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75 results about "Paramedicine" patented technology

Paramedicine is a practice that represents the intersection of health care, public health, and public safety. While discussed for many years, the concept of paramedicine was first formally described in the EMS Agenda for the Future. Paramedicine represents an expansion of the traditional notion of emergency medical services as simply an emergency response system. Paramedicine is the totality of the roles and responsibilities of individuals trained and credentialed as EMS practitioners. These practitioners have been referred to as various levels of Emergency Medical Technician (EMTs). In the United States paramedics represent the highest practitioner level in this domain. Additional practitioner levels in this domain within the U.S. include Emergency Medical Responders (EMRs), Emergency Medical Technicians (EMTs) and Advanced Emergency Medical Technicians (AEMTs).

Methods of guiding manual movement of medical systems

A computer-assisted medical system includes a user device wearable by an operator. The user device includes a display device configured to present imagery overlaid in an environment of a manipulator assembly, and a sensor configured to detect one or more landmarks in the environment. The medical system includes a controller configured to execute instructions to perform operations The operations include receiving, from the sensor, position or orientation information for the one or more landmarks in the environment, and directing a manual movement of a portion of the manipulator assembly by causing the display device to present the imagery overlaid in the environment based on the received position or orientation information.
Owner:INTUITIVE SURGICAL OPERATIONS INC

Auxiliary medical diagnosis method based on kernel fuzzy rough set

The invention discloses an auxiliary medical diagnosis method based on a kernel fuzzy rough set, and belongs to the technical field of medical data analysis, and the method comprises the following steps: S1, carrying out the standardization processing of medical data, and obtaining the data after the standardization processing; s2, calculating a kernel fuzzy relation matrix by using a Gaussian kernel function according to the normalized data; s3, selecting an attribute subset according to the kernel fuzzy relation matrix, and constructing a multi-granularity fuzzy information particle set; s4, calculating fuzzy approximation precision according to the multi-granularity fuzzy information particle set; s5, calculating the particle anomaly degree of the fuzzy information according to the fuzzy approximation precision; s6, calculating anomaly scores of all samples according to the fuzzy information particle anomaly degree; s7, judging whether the abnormal scores of the samples are greater than a threshold value one by one, if so, outputting medical data abnormal points, and assisting a doctor in diagnosis; otherwise, the data are regarded as normal data until all samples are judged. According to the method, the problems of extraction and fusion of multi-granularity data features of existing medical data anomaly detection are solved, nonlinear medical data with fuzzy uncertainty can be effectively processed, and therefore doctors can be assisted in finding the condition of a patient more quickly and more accurately.
Owner:SICHUAN UNIV

Methods of guiding manual movement of medical systems

A computer-assisted medical system includes a user device wearable by an operator. The user device includes a display device configured to present imagery overlaid in an environment of a manipulator assembly, and a sensor configured to detect one or more landmarks in the environment. The medical system includes a controller configured to execute instructions to perform operations The operations include receiving, from the sensor, position or orientation information for the one or more landmarks in the environment, and directing a manual movement of a portion of the manipulator assembly by causing the display device to present the imagery overlaid in the environment based on the received position or orientation information.
Owner:INTUITIVE SURGICAL OPERATIONS INC

Intelligent multi-mode man-machine interaction stomach tube system

The invention relates to the technical field of stomach tube interaction, and discloses an intelligent multi-mode man-machine interaction stomach tube system, which comprises a stomach state threshold evaluation module, a stomach state monitoring module, a stomach interaction module and a stomach tube verification module, and is characterized in that the stomach state threshold evaluation module comprises a patient correlation evaluation unit and a patient risk threshold evaluation unit; the stomach state monitoring module comprises a stomach comprehensive risk analysis unit and a first risk assessment unit, and the stomach interaction module comprises a fluctuation risk assessment unit and a second risk assessment unit. According to the system, historical patient data and current patient information are integrated, high-risk samples are screened through correlation coefficient calculation, a personalized risk threshold value is constructed, evaluation objectivity is improved, multi-dimensional stomach parameters are collected, the risk coefficient is synthesized to comprehensively reflect the stomach state, and the risk coefficient is used for evaluating the state of the stomach. The multi-modal data is converted into a visual stomach risk fluctuation coefficient and is dynamically displayed to assist medical personnel in quickly making decisions, so that the stomach condition of the patient is accurately monitored.
Owner:ZHEJIANG PROVINCIAL PEOPLES HOSPITAL

Accurate abdominal trauma prediction method and system based on digital twinning

The invention discloses an abdominal trauma accurate prediction method and system based on digital twinning, and relates to the field of auxiliary medical treatment. Extracting medical structured data of a to-be-predicted patient from the wound treatment information, and screening whether abnormal data exist or not by using the medical data screening model; if the abnormal data, the reference coherent light with different wavelengths and the reference coherent light with different wavelengths in different polarization states exist, the reference coherent light simultaneously enters the abdomen of the patient to be predicted, and reflection images of the abdomen of the patient to be predicted are collected within preset time to serve as abdomen image information of the patient to be predicted; performing multi-modal fusion analysis on the medical structural data and the abdominal image information, and constructing a digital twin abdominal trauma prediction model based on a fusion analysis result; and monitoring and analyzing the digital twin abdominal trauma prediction model in real time to generate a trauma prediction report. According to the method, information related to the abdominal trauma is more comprehensively and deeply mined, and a more accurate abdominal trauma prediction model is constructed.
Owner:CHENGDU MILITARY GENERAL HOSPITAL OF PLA

Transfer bed with damping device

The invention relates to the technical field of medical instruments, in particular to a transfer bed with a damping device, which comprises universal moving wheels and further comprises an auxiliary medical component, a support base frame is fixedly connected to the tops of the universal moving wheels, an electric lifting rod is fixedly connected to the top of the support base frame, and the electric lifting rod is provided with a telescopic end. The telescopic end of the electric lifting rod is fixedly connected with a bed frame, and a folding mattress is arranged at the top of the bed frame. According to the invention, when an overweight patient is in contact with the mattress, a piston disc in an air pressure cylinder is forced to move upwards to generate compressed air, and the compressed air is limited by a precise small hole to form active air cushion support, so that the risk of instant sinking of a traditional transfer bed is thoroughly eliminated; the air spring supporting rods in the four directions evenly disperse impact force through deformation, vertical impact is converted into controllable elastic potential energy, and the somatosensory stability in the transferring process is remarkably improved.
Owner:JIANGSU PROVINCE HOSPITAL (THE FIRST AFFILIATED HOSPITAL OF NANJING MEDICAL UNIVERSITY)

Medical information processing apparatus, medical information processing program and medical information processing method

To provide a medical information processing apparatus that determines whether processing using a medical examination support application is necessary.SOLUTION: A medical information processing apparatus according to an embodiment comprises: an acquisition unit that acquires medical examinee information including a symptom of a medical examinee; a decision unit that, on the basis of the medical examinee information, performs decision processing of deciding a medical examination support application for supporting a medical examination as a recommended application; a control unit that performs control to present the recommended application decided by the decision unit on a display; and a determination unit that determines whether to perform the decision processing by the decision unit on the basis of the medical examinee information. When the determination unit determines to perform the decision processing, the decision unit performs the decision processing.SELECTED DRAWING: Figure 1
Owner:CANON MEDICAL SYST CORP

Network virtualization for remotely controlling robotic-assisted medical procedures

Disclosed systems, apparatuses, and methods enable remotely controlling robotic-assisted medical systems, such as robotic-assisted surgery systems, for performing remote robotic-assisted medical procedures. Disclosed approaches provide a secure, efficient, and dynamically-created virtual network for connecting physician consoles and robotic-assisted medical systems. Disclosed approaches improve efficiency, security, scalability, and reliability of remote robotic-assisted medical procedures.
Owner:SOVATO HEALTH INC

Patient medical health joint decision-making method and system

The invention discloses a patient medical health joint decision-making system, and the system comprises a patient terminal which is used for carrying out the medical health interaction of a patient with a doctor terminal; the dialogue system is used for performing dialogue with the patient through the patient terminal according to a friendly dialogue mode which is easy to understand the patient condition so as to obtain the current patient condition and patient identity information; the patient historical data aggregation device is used for collecting patient historical medical information, including treatment and examination information, of the patient according to the patient identity information; the auxiliary decision-making system is used for generating a plurality of patient auxiliary medical schemes according to the patient historical medical information and the patient current illness state collected by the patient historical data aggregation device; and the doctor terminal is used for making a patient preliminary diagnosis and treatment scheme by a doctor according to a plurality of patient auxiliary medical schemes from the auxiliary decision-making system, interacting with the patient through the patient terminal, and jointly making decisions, so that the medical effect of the patient can be ensured, and the patient can also satisfy and accept the medical scheme.
Owner:PEKING UNIVERSITY FIRST HOSPITAL (PEKING UNIVERSITY FIRST CLINICAL MEDICAL COLLEGE)

Devices, systems, and methods for delivering medical instruments within a patient

A sidecar configured to be positioned alongside an elongate member configured to deliver a medical instrument, such as a medical scope. The sidecar is configured to deliver one or more medical instruments independently of a medical instrument delivered by the elongate member. The sidecar is coupled with the elongate member with the distal end of the sidecar proximal to the distal end of the elongate member. An auxiliary medical instrument delivered through a lumen of the sidecar is thus translatable as well as laterally movable with respect to a distal increased-flexibility section of the elongate member. A return-to-home feature may be provided to return the distal end of the auxiliary medical instrument from a position spaced apart from the elongate member to a position adjacent the elongate member.
Owner:BOSTON SCIENTIFIC SCIMED INC

Mobile practical training unit for the mobile teaching of medical, dental or paramedical techniques

Mobile practical work unit for the mobile teaching of medical, dental or paramedical techniques. The invention relates to a mobile practical work unit (2) for the mobile teaching of medical, dental or paramedical techniques, comprising at least one wheeled trolley (4) on which are mounted four individual and identical workstations (6), each workstation comprising a self-contained computer unit (10) with a screen (12), a wireless network system connected to the computer unit for receiving teaching content and at least one pneumatic machine (14). Figure for the abstract: Fig. 1.
Owner:CONTINUUM

Method for assisting in batch transmission of business forms

To provide a method for reducing the burden of document dispatching work in the medical and nursing care field.SOLUTION: In a method for assisting in batch transmission of business forms to a patient of a medical and nursing care provider and each of the patient's associates, a control unit of a server terminal accepts input to select a patient from a medical and nursing care provider terminal of the medical and nursing care provider, accepts input to select the transmission content of a business form to be sent to the patient's terminal and / or the patient's associates, creates a business form based on the input to select the transmission content, accepts input to select a transmission destination corresponding to the patient and / or the patient's associates in order to send the created business form, accepts input to select transmission means for sending the business form, and sends the business form to the selected transmission destination by the selected transmission means.SELECTED DRAWING: Figure 6
Owner:JOSH CO LTD

A mobile-assisted diagnostic platform and method for vertigo

A mobile-assisted diagnostic platform and method for vertigo, belonging to the interdisciplinary field of computer vision and assistive medical care, includes a data acquisition module, a data preprocessing module, a data processing module, and a data management module. The data acquisition module collects nystagmus videos via a mobile application. The data preprocessing module uses a binary classification neural network to remove interference frames and achieves coarse pupil localization through centroid calculation. The data processing module enhances spatiotemporal, channel, and motion features through a multi-path excitation module, combines a VST architecture to achieve nystagmus type recognition, and uses a dual-branch deep learning association model to correlate nystagmus type with vertigo classification. The data management module utilizes WeChat cloud services and a WeChat cloud database, supporting multi-terminal adaptation. This invention supports remote collaborative diagnosis and treatment between doctors and patients; it requires no dedicated medical equipment, is convenient while ensuring diagnostic accuracy, significantly reduces medical costs, and is suitable for home health monitoring, primary healthcare, and remote diagnosis and treatment scenarios.
Owner:SHIHEZI UNIVERSITY +1

A tumor prognosis prediction method based on text recognition of tumor databases

The present invention relates to the technical field of medical care, and particularly relates to a tumor prognosis prediction method based on tumor database text recognition, comprising the following steps: S1, data collection and preprocessing: collecting tumor-related medical data from multiple tumor databases; S2, text information extraction: extracting information from clinical text data; S3, tumor metastasis path prediction: using a graph neural network model to predict the metastasis path, predicting the potential metastasis path of the tumor, and analyzing the impact of different metastasis paths on the prognosis of patients; S4, prognosis evaluation and risk prediction: combining the medical data of patients to predict the tumor prognosis risk, and comprehensively evaluating the predicted value of the five-year survival rate and the predicted value of the recurrence risk of patients. The present invention can assist medical institutions in optimizing resource allocation, formulating scientific personalized diagnosis and treatment plans, and significantly improving the survival quality and treatment effect of patients.
Owner:THE FIRST AFFILIATED HOSPITAL OF XIAMEN UNIV

A cloud-based cerebral infarction rehabilitation training device

This invention relates to the field of assistive medical device technology and discloses a cloud-based cerebral infarction rehabilitation training device, including a rehabilitation training glove. A fixed base is provided on one side of the glove, and a lifting seat is fitted onto the upper side of the fixed base. An electric push rod for driving the lifting seat to move up and down is fixed to the upper side of the fixed base. The unfolding assembly includes a bracket fixed to the upper side of the fixed base. An image acquisition module is provided on the outer wall of the bracket, and a cylinder slides on the inner wall of the bracket. An unfolding roller is fixed to the lower side of a pressure sensor. By pressing down on the palm with the unfolding roller, the hand is massaged and unfolded. Then, the controller controls the drive of the rehabilitation training glove to adjust the position of the finger sleeves. With the cooperation of the patient's right hand, the rehabilitation training glove is put on. Thus, while enabling the patient to independently wear and use the device, it also realizes the functions of hand massage and training.
Owner:SHANGHAI THIRD REHABILITATION HOSPITAL

Convenient fumigation device for gynecological nursing

The invention belongs to the technical field of auxiliary medical instruments, and particularly relates to a convenient fumigation device for gynecological nursing, which comprises a barrel body, a cushion is hinged to an opening of the barrel body, a conical hopper is hermetically connected to the opening of the barrel body, an air injection part is arranged on the inner wall of the conical hopper, and the air injection part is communicated with a steam supply assembly through a pipeline. The steam supply assembly is used for generating steam and spraying the steam out through the steam spraying part so as to fumigate the affected part of the patient, and a cooling mechanism is arranged on the pipeline and used for reducing the temperature of the steam in the pipeline; a lifting assembly is arranged at the bottom of the conical hopper, a cleaning assembly is arranged at the lifting end of the lifting assembly, the cleaning assembly communicates with a liquid medicine supply mechanism, the liquid medicine supply mechanism provides liquid medicine for the cleaning assembly, and the liquid medicine is sprayed to the affected part of the patient through the cleaning assembly for medicine cleaning. The fumigation and medicine washing functions are integrated, the nursing efficiency and effect are improved, and operation inconvenience in the patient nursing process is reduced.
Owner:FUYANG WOMEN & CHILDRENS HOSPITAL

Clinical workflow escalation and acknowledgment governance system for ai-assisted medical decision support

A clinical workflow escalation and acknowledgment governance system converts AI-assisted clinical outputs into governed workflow items. The system enforces execution-time routing, tiered escalation, and acknowledgment thresholds and stores immutable audit records. The invention improves safety and accountability without autonomously diagnosing conditions or prescribing treatment actions.
Owner:BICKERSTAFF III GEORGE WILLIAM

Risk prediction system and method for lung cancer treatment immune adverse events

The invention provides a risk prediction system and method for lung cancer treatment immune adverse events, and belongs to the field of artificial intelligence assisted medical decision. The system comprises an information acquisition module used for acquiring patient information from a hospital information system and a patient self-reporting platform; the risk assessment module is used for predicting the occurrence risk level of the immune-related adverse events through a machine learning model based on the collected information; the report generation module is used for generating three types of personalized reports for doctors, clinical pharmacists and patients according to evaluation results; the report sending module is used for sending the report to each terminal; and the central management module is used for data verification, consistency check and real-time synchronization. According to the invention, early and accurate prediction and multi-role collaborative management of adverse risks in the immunotherapy process of the lung cancer patient are realized, and the treatment safety and medical collaborative efficiency are improved.
Owner:SHIHEZI UNIVERSITY

Work and rest habit determination method, system and device based on cloud big data management

The invention belongs to the technical field of auxiliary medical equipment, and relates to a work and rest habit determination method, system and device based on cloud big data management, and the method comprises the steps: obtaining the pressure information of a baby acting on a plurality of detection units, enabling the pressure information to be in one-to-one correspondence with the position information of the plurality of detection units, and forming a feature matrix; the method comprises the following steps: converting a pressure space cloud picture into a three-dimensional space coordinate system to form a pressure space cloud picture, repeating the steps for multiple times in a preset fixed time period to obtain a plurality of pressure space cloud pictures, selecting one of the plurality of pressure space cloud pictures as a reference, and simultaneously performing fitting error on the rest of the plurality of pressure space cloud pictures and the reference to obtain a pressure space cloud picture. When the fitting error is larger than a preset threshold value, it is judged that the baby is in a waking state, otherwise, it is judged that the baby is in a sleeping state, a plurality of preset fixed time periods are set in one day, the steps are repeated for multiple times to judge the state of the baby, and the work and rest habits of the baby are determined. The work and rest habits of the baby are determined through big data so as to assist medical treatment.
Owner:CHANGZHOU MATERNAL & CHILD HEALTH CARE HOSPITAL

Surgical instrument and auxiliary medical system

A surgical instrument and an auxiliary medical system. The surgical instrument comprises a rear end transmission mechanism and a front end execution mechanism. The rear end transmission mechanism comprises a bottom plate, a mounting plate, a winding assembly array, a plurality of cables and a transmission part. And a first mounting hole is formed in the bottom plate. The mounting plate and the bottom plate are arranged in a spaced mode and connected, and a second mounting hole is formed in the mounting plate. The winding assembly array comprises a plurality of winding assemblies, and the two ends of each winding assembly are rotatably arranged in the first mounting hole and the second mounting hole respectively. And each cable is wound on the corresponding winding assembly. The transmission member connects the plurality of cables to the front end execution mechanism to control the front end execution mechanism to move. The bottom plate and the mounting plate are connected on the periphery of the winding assembly array and define a mounting area, and the winding assembly array, the transmission part and the cable at least located between the winding assembly array and the transmission part are all located in the mounting area.
Owner:CORNERSTONE TECH (SHENZHEN) LTD

Dual locking medical devices and related methods

A distal tip (20) of a medical device (10) may include a housing (160) and a lifter (126). The lifter may include an opening (152) extending from a first surface (154) of the lifter to a second surface (182) of the lifter. The opening may be configured to receive a secondary medical device therethrough such that the secondary medical device extends distally of the distal-most end of the housing.
Owner:BOSTON SCIENTIFIC SCIMED INC

Undetectable text generation to assist in medical decision making

Methods and systems include fine-tuning (200) a small language model (SLM) to determine a first probability distribution. Text is generated (210) with a large language model (LLM), including modifying a second probability distribution of the LLM using the first probability distribution so that the text is human-like. A detector is trained (220), using the text, to determine whether input text is generated by a human or by a language model.
Owner:NEC LABORATORIES AMERICA INC

Auxiliary medical vehicle for endoscopic ward treatment

The invention provides an auxiliary medical vehicle for endoscopic ward treatment, which relates to the technical field of medical instruments and comprises a vehicle body, an image screen and a closing mechanism. A movable base is mounted at the bottom of the vehicle body, a top plate is mounted at the top of the vehicle body, a mounting bin is mounted at the top of the top plate, a rotating base is mounted on the upper surface of the mounting bin, the image screen is located in the rotating base, and a waste taking door is mounted on the back of the vehicle body; according to the scheme, the closing door capable of being automatically turned over and closed is additionally arranged, instant and automatic closing can be achieved after medical waste is put in, the medical waste management safety and standardization in the endoscope diagnosis and treatment process are remarkably improved, and the medical waste can be automatically closed through the automatic closing function of the closing door. The waste collecting cavity can be in a closed state all the time, bacteria, viruses and harmful aerosol carried by medical waste are effectively prevented from diffusing outwards, peculiar smell emission is reduced, and the cross infection risk of an endoscope diagnosis and treatment area is reduced.
Owner:SUN YAT SEN UNIVERSITY CANCER CENTER (CANCER HOSPITAL AFFILIATED TO SUN YAT SEN UNIVERSITY CANCER RESEARCH INSTITUTE OF SUN YAT SEN UNIVERSITY)

Household nursing door-to-door service box based on medical service

InactiveCN120346003ASurgical furnitureWaste collection and transferHome useHome care nursing
The invention belongs to the field of medical care boxes, and provides a home care door-to-door service box based on medical services, which comprises a medical box used for carrying medical supplies and instruments on a medical door; the storage mechanism is arranged on the medical kit and used for loading medical supplies and instruments in a classified mode; the functional mechanism is movably arranged at the top of the medical kit and used for increasing the using function of the surface plate; the auxiliary mechanism is arranged on the medical kit and assists the medical kit in moving and using; according to the medical box, the medical waste cavity and the edge tool cavity are formed in the medical box, so that medical supplies and instruments are placed in the sterile article lattice and the personal protection article lattice in a classified mode, and therefore the medical supplies and the instruments can be separated and stored conveniently; the medical waste cavity and the edge tool cavity are formed in the medical box, and during medical door-to-door service, the medical waste cavity and the edge tool cavity are separated; waste medical supplies and instruments after use can be classified and placed in the collecting barrel through the medical waste cavity, so that the waste medical supplies and instruments can be conveniently and normatively classified and recycled, and the purpose that the medical supplies and instruments are convenient to carry for medical home-to-home use is achieved.
Owner:YAQIAN TOWN COMMUNITY HEALTH SERVICE CENTER XIAOSHAN DISTRICT HANGZHOU CITY (YAQIAN BRANCH OF THE MEDICAL COMMUNITY GENERAL HOSPITAL OF YAQIAN TOWN XIAOSHAN DISTRICT HANGZHOU CITY)

Attachment apparatus to secure a medical alignment device to align a tool

An apparatus is disclosed for use with an electronic device for alignment of a medical tool for positioning a surgical hardware device. The apparatus includes a case to secure the electronic device such that the electronic device is secured to the case and does not move relative to the case. The case includes an opening to couple with at least a portion of the medical tool. The electronic device is secured relative to the medical tool through the coupling of the case to the at least the portion of the medical tool. The electronic device simulates a three-dimensional position of the surgical hardware device in a body using a diagnostic representation of at least a portion of the body, and the electronic device is secured in the case and coupled to the medical tool assists with the alignment of the medical.
Owner:CIRCINUS MEDICAL TECHNOLOGY LLC

Home nursing training method for PTCD patient with catheter

PendingCN121545710APhysical therapies and activitiesMechanical/radiation/invasive therapiesHome care nursingPhysician attending
The invention relates to the technical field of medical care training, and discloses a PTCD tube-carrying patient home care training method, which comprises the steps of obtaining illness state data and life data of a patient, generating and adjusting drainage liquid standard data, collecting actual drainage liquid data of the patient, comprehensively judging whether the drainage liquid of the patient is abnormal or not according to multiple judgment results, and if yes, judging whether the drainage liquid of the patient is abnormal or not. According to the PTCD tube-carrying patient home nursing training method, through multi-level data analysis and judgment, misjudgment is reduced, the accuracy of judgment on drainage liquid abnormity is improved, condition data and life data are combined, a personalized evaluation standard is provided for each patient, an algorithm is continuously optimized through the training result, and the training efficiency is improved. The reliability and accuracy of the system are improved, a scientific basis is provided for attending physicians, medical decision making is assisted, medical quality is improved, illness conditions and lifestyle factors are comprehensively considered, and the recovery condition of patients is comprehensively evaluated.
Owner:THE NAVAL MEDICAL UNIV OF PLA

Standing-up and sitting-up assisting device for old people with severe hypertension

The utility model provides a seating-up auxiliary device for old people with severe hypertension, and relates to the technical field of auxiliary medical instruments, the seating-up auxiliary device comprises two supporting seats, one side of the top of each supporting seat is fixedly connected with a connecting rod, and the inner wall of each supporting seat is provided with an electric telescopic rod; one ends of the two electric telescopic rods are fixedly connected with the same seat cushion, the top of the seat cushion is symmetrically and fixedly connected with supporting rods, one end of each supporting rod is fixedly connected with a handle, an adjusting device is arranged between each supporting rod and the seat cushion, and each adjusting device comprises two sleeves. And the threaded rod can drive the supporting rod connected with the auxiliary block to stretch out and draw back on the inner wall of the sleeve, so that the height of the handle can be correspondingly adjusted according to the actual needs of the patient, the standing-up and sitting-up auxiliary device can be adapted to patients of different body types, and the practicability of the standing-up and sitting-up auxiliary device can be improved.
Owner:WUHAN HANAN FUTURE MEDICAL TECH CO LTD

Attention mechanism under feature fusion of multi-period brain cta collateral circulation scoring method

The application discloses a multi-period brain CTA collateral circulation scoring method based on feature fusion under an attention mechanism, and mainly relates to the technical field of computer-aided medical treatment; the method comprises the following steps: S1, converting an original CTA-dicom sequence into a pseudo RGB image; S2, designing four independent single-branch networks according to the data characteristics of multi-period data; S3, fusing multi-period CTA images and enriching data characteristics through the designed single-branch multi-feature fusion and multi-period multi-feature fusion modules; S4, adding a global attention mechanism module to the fused network to add a global feature extraction attention mechanism; and S5, inputting the screened fusion features into a linear classifier to classify the collateral circulation of a patient; the application effectively improves the prognosis judgment efficiency, avoids the limitations of manual extraction of image features in the traditional method, plays an auxiliary role in the diagnosis of doctors in the clinic, and has a guiding role for the clinical treatment decision of collateral circulation stroke.
Owner:SOUTHWEST UNIV

Real-time condition deterioration prediction system based on multi-modal data

The invention discloses a real-time disease deterioration prediction system based on multi-modal data, and belongs to the technical field of auxiliary medical treatment based on deep learning. Based on a bidirectional encoder characterization model, a Transform model and a text generation model, the ICU model can be accessed to a monitor, an electronic medical record system and the like to obtain multi-modal data, including real-time high-frequency physiological signals, clinical text records, image reports and the like, and the condition deterioration probability of ICU patients in multiple different time periods in the future is predicted; and an interpretable report is generated to prompt a doctor of a basis for model evaluation. According to the invention, complex multi-modal medical data can be processed, disease change of the ICU patient can be detected in real time, early discovery, early intervention and early treatment can be realized, and the method has great potential in optimizing medical resource distribution, improving working efficiency of medical staff and reducing death rate of the ICU patient. In addition, the method is high in generalization ability, and a special system can be developed for specific departments and specific diseases, so that the prediction accuracy and the result credibility are improved.
Owner:UNIV OF ELECTRONICS SCI & TECH OF CHINA