissue bleeding infection is reduced, and the painless treatment experience of a patient is improved.

The invention provides clinical gastrointestinal decompression equipment for the digestive system department, and belongs to the technical field of adjuvant therapy. Comprising a mounting mechanism; a connecting arm is fixedly connected to the front face of the mounting mechanism, a power mechanism is mounted on the side, away from the mounting mechanism, of the connecting arm through bolts, and a rail frame is fixedly mounted on the side, away from the mounting mechanism, of the power mechanism. Through the arrangement, the equipment can be installed on the side edge of a sickbed during use, can adapt to different occasions, can adjust the height to meet the requirements of different patients, realizes the transverse and longitudinal synchronous displacement of the massage mechanism on the abdomen of the patient through the motor driving of the power and linkage mechanism, is large in massage range and excellent in massage effect, can replace manual massage, is not influenced by the external environment, and is suitable for popularization and application. The massage decompression mechanism can be used for hot compress massage, the temperature can be adjusted, the pressure of the gastrointestinal tract is further relieved, and better treatment experience is brought to a patient.

A portable multichannel time interference transcranial electrical stimulation system is characterized in that the portable multichannel time interference transcranial electrical stimulation system comprises an upper computer information management system and a portable multichannel time interference transcranial electrical stimulation device; the portable multichannel time interference transcranial electrical stimulation device comprises a single-chip microcomputer master control module, a power management system, a man-machine interaction module, a signal transmission module and a time interference electrical stimulation core unit. The modular design is adopted, and the number of the time interference core subunits can be increased to four through a board-to-board connector according to the requirements of users, so that four-channel time interference output with adjustable parameters is realized, the maximum output load is as high as 25 kilohms, and the driving capability of stimulation is improved. And the system has the advantages of high-precision current output, real-time monitoring and personalized management, provides convenience for data analysis and remote support for medical staff, and is beneficial to improving the treatment effect and the treatment experience of patients.

The invention relates to the technical field of auxiliary medical treatment, and discloses a foot disease treatment method and device based on image recognition, and the method comprises the steps: obtaining a to-be-analyzed foot image; identifying a skin lesion area in the foot image to be analyzed, and determining skin lesion features of the skin lesion area; determining a skin lesion type based on the skin lesion features; skin lesion monitoring data and current parameters of an air bag control system are obtained, the air bag control system comprises an air bag array, the air bag array is used for treating the foot, and the parameters comprise the pressure, the temperature and the humidity of each air bag; determining treatment data based on the skin lesion type, the skin lesion monitoring data and the current parameters; the treatment data are converted into control signals to be transmitted to the air bag control system, and the air bag control system is used for adjusting parameters of each air bag according to the received control signals. The method is simple in implementation mode, does not need to depend on professional knowledge and diagnosis experience of medical staff, and can effectively improve the treatment experience feeling of a patient.

The invention belongs to the technical field of air pressure treatment, and discloses an intelligent pulse anti-thrombus air pressure treatment system based on multi-point pressure monitoring. Comprising the following steps: constructing a pressure sensing network, and monitoring real-time pressure values of a gas tank, a left gas path and a right gas path; performing pressure comprehensive regionalization processing on the feet of the patient to obtain a patient foot regionalization model; constructing a pressure distribution model based on the patient foot regionalization model; according to the pressure distribution model, target pressure values of the left gas path and the right gas path are determined; in the first pressure output period, the gas tank is controlled to release pressure to the left gas path and the right gas path, and the pressure difference value is calculated; on the basis of the pressure difference value, the pressure compensation amount of the gas tank is adjusted through an improved iceberg algorithm, pressure compensation is conducted on the left gas path and the right gas path on the basis of the pressure compensation amount, and a difference value allowable range is preset till the pressure difference value is within the difference value allowable range; the discomfort caused by too high or too low pressure is effectively avoided, and the treatment experience of a patient is greatly improved.

The invention discloses a cold therapy method based on dynamic temperature feedback and intelligent adjustment, and the method comprises the steps: loading a cold therapy preset scheme from a database of a system, and carrying out the self-inspection of equipment of a sensing layer; collecting temperature distribution information of the skin surface of the treated part of the patient to obtain thermal imaging data; acquiring blood perfusion rate information; acquiring tissue moisture content and impedance phase angle information; establishing a temperature mapping relation from the skin surface to the deep tissue; the surface boundary condition is set as the skin surface temperature actually measured by the infrared array, and the deep boundary condition is set as an adiabatic hypothesis; and fusing the acquired multi-source observation data with the numerical solution result. The system has the advantages that accurate control over the cold therapy temperature is achieved, the protection response time is optimized, the safety of a patient in the cold therapy process is guaranteed, the treatment effect is improved, a doctor can conveniently make a personalized treatment scheme, efficient information interaction between the doctor and the patient is achieved, and the treatment experience of the patient is improved.

The invention discloses a nerve postoperative pain monitoring and feedback method and system, and relates to the technical field of medical information, and the method comprises the following components: a data acquisition step, a digital twin model construction step, a pain simulation step, a visualization and interaction step and a feedback and scheme making step. By constructing the digital twinborn model of the postoperative body of the patient, the postoperative physiological structure, the nerve function state and the pain-related physiological mechanism of the patient can be accurately simulated, and based on the model, a doctor can simulate different treatment schemes and pain responses under external stimulation, so that a more personalized pain management scheme is formulated, and the pain management efficiency is improved. According to the personalized management mode, the accuracy of pain management is remarkably improved, postoperative pain of the patient can be relieved more effectively, and the treatment experience and satisfaction degree of the patient are improved.

The invention discloses a moxibustion technique track acquisition and reproduction method, which relates to the technical field of moxibustion treatment, and comprises the following steps: installing a sensor and a patient feedback device, collecting moxibustion environment data and patient information, and dynamically adjusting initial parameters; according to the initial parameters, collecting a moxibustion technique track of a moxibustion technician, change of a moxibustion application environment and real-time feedback of a patient, performing multi-modal data fusion, generating a high-quality track data set, and training a machine learning model to obtain a track learning result; combining a track learning result with moxibustion application environment data and patient information, and controlling the moxibustion robot to execute manipulation track reproduction; the moxibustion applying effect is evaluated, and a moxibustion applying report is generated; according to the invention, the consistency and safety of the moxibustion effect are greatly improved by integrating a plurality of sensors and combining moxibustion environment data and patient personalized information. Meanwhile, moxibustion applying parameters can be automatically adjusted according to real-time feedback of the patient, the comfort level of the patient is further improved, and the treatment experience is optimized.

The invention relates to the technical field of medical instruments, aims to overcome the defects in the background technology, and provides a meibomian gland massage device based on an SMA linear motor, so as to efficiently, safely and comfortably massage meibomian glands and improve the treatment experience of patients and the clinical treatment effect. According to the technical scheme, the meibomian gland massage device based on the SMA linear motor comprises a heating unit, a massage unit and a controller, wherein the heating unit is in contact with eyeballs and heats meibomian glands, the massage unit is used for massaging the meibomian glands of upper and lower eyelids, and the controller is electrically connected with the heating unit and the massage unit. The heating unit comprises a main support, the front end of the main support is an arc-shaped enveloping plate matched with the eyeball in appearance, a heating patch is arranged on the inner side of the enveloping plate, and the PCB is fixed to the main support.

The invention relates to a medical equipment remote scheduling system and a scheduling planning management method, and relates to the field of equipment scheduling, the medical equipment remote scheduling system comprises an information base, an operation server and a background control terminal; the information base is used for inputting and archiving names, functions, production periods and use durations of the medical devices; the operation server is provided with a display end which is used for operation display of a user and ultimate display of each instruction signal; the background control end is used for summarizing, analyzing and distributing data and instructions of each module; and a dispatching center is arranged and is used for carrying out data matching on corresponding dispatching requirements and sending corresponding instruction signals according to data states. According to the method, the corresponding scheduling equipment is matched in a matrix arrangement deletion and selection mode, the algorithm is simple, the operation is convenient and fast, the occurrence of abnormal scheduling phenomena is effectively reduced, the overall scheduling efficiency is improved, the waiting time of the patient is shortened, and the diagnosis and treatment experience feeling of the patient is further improved.

The invention belongs to the technical field of data management, and particularly discloses a traditional Chinese medicine personalized diagnosis and treatment data summarization processing method and system and a program product, which can master the deep and nonlinear relationship between traditional Chinese medicine diagnosis and treatment symptoms and syndromes, realize deep semantic understanding and remarkably improve the data matching accuracy. Scattered cases can be classified according to syndromes, and personalized experience of different doctors of traditional Chinese medicine is dynamically absorbed, so that an experience library is evolved continuously; the safety and privacy of traditional Chinese medicine diagnosis and treatment data storage can be ensured, and a technical basis is provided for diagnosis and treatment knowledge tracing and right confirmation; personalized diagnosis and treatment knowledge of a specific physician group can be conveniently decrypted, and digital inheritance of traditional Chinese medicine diagnosis and treatment experience is facilitated. According to the method, deep simulation of traditional Chinese medicine diagnosis and treatment logic can be realized through innovative feature fusion and similarity calculation, and an experience library which can continuously grow and can effectively regularize personalized diagnosis and treatment data of traditional Chinese medicine doctors is formed through a dynamic and safe encryption archiving mechanism.

The invention discloses a continuous dynamic blood glucose monitoring management method in an intensive care unit, which relates to the technical field of data analysis and processing, and comprises the following steps: collecting blood glucose data of a patient in real time, and setting blood glucose correction frequency based on the blood glucose data; calculating the dose of insulin used by the patient based on the corrected and collected blood glucose data; determining a blood glucose fluctuation range in the patient based on the blood glucose fluctuation adjustment value, determining a blood glucose level range according to the blood glucose value of the patient, and formulating a patient treatment scheme; displaying blood glucose monitoring and insulin treatment data in real time, and generating a patient data report; and establishing a remote cooperation platform, and carrying out data sharing and real-time communication cooperation. According to the method, the blood glucose data of the patient is detected through the continuous dynamic blood glucose detector, the pain of the patient is relieved, medical workers do not need to inject insulin manually through automatic insulin infusion, the working efficiency and the treatment experience of the patient are improved, and the medical workers are helped to master the blood glucose condition of the patient through a whole-process monitoring display interface.

The invention relates to the field of intelligent medical treatment, in particular to an intelligent clinical support decision-making system and method for emergency triage. The intelligent clinical support decision-making system for emergency triage comprises a medical resource adjustment module, a patient risk assessment module and a patient disease triage module. According to the method, the historical case data is analyzed, the relationship between various symptoms and potential diseases is identified, the occurrence frequency of the symptoms in different diseases is deeply analyzed, the corresponding weight value is allocated to each symptom, and the weight values are applied to the disease triage model, so that the triage accuracy is improved, and the disease triage efficiency is improved. Medical staff can be helped to quickly identify possible disease types of the patient, and the risk of misdiagnosis and missed diagnosis is reduced; by means of the method, doctors in the emergency department can make triage decisions more confidently, and therefore the treatment experience and the treatment effect of patients are improved.

The invention provides a simulation evaluation method based on focused ultrasound and electronic equipment, and relates to the technical field of computers. The method comprises the following steps: generating a three-dimensional part model and initial treatment parameters corresponding to a target part according to medical image data of the target part; based on the three-dimensional part model and the initial treatment parameters, transmitting a simulation ultrasonic pulse to a three-dimensional focus model corresponding to the target tissue in the three-dimensional part model; according to the method, the acoustic parameters and the thermal parameters of the preset sampling points in the three-dimensional part model are obtained, the evaluation item for the target tissue is calculated according to the acoustic parameters and the thermal parameters, and the evaluation result is generated according to the evaluation item, so that the three-dimensional part model can be constructed by considering the acoustic characteristics and the thermal characteristics corresponding to the target part, and the evaluation result is generated according to the three-dimensional part model. If the evaluation result indicates that the treatment effect corresponding to the simulation treatment operation is poor, the training medical staff can adjust the treatment scheme so as to optimize the treatment effect, summarize the treatment experience and improve the training effect.

The invention discloses an infusion pressurization speed control method and system for a marrow cavity infusion passage puncture device, particularly relates to the technical field of infusion pressurization speed control, and aims to solve the problem that the infusion pressurization speed control of the marrow cavity infusion passage puncture device is not clear. Data cleaning and denoising are carried out on collected data, key frequency domain features are extracted, then discrete Fourier transform is carried out, time domain data are converted into a frequency domain, different frequency components and periodic fluctuation in the data are recognized and analyzed, local time frequency analysis is carried out on abnormal data through wavelet transform, and the abnormal data are analyzed. In addition, a long-short-term memory network model is used for processing the characteristics in real time, predicting data trends, comparing the data trends with actual output, monitoring the data trends and performing early warning, so that the monitoring precision and response speed of the infusion process are improved, and the safety of the infusion process is improved. And the accuracy and the reliability of processing complex signals in the marrow cavity infusion process are enhanced, and the treatment experience and the safety of patients are optimized.

The advanced therapy machine comprises a therapy signal generator that emits programmable therapeutic frequencies, tailored to individual patient needs. The user interface facilitates the selection and customization of therapy programs, making the device accessible and user-friendly. This machine also includes a signal application mechanism connected to the therapy signal generator, efficiently administering therapeutic frequencies to the patient. A data repository stores a diverse array of therapy programs and patient response data, supporting a wide range of treatment options. The integrated feedback system monitors patient responses in real-time, allowing for immediate adjustment of therapy parameters. Central to the machine's functionality is the central processing unit, which coordinates all components. It processes selections from the user interface, retrieves therapy programs from the data repository, sends commands to the therapy signal generator, receives feedback data, and displays real-time operational status and session data, ensuring an adaptive and responsive treatment experience.

The application discloses a liver lesion image description method based on a semantic segmentation network, comprising the following steps: building a Unet semantic segmentation network based on a lightweight network GhostNet, and constructing a liver lesion segmentation model; acquiring a historical liver lesion ultrasound image dataset, inputting the liver lesion segmentation model for training, and obtaining an optimal segmentation model; and describing the features of the lesion image based on the segmentation result. The application segments the liver lesion by constructing a lesion segmentation model, and describes based on the segmentation result, thereby improving the accuracy and reliability of liver disease diagnosis, reducing misjudgment and subjective bias; by combining the advantages of deep learning and traditional image processing, the characteristics of both are fully utilized, the performance and stability of the algorithm are improved; automatic processing and analysis of the ultrasound image are realized, the lesion description result provides accurate disease positioning and type judgment, and a better treatment scheme is provided for doctors, thereby improving the treatment effect and treatment experience of patients.

The utility model relates to the technical field of medical appliances, and discloses an auxiliary fixing base for installing a head frame of a brain stereotactic apparatus, which comprises a base body, and a fixing groove for clamping and fixing the head frame of the brain stereotactic apparatus and a headrest part for supporting the head of a patient are arranged on the top surface of the base body. The utility model provides an auxiliary fixing base for installing a head frame of a brain stereotactic instrument, which comprises a base body, a fixing groove which is arranged on the top surface of the base body and can be used for clamping and fixing the head frame of the brain stereotactic instrument, and a headrest part which is used for supporting the head of a patient, therefore, the problem that the head frame is deflected to influence the operation effect due to shaking when the head frame of the brain stereotactic instrument is installed can be fundamentally solved, absolute stability and safety in the operation process are ensured, more comfortable treatment experience is brought to a patient, and the success rate and the treatment effect of the operation are remarkably improved.

The utility model relates to the technical field of fumigation physiotherapy cots, in particular to a moxibustion fumigation physiotherapy couch which comprises a couch board, a plurality of fumigation assemblies, a plurality of storage plates arranged in a cavity of a hollow plate at equal intervals and connecting rods used for connecting the storage plates in pairs. Springs are fixedly installed at the positions, corresponding to the connecting rods, of the opposite sides of every two storage plates, and abutting plates are fixedly installed at the output ends of the electric telescopic rods. By adjusting the distance between the multiple storage plates, when a patient is short, the electric telescopic rods push the abutting plates to extend outwards, and the connecting rods and the springs are used in cooperation, so that the distance between every two storage plates can be shortened, otherwise, when the patient is high, the distance between every two storage plates can be increased, and the distance between every two storage plates can be increased. In this way, it is ensured that heat generated by combustion of the moxa cone and the medicine effect can evenly cover different parts of the body, and the most appropriate treatment experience and effect are provided for a patient.

The invention discloses a wind-heat liquid flow coupling simulation method based on a body surface heat management suspension wearable device, and belongs to the field of wearable medical equipment. The simulation method comprises the following steps: S1, building a geometric model of the body surface thermal management suspension wearable device in a geometric panel of COMSOL software; s2, setting material attributes of the body surface heat management suspension wearable device; s3, performing steady-state wind flow field simulation on the body surface heat management suspension wearable device, and outputting steady-state wind speed distribution; s4, based on the steady-state wind speed distribution, performing steady-state heat flow field simulation on the body surface heat management suspension wearable device, and outputting the fixed power density of a constant heat source; s5, taking simulation results of the steady-state wind flow field and the steady-state heat flow field as initial conditions, and performing transient simulation on the whole wind-heat liquid flow field; therefore, the phenomena of heat lag, unstable wind speed or moisture backflow possibly occurring in the initial heating stage of the equipment can be effectively identified, air port design and heating strategy optimization is guided, and it is ensured that a skin disease patient can obtain stable and comfortable treatment experience in the initial treatment stage.

The present application relates to the technical field of medical equipment, in particular to a urinary bladder urination controller. The controller has a controller body and a control panel; a flow counter is arranged in the controller body, and the flow counter is electrically connected with the control panel. The urination controller has a very good use effect, and greatly reduces the amount of patients with poor bladder filling at the beginning of treatment. Because of the prompt of the urination controller, the patient does not need to worry about the problem of poor urination control due to excessive urine, so the water intake before treatment can be appropriately increased. The problem of poor bladder filling after urination due to excessive bladder filling during treatment is basically avoided, and the patient cannot continue treatment immediately after complete emptying. The treatment experience of the patient is significantly improved. Many complications caused by indwelling catheterization are avoided, the treatment efficiency of the patient is improved, and the work efficiency of the doctor is improved.

The invention relates to the technical field of dental digital diagnosis and treatment, in particular to a CBCT-oral scanning data real-time interaction layered registration system and method for dental precise diagnosis and treatment, and the method comprises the steps of data reading and initial processing, global registration, layered registration and real-time interaction correction. According to the CBCT-oral scanning data real-time interaction hierarchical registration system and method for dental precise diagnosis and treatment, through a hierarchical registration strategy and a real-time interaction mechanism, rapid and precise alignment of CBCT and oral scanning data is achieved, a doctor is supported to conduct real-time interaction adjustment in the diagnosis and treatment process, the diagnosis and treatment efficiency is remarkably improved, the treatment precision is further enhanced, and the clinical application prospect is wide. More comfortable and safer treatment experience is provided for a patient, an efficient and accurate solution is provided for dental diagnosis and treatment, and important clinical application value is achieved.

The fumigating moxibustion bed comprises a tray body used for containing moxa or moxa sticks used for moxibustion and an L-shaped block installed on the inner bottom wall of a smoke making bin, fixing blocks which are symmetrically distributed are fixedly installed on the front face of the L-shaped block, a synchronous lifting mechanism is arranged above the L-shaped block, and the left side of the L-shaped block is provided with a lifting mechanism. The synchronous lifting mechanism comprises a driving motor and a worm, the driving motor is fixedly installed on the upper surface of the L-shaped block, an output shaft of the driving motor is fixedly connected with one end of the worm through a coupler, and a motor forward and reverse rotation wireless remote control switch used for controlling the synchronous lifting mechanism to operate is placed above the L-shaped block. By arranging the synchronous lifting mechanism and utilizing forward and reverse rotation of the driving motor, height adjustment according to requirements of a patient is achieved, better treatment experience is provided, it is ensured that smoke can fully cover acupuncture points of the patient, and the moxibustion treatment effect is improved.

The invention belongs to the field of remote diagnosis and treatment consultation, and particularly relates to a cloud infirmary system. The system comprises a patient service end, a doctor service end, an internet hospital subsystem and a management control platform, and the patient service end, the doctor service end and the internet hospital subsystem are connected with the management control platform through the internet. The patient service end is an intelligent mirror multimedia machine, the intelligent mirror multimedia machine is provided with a control mainboard, and the control mainboard comprises a processor, a power management module, a display screen driving module, an audio driving module, a network connection module and a video module; according to a screen of the intelligent mirror surface multimedia machine, mirror surface glass covers the surface of a touch display screen, the screen is used as the touch display screen when the intelligent mirror surface multimedia machine is turned on, and the screen is used as a mirror when the intelligent mirror surface multimedia machine is turned off and standby; the doctor service end is a smart phone or a PAD. The intelligent terminal equipment of the patient service end adopts a large-scale multimedia machine which is equivalent to a large-scale tablet personal computer, a display screen is covered with mirror glass, and the terminal is used as a mirror during shutdown or standby. During work, the patient is in video connection with the doctor, the display of the large screen is close to the real person proportion, and the online consultation and treatment experience of the patient is improved. In addition, patients can obtain medication guidance and prescriptions through the system, so that the patients can buy medicines in drugstores conveniently and do not need to go back and forth to hospitals.

The invention discloses a large model optimization method based on multi-round diagnosis and treatment experience learning. The method comprises the steps that variable-length multi-modal time sequence modeling and unified embedded representation learning are carried out on dynamic domain experience through a heterogeneous tense multi-graph expression model; the disease course evolution is constructed into a heterogeneous, multi-modal, multi-scale and uncertainty weighted signal graph network cluster with a time sequence concept; carrying out strategic random walk resampling with a time concept on the network cluster; and performing large model optimization according to the sampling and multi-round diagnosis and treatment experience. According to the method, through a multi-modal domain experience unified representation modeling technology based on heterogeneous multi-graph progressive embedding learning, higher-quality feature expression is learned from multi-modal input data.

The present application relates to the field of medical device technology, and in particular to an automated coccyx correction device, comprising a back pressure plate and a bone correction assembly, wherein a fixing member is provided on the back pressure plate, the fixing member is used to fix the back pressure plate to the patient's waist, the bone compression member is provided on the back pressure plate, the bone compression member is used to press the patient's waist, the bone correction assembly comprises a correction tube, an insertion tube and an external tube, the end of the correction tube is used to press the patient's coccyx, the correction tube and the insertion tube, the insertion tube and the external tube are all rotatably connected to a shaft on the same side, the external tube is detachably provided on the back pressure plate, a bending member is provided between the correction tube and the insertion tube, and the insertion tube and the external tube, the bending member is used to control the rotation amplitude of the correction tube and the insertion tube, and a rotating member is provided on the back pressure plate to drive the correction tube and the insertion tube to rotate. The present application has the effect of improving the efficacy of coccyx correction and improving the patient's treatment experience.