Acupuncture point prescription recommendation method and system
By combining acupuncture recommendation methods and systems with a variety of traditional Chinese medicine theories and modern medical data, the problems of inaccurate acupuncture recommendations and insufficient safety screening in the existing system have been solved, and safe, reliable and personalized acupuncture recommendations have been achieved.
Patent Information
- Application Number
- CN202411724490.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-28
- Publication Date
- 2025-04-25
AI Technical Summary
The existing acupuncture point recommendation system has many limitations at the algorithm level, which cannot provide accurate acupuncture selection and acupuncture recommendation, and lacks safety and reliability screening.
A method and system for recommendation of acupuncture points is proposed. By obtaining the patient's symptom information and information related to acupuncture safety detection, combining the empirical acupuncture point recommendation algorithm, specific acupuncture theory recommendation algorithm, etiology and pathogenesis recommendation algorithm, and mother-child and child purgation theory recommendation algorithm, multi-level acupuncture point recommendation and optimization are carried out to ensure the safety and reliability of acupuncture points.
The safety and reliability screening of acupuncture points recommendations is achieved, and a variety of acupuncture points combinations and treatment plans are provided, which improves the theoretical diversity and personalization of recommendations, ensuring the safety and effectiveness of treatment.
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Figure CN119889594A_ABST
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of traditional Chinese medicine diagnosis and treatment, and more specifically, relates to an acupoint prescription recommendation method and system. Background Art
[0002] Acupuncture therapy is guided by the theory of traditional Chinese medicine, using the theory of meridians and acupoints and the method of acupuncture and moxibustion, with the characteristics of meridian syndrome differentiation, combined with the methods of viscera and eight-category syndrome differentiation, analyzing and summarizing the relevant information collected from the clinic, clarifying the cause, location, pathogenesis, urgency and deficiency and excess of the disease, and on this basis, forming a prescription for acupoints, and performing the treatment according to the prescription, or acupuncture, or moxibustion, or acupuncture and moxibustion; or tonification, or purgation, or tonification and purgation. Traditional Chinese medicine syndrome differentiation and treatment is rich in content. As far as acupuncture is concerned, its syndrome differentiation and treatment has distinct characteristics, that is, it is necessary not only to identify the disease and syndrome, but also to identify the meridians, so that the theory, method, prescription, acupoints and technique are consistent.
[0003] Meridians are the general term for meridians and collaterals. They are pathways in the human body that circulate qi and blood, connect internal organs, communicate inside and outside, and penetrate from top to bottom. Meridians connect all the internal organs, limbs, five sense organs, nine orifices, skin, flesh, tendons, etc. into a unified organic whole, so that the functional activities in the human body remain relatively coordinated and balanced. Acupoints, also known as acupuncture points, are special parts of the internal organs and meridians of the human body where qi and blood are infused and infused. They are the outlets of meridian qi. Acupoints, also written as "shu", or simply "yu", have the meaning of transfer and infusion, which means the transfer of meridian qi; acupoints, that is, pores, are the places where meridian qi resides. At the same time, acupoints are also places with more nerve endings and blood vessels. Stimulating these parts through acupuncture, massage, hot compress, and massage can play a role in treating diseases. Meridians connect internal organs and external limbs. From the perspective of meridians, although there are many diseases, they can generally be divided into internal organ diseases and external limb diseases. If it is an organ disease, it is necessary to use the organ differentiation method to further identify which organ or bowel the disease is in; if it is a limb disease, it is necessary to use the meridian differentiation method to locate which meridian or collateral the lesion is in.
[0004] Acupuncture prescriptions are made by analyzing the etiology and pathogenesis, clarifying the syndrome differentiation and legislation, and selecting appropriate acupoints and acupuncture and moxibustion methods. As a treatment implementation plan for acupuncture clinical practice, whether the prescription is appropriate is directly related to the quality of the treatment effect. Selecting appropriate acupoints is a prerequisite for acupoint matching, just like a Chinese medicine prescription is made up of precise single-flavor medicine matching. Each acupoint in the human body has relative specificity, and its main function is different. Acupoint selection should follow the basic acupoint selection principles, and under the guidance of acupoint selection principles, acupoint matching methods should be formulated.
[0005] At present, there are occasional so-called intelligent systems called acupoint recommendation on the market. In fact, they have many limitations at the algorithm level, and are not truly accurate in acupoint selection and matching. The first data-driven acupoint recommendation algorithm is often based on a large number of acupuncture prescriptions and medical records to obtain the probability of common acupoint groups corresponding to the corresponding symptoms, and recommend the acupoints with the highest probability. According to actual user interviews, users dare not use it, and the screening of acupoint safety and reliability is missing; users do not know how to use it, only know the result, but not the reason, and lack explanations for the recommendation basis. The second type comes from traditional books, textbooks, and expert theories with low generalization data mapping. Although it is endorsed by traditional Chinese medicine theory, it is often limited to a single theory. The recommendation results are single and lack diversity. This recommendation logic is based on empirical rules, and its generalization and robustness are not enough. The system is often limited to a single scenario, and the degree of fit is very high. Summary of the invention
[0006] In view of this, the present invention provides an acupoint prescription recommendation method and system.
[0007] According to a first aspect of the present invention, there is provided a method for recommending acupoint prescriptions, the method comprising the following steps:
[0008] Acquiring target information, wherein the target information includes patient symptom information and acupoint safety detection related information;
[0009] According to the patient's symptom information, determine the corresponding batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoints theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm;
[0010] The preliminary recommended acupoints of each batch are summarized, duplicated and weighted to obtain the intermediate recommended acupoints and their weights;
[0011] According to the acupoint safety detection related information and based on the acupoint safety detection algorithm, each intermediate recommended acupoint is screened and the weight is optimized for the first time;
[0012] According to the combined acupoint weight optimization strategy, a second weight optimization is performed on each intermediate recommended acupoint that has passed the acupoint safety test;
[0013] The intermediate recommended acupoints are screened according to a predetermined weight threshold to obtain the final recommended acupoints.
[0014] Optionally, the patient symptom information includes chief complaint information and concomitant symptom information.
[0015] Optionally, the method for obtaining the preliminary recommended acupoints of each batch and the weight of each preliminary recommended acupoint is as follows:
[0016] According to the chief complaint information, obtaining corresponding meridian disease labels;
[0017] According to the chief complaint information, obtaining corresponding meridian attribution information based on a meridian recommendation algorithm;
[0018] According to the chief complaint information, based on the empirical effective acupoints and empirical acupoint matching recommendation algorithm, the first batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints are obtained;
[0019] According to the chief complaint information, the meridian symptom label and the meridian attribution information, based on the specific acupoint theory recommendation algorithm, obtaining a second batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints;
[0020] Determine syndrome type information according to the chief complaint information and the concurrent symptom information, determine etiology information and pathogenesis information according to the syndrome type information, and obtain preliminary recommended acupoints of the third batch and the weight of each preliminary recommended acupoint based on the etiology and pathogenesis recommendation algorithm;
[0021] According to the syndrome information, the organ disease location information and the organ deficiency and excess information are obtained, and based on the mother-child tonification and purgation theory recommendation algorithm, the fourth batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint are obtained.
[0022] Optionally, the weights of the first batch of initially recommended acupoints are all 2;
[0023] The weights of the second batch of preliminary recommended acupoints are all 2;
[0024] The weights of the preliminary recommended acupoints in the third batch are all 1;
[0025] The weights of the preliminary recommended acupoints in the fourth batch are all 1.
[0026] Optionally, the information related to the acupoint safety test includes the patient's age and gender, other disease information unrelated to the main complaint suffered by the patient, and the weather conditions on the day of the consultation;
[0027] The screening of each intermediate recommended acupoint based on the acupoint safety detection related information and the acupoint safety detection algorithm and the first weight optimization include:
[0028] According to the information related to the acupoint safety detection and based on the acupoint safety detection algorithm, each intermediate recommended acupoint is divided into high-risk acupoints, medium-risk acupoints and low-risk acupoints;
[0029] Excluding the high-risk acupuncture points;
[0030] Subtract 2 from the weight of the medium-risk acupuncture point;
[0031] The weights of the low-risk acupuncture points are kept unchanged.
[0032] Optionally, the second weight optimization of each intermediate recommended acupoint after acupoint safety detection according to the combined acupoint weight optimization strategy is specifically as follows:
[0033] If among the intermediate recommended acupoints, one intermediate recommended acupoint can form an empirical acupoint combination corresponding to the patient's chief complaint with other intermediate recommended acupoints, the weight of the intermediate recommended acupoint is updated to N+0.5N, where N is the original weight of the intermediate recommended acupoint.
[0034] Optionally, the intermediate recommended acupoints are screened according to a predetermined weight threshold to obtain the final recommended acupoints as follows:
[0035] The intermediate recommended acupoints with weights not less than 3 are taken as the final recommended acupoints.
[0036] Optionally, the acupoint prescription recommendation method further includes:
[0037] Divide each final recommended acupoint into main acupoints and auxiliary acupoints, and generate a recommended acupoint prescription based on the recommendation basis of each final recommended acupoint;
[0038] Among them, if the acquisition of the weight of a final recommended acupoint does not utilize the concurrent symptom information, the final recommended acupoint is classified as a main acupoint; if the acquisition of the weight of a final recommended acupoint utilizes the concurrent symptom information, the final recommended acupoint is classified as a supplementary acupoint.
[0039] Optionally, the target information also includes the patient's visit date and time;
[0040] The acupoint prescription recommendation method further comprises:
[0041] If the weight of a final recommended acupoint among the final recommended acupoints is obtained by utilizing the mother-child tonification and purgation theory recommendation algorithm, then according to the viscera disease location information and viscera deficiency and excess information and the patient's consultation date and time, the recommended implementation time corresponding to the final recommended acupoint is determined based on the meridians and meridians theory recommendation algorithm, and the recommended implementation time is added to the recommended acupoint prescription.
[0042] According to a second aspect of the present invention, there is provided an acupoint prescription recommendation system, the system comprising the following functional modules:
[0043] A target information acquisition module, used to acquire target information, wherein the target information includes patient symptom information and acupoint safety detection related information;
[0044] A preliminary recommended acupoint acquisition module is used to determine the preliminary recommended acupoints of the corresponding batch and the weight of each preliminary recommended acupoint based on the patient's symptom information, respectively based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoint theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm;
[0045] The intermediate recommended acupoint acquisition module is used to summarize, remove duplicates and accumulate weights of the preliminary recommended acupoints of each batch to obtain each intermediate recommended acupoint and its weight;
[0046] A first acupoint optimization module, which screens each intermediate recommended acupoint according to the acupoint safety detection related information and based on the acupoint safety detection algorithm and performs a first weight optimization;
[0047] The second acupoint optimization module performs a second weight optimization on each intermediate recommended acupoint that has passed the acupoint safety test according to the combined acupoint weight optimization strategy;
[0048] The final recommended acupoint acquisition module screens each intermediate recommended acupoint according to a predetermined weight threshold to obtain each final recommended acupoint.
[0049] The beneficial effects of the present invention are:
[0050] The acupoint prescription recommendation method of the present invention comprises the following steps: a first step is to obtain target information, wherein the target information includes patient symptom information and information related to acupoint safety detection; a second step is to determine the corresponding batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoint theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm according to the patient symptom information; a third step is to summarize, remove duplicates and accumulate weights of the preliminary recommended acupoints of each batch to obtain each intermediate recommended acupoint and its weight; a fourth step is to screen each intermediate recommended acupoint according to the information related to acupoint safety detection and based on the acupoint safety detection algorithm and perform the first weight optimization; a fifth step is to perform the second weight optimization on each intermediate recommended acupoint that has passed the acupoint safety detection according to the combined acupoint weight optimization strategy; finally, each intermediate recommended acupoint is screened according to a predetermined weight threshold to obtain each final recommended acupoint.
[0051] In the acupoint prescription recommendation method of the present invention, on the one hand, each final recommended acupoint has undergone acupoint safety testing, and safety and reliability can be guaranteed; at the same time, the process of obtaining the weight of each final recommended acupoint is traceable, and the weight composition of each final recommended acupoint is explainable, which can provide the recommendation basis of the final recommended acupoint. It can be seen that the acupoint prescription recommendation method of the present invention can effectively solve the problem that the acupoints recommended by the existing acupoint recommendation method lack safety and reliability screening and lack of explanation of the recommendation basis. On the other hand, the acquisition of the final recommended acupoints is based on a variety of TCM acupoint recommendation theories, including empirical effective acupoints and empirical matching acupoints recommendation algorithms, specific acupoint theory recommendation algorithms, etiology and pathogenesis recommendation algorithms, and mother-child tonification and drainage theory recommendation algorithms. It can be seen that compared with the existing acupoint recommendation methods, the recommendation results obtained by the acupoint prescription recommendation method of the present invention have theoretical diversity and are more comprehensive.
[0052] The acupoint prescription recommendation system of the present invention and the acupoint prescription recommendation method described above belong to a general inventive concept, and have at least the same beneficial effects as the acupoint prescription recommendation method described above, and the beneficial effects will not be repeated here.
[0053] Other features and advantages of the present invention will be described in detail in the following detailed description. BRIEF DESCRIPTION OF THE DRAWINGS
[0054] The present invention may be better understood by referring to the following description taken in conjunction with the accompanying drawings, in which the same or similar reference numerals are used throughout the drawings to represent the same or similar components.
[0055] Figure 1 A flowchart of an implementation method of an acupoint prescription recommendation method according to an embodiment of the present invention is shown;
[0056] Figure 2 A schematic diagram of a process for obtaining preliminary recommended acupoints according to an embodiment of the present invention is shown;
[0057] Figure 3 A schematic diagram of a process for determining preliminary recommended acupoints based on a recommendation algorithm based on the theory of mother-child reinforcing and purging according to an embodiment of the present invention is shown;
[0058] Figure 4 A schematic diagram showing the relationship between the meridians and the meridians according to an embodiment of the present invention is shown. DETAILED DESCRIPTION
[0059] In order to enable those skilled in the art to more fully understand the technical solution of the present invention, the exemplary embodiments of the present invention will be described in more comprehensive and detailed in conjunction with the accompanying drawings below. Obviously, the one or more embodiments of the present invention described below are only one or more of the specific ways in which the technical solution of the present invention can be implemented, and are not exhaustive. It should be understood that other ways belonging to a general inventive concept can be used to implement the technical solution of the present invention, and should not be limited by the exemplary embodiments described. Based on one or more embodiments of the present invention, all other embodiments obtained by ordinary technicians in the field without making creative work should fall within the scope of protection of the present invention.
[0060] Example: Figure 1 The flowchart of the implementation of the acupoint prescription recommendation method according to the embodiment of the present invention is shown.
[0061] Reference Figure 1 The acupoint prescription recommendation method of the embodiment of the present invention comprises the following steps:
[0062] Step S100, obtaining target information, the target information including patient symptom information and acupoint safety detection related information;
[0063] Step S200, according to the patient's symptom information, determine the corresponding batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoints theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm;
[0064] Step S300, summarizing, removing duplicates and accumulating weights of the preliminary recommended acupoints of each batch to obtain each intermediate recommended acupoint and its weight;
[0065] Step S400: screening each intermediate recommended acupoint according to the acupoint safety detection related information and based on the acupoint safety detection algorithm and performing the first weight optimization;
[0066] Step S500, performing a second weight optimization on each intermediate recommended acupoint that has undergone acupoint safety detection according to the combined acupoint weight optimization strategy;
[0067] Step S600: Screening the intermediate recommended acupoints according to a predetermined weight threshold to obtain the final recommended acupoints.
[0068] Furthermore, in step S100 of the embodiment of the present invention, the patient's symptom information includes chief complaint information and concurrent symptom information.
[0069] Further, Figure 2 FIG. 1 is a schematic diagram showing a process flow of obtaining preliminary recommended acupuncture points according to an embodiment of the present invention. Figure 2 In step S200 of the embodiment of the present invention, the method for obtaining the preliminary recommended acupoints of each batch and the weight of each preliminary recommended acupoint is specifically as follows:
[0070] According to the chief complaint information, obtain the corresponding meridian disease labels;
[0071] According to the chief complaint information, the corresponding meridian attribution information is obtained based on the meridian recommendation algorithm;
[0072] According to the chief complaint information, based on the empirical effective acupoints and empirical acupoint recommendation algorithm, the first batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint are obtained;
[0073] According to the chief complaint information, meridian symptom labels and meridian attribution information, based on the specific acupoint theory recommendation algorithm, the second batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints are obtained;
[0074] Determine the syndrome type information according to the main complaint information and the concurrent symptom information, determine the etiology information and pathogenesis information according to the syndrome type information, and obtain the third batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints based on the etiology and pathogenesis recommendation algorithm;
[0075] According to the syndrome information, the information of the diseased location of the internal organs and the deficiency and excess of the internal organs are obtained, and based on the recommendation algorithm of the theory of mother-child tonification and purgation, the fourth batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint are obtained.
[0076] Specifically, in the embodiments of the present invention, the meridian disease labels are explained as follows:
[0077] When studying the main treatments of acupuncture points, specific points and meridians, it was found that their descriptions are diverse, the concepts are general and easy to confuse, which is not reusable for acupoint recommendations. For example, among the eight meridian intersection points, Lieque and Zhaohai are mainly used to treat lung, throat, and chest and diaphragm diseases; while Gongsun and Neiguan are mainly used to treat heart, chest, and stomach diseases. Among them, the lung also belongs to the position of the chest in terms of location, and also belongs to chest and diaphragm diseases; and chest diseases should literally belong to the subset of chest and diaphragm diseases. Therefore, in an embodiment of the present invention, the descriptions of similar diseases in all the main treatments are integrated, reclassified according to the attribution relationship, and a new meridian symptom label classification method is given.
[0078] At present, the classification of meridian disease labels includes but is not limited to the following directions: classification by department, classification of disease site, classification of organ disease site, classification of pathogenesis, classification of disease development characteristics, classification of special symptoms, etc. Each category corresponds to a variety of label contents, such as classification by department corresponds to labels related to disease department classification such as gastroenterology, otolaryngology, and respiratory department; classification of disease site corresponds to labels related to anatomical sites such as head, face, neck, chest, and abdomen; classification of organ disease site corresponds to labels related to organ disease site such as heart, liver, spleen, lung, kidney, and gallbladder; classification of pathogenesis corresponds to labels related to pathogenesis such as deficiency, excess, cold, heat, yin deficiency, and yang deficiency; classification of disease development characteristics corresponds to labels related to disease development characteristics such as acute and chronic; special symptom classification corresponds to common and special symptom labels such as pain and blood disease. Each disease label can correspond to a single label under different categories. For example, acute gastric bleeding disease can correspond to the "gastroenterology" label of the department classification, the "stomach" label corresponding to the organ disease site classification, the "acute" label of the disease development characteristics classification, and the "blood disease" label under the special symptom classification.
[0079] Specifically, in the embodiment of the present invention, the meridian attribution information is explained as follows:
[0080] There are three ways to determine the meridian sources of the current disease information, including the meridians directly corresponding to the viscera to which the disease belongs, the meridians that circulate to the site of the disease, and the meridians corresponding to the TCM disease location information identified through overall syndrome differentiation of the patient;
[0081] Regarding the corresponding meridians of diseases, for example, headache corresponds to the "Du Meridian" meridian, stomachache corresponds to the "Stomach Meridian of Foot Yangming" meridian;
[0082] Regarding the corresponding meridians of the onset site, for example, the side of the head corresponds to the "Shaoyang Gallbladder Meridian of Foot", and the back of the shoulder corresponds to the "Small Intestine Meridian of Hand Taiyang";
[0083] Information on syndrome types and disease locations corresponds to the meridians, for example: the location of the disease in heart deficiency syndrome is the heart, and the heart corresponds to the hand Shaoyin Heart Meridian; the location of the disease in liver and gallbladder damp-heat syndrome is the liver and gallbladder, and the liver and gallbladder correspond to the meridians "Foot Jueyin Liver Meridian" and "Foot Shaoyang Gallbladder Meridian" respectively.
[0084] Specifically, in the embodiment of the present invention, the algorithm for recommending empirical effective acupoints and empirical acupoint matching includes two parts: empirical effective acupoints and empirical acupoint matching;
[0085] Empirical effective acupoints are acupoints selected according to the doctor's experience in acupuncture clinical practice, which have specific therapeutic effects on certain diseases. They are some special effective acupoints summarized by doctors of all dynasties after long-term clinical practice, and have wide application value in acupuncture clinical practice. For example, the song of the four general acupoints in the Ming Dynasty's "Acupuncture and Moxibustion Dacheng" - "Sanli for the abdomen, Weizhong for the waist and back, Lieque for the head and neck, and Hegu for the face and mouth." It means that for gastrointestinal diseases, Zusanli acupoint is selected for treatment; Weizhong acupoint is selected for treatment of back and waist strain pain; Lieque acupoint is selected for treatment of headache and neck stiffness; Hegu acupoint is selected for treatment of diseases with lesions on the face and mouth. "Acupuncture and Moxibustion" introduces the empirical use of some acupoints: for example, "Anmian acupoint" can be selected for insomnia; "lumbar pain point" can be pierced for acute lumbar sprain; "Sifeng acupoint" can be pierced for food accumulation; "Baichongwo acupoint" can be pierced for worm syndrome and roundworm syndrome; "Gallbladder acupoint" can be pierced for gallbladder diseases, etc.
[0086] Empirical acupoint matching refers to the combination of acupoints based on experience. For example, Dicang acupoint and Jiache acupoint are usually combined to treat facial paralysis, and Tiaokou acupoint and Chengshan acupoint often have a more significant synergistic effect in treating frozen shoulder. The sources are mainly based on acupuncture textbooks, ancient acupuncture books, famous medical records, and evidence-based acupuncture medicine guidelines.
[0087] Single acupoints often have limited effects, while combined acupoints (such as commonly used empirical acupoint combinations) have been proven to be more effective in clinical practice. Based on a large amount of clinical data and expert experience, the system can automatically identify commonly used empirical acupoint combinations for a certain disease. These combinations can significantly improve the treatment effect through interaction. For example, for certain chronic diseases or pain diseases, the system will give priority to recommending common empirical acupoint combinations to ensure better efficacy and patient satisfaction. Different patients' conditions and constitutions may require different acupoint combinations, and the existing system lacks customized combination recommendations for individual differences. The system can dynamically adjust the acupoint combination recommendation based on personalized parameters such as the patient's constitution type, age, and severity of the disease. For example, for patients with rheumatoid arthritis, the system will provide different acupoint combinations based on factors such as the patient's cold and hot constitution and the length of the disease to ensure the pertinence and efficacy of the treatment plan.
[0088] Although empirical acupoint combinations are widely used in clinical practice, there is a lack of systematic and scientific verification mechanisms. This system combines a large amount of clinical data and modern algorithms to verify the scientificity and reliability of different acupoint combinations by comparing their efficacy in actual clinical practice. The system will give priority to recommending acupoint combinations that have been scientifically verified and proven to be effective in multiple scenarios. This not only enhances the efficacy, but also improves the patient's trust and sense of security.
[0089] By emphasizing the synergistic effects of combined acupoints, personalized customization and scientific verification, this system can demonstrate greater potential for improving efficacy in the treatment of complex diseases and make users more confident about the treatment plan.
[0090] Specifically, in the embodiment of the present invention, the specific acupoints involved in the specific acupoint theory recommendation algorithm mainly include the following:
[0091] Five Shu points: Five Shu points refer to the five specific acupoints of the twelve meridians distributed below the elbow and knee joints, namely, Jing, Ying, Shu, Jing, and He points. The application of the recommended five Shu points needs to be judged based on the clinical main functions of the five Shu points and the corresponding meridians of the corresponding diseases. For example, for stomachache, the "Jing points" in the five Shu points mainly treat pain, and the "He points" mainly treat visceral diseases. Stomachache corresponds to the "Stomach Meridian of Foot Yangming", so we can recommend Jiexi and Zusanli as the five Shu points for the treatment of stomachache.
[0092] Yuan acupoints and Luo acupoints: Yuan acupoints refer to the acupoints where the original qi of the zang-fu organs is infused, passes through and stays in the limbs of the twelve meridians. Luo acupoints refer to the acupoints where each of the fifteen collaterals branches out from the meridians. Regarding the application of the recommended rules for Yuan acupoints and Luo acupoints, Yuan acupoints need to be based on the zang-fu organs to which the disease belongs, and Luo acupoints are selected from the Luo acupoints of the zang-fu organs or zang-fu organs that are connected to the exterior and interior of the disease. For example: for cough, the lesioned zang-fu organs are in the lungs, and the lungs are connected to the large intestine, so we can use this to recommend Yuan Luo acupoints for the treatment of cough, that is, to choose the "Yuan acupoint" of the lungs - Taiyuan acupoint and the "Luo acupoint" of the large intestine - Pianli acupoint.
[0093] Back-shu points and Mu points: Back-shu points refer to the acupoints where the qi of the internal organs is infused into the back and waist. Mu points refer to the acupoints where the qi of the internal organs gathers in the chest and abdomen. When the internal organs are diseased, the corresponding back-shu points and Mu points can be used for treatment. For example: for cough, the diseased internal organs are in the lungs, so we can choose the lung's "back-shu point" - Feishu and the "Mu point" - Zhongfu.
[0094] Lower He acupoints: Lower He acupoints refer to the acupoints where the Qi of the six internal organs converge on the three yang meridians of the lower limbs, also known as the "lower He acupoints of the six internal organs". When a patient has an internal organ disease, the corresponding lower He acupoints of the internal organ disease can be used for treatment. For example: for constipation, the affected internal organ is the large intestine, so we can choose the "lower He acupoint" of the large intestine - Shangjuxu acupoint for treatment.
[0095] Xi points: Xi points refer to the points where the qi of the Yinwei, Yangwei, Yinqiao and Yangqiao meridians in the twelve meridians and the eight extraordinary meridians gather. In clinical practice, they are generally used to treat acute diseases and syndromes of the meridians and the organs they belong to. Xi points of the Yin meridians are often used to treat blood diseases, and Xi points of the Yang meridians are mostly used to treat pain. Regarding the use of Xi points, the more special conditions are met, the higher the reliability of using the corresponding points. For example: epistaxis, the lesion organ is the lung, and the hand Taiyin lung meridian belongs to the Yin meridian, so we can use the "Xi point" of the hand Taiyin lung meridian - Kongzui to treat epistaxis; another example is acute gastritis, the lesion organ is the stomach, the foot Yangming stomach meridian belongs to the Yang meridian, and the disease progression characteristics belong to acute diseases, so we can use the "Xi point" of the foot Yangming stomach meridian - Liangqiu point to treat acute gastritis.
[0096] Eight meeting points: Eight meeting points refer to the eight acupoints where the essence of zang-fu, fu-organs, qi, blood, tendons, veins, bones, and marrow converge. They are often used in the clinic to treat diseases related to the corresponding zang-fu, qi, blood, tendons, veins, bones, and marrow. For example: A patient sprained his left ankle, and CT showed a fracture of the fifth metatarsal bone on the left with swelling of the surrounding tissues. First, ankle sprain is a tendon disease, so the "tendon meeting" of the eight meeting points - Yanglingquan can be used. Secondly, the fracture of the fifth metatarsal can be judged as a bone disease, so the "bone meeting" of the eight meeting points - Dazhui can be used.
[0097] Eight Meridian Intersection Points: Eight Meridian Intersection Points refer to the eight acupoints where the Qi of the eight extra meridians and the twelve meridians are connected. Clinically, the eight acupoints of the eight meridian intersection points have three main functions: ① they can treat the diseases of the meridian; ② they can treat the diseases of the connected extra meridians; ③ with the enrichment of clinical experience, the eight meridian intersection points can be combined to treat the corresponding diseases. The use of acupoints to treat the meridians belongs to the conventional treatment method, and no examples are given here. ① Treating the diseases of the connected extra meridians, such as insomnia, belongs to the main treatment category of the Yangqiao Meridian in the eight extra meridians, so the Shenmai point that intersects with the Yangqiao Meridian can be selected as the treatment point. ② The use of combined acupoints, such as the combination of Gongsun and Neiguan, can treat diseases related to the stomach, heart, and chest. When the patient suffers from sudden angina pectoris, "Gongsun Point" and "Neiguan Point" can be selected as the treatment points.
[0098] Specifically, in the embodiment of the present invention, the mother-child tonifying and purging theory of the mother-child tonifying and purging theory recommendation algorithm refers to selecting the five transport points according to the five elements attributes based on the principle of "the one who gave birth to me is the mother, and the one I gave birth to is the child", that is, the mother point is selected for deficiency syndrome and the child point is selected for excess syndrome.
[0099] Clinical application is divided into the method of reinforcing and purging the child and mother of this meridian and the method of reinforcing and purging the child and mother of other meridians. The rules for selecting acupoints in the method of reinforcing and purging the child and mother of this meridian are as follows: when a certain organ is judged to be deficient, according to the law of mutual generation of the five elements, the acupoints are selected from the meridian of the lesion, and the five transport points corresponding to the mother organ in the child-mother relationship are selected; the opposite is true for excess. The rules for selecting acupoints in the method of reinforcing and purging the child and mother of other meridians are as follows: when a certain organ is judged to be deficient, the meridians of other meridians are selected first, and according to the law of mutual generation of the five elements, the meridians with the five elements of the mutual generation of the five elements of the organ are selected, and the five transport points corresponding to the mother organ under the meridians are selected; the opposite is true for excess. For example: when a patient has spleen deficiency, it can be determined that the lesion organ is "spleen", the nature of the lesion is "deficiency", and the mother organ of the lesion organ is "fire". For acupoint selection of this meridian, the "Ying point" of the Five Shu points corresponding to "fire" in the Spleen Meridian of Foot Taiyin is selected as Dadu point; for acupoint selection of other meridians, the meridians are selected first, and the Heart Meridian of Hand Shaoyin corresponding to "fire" of other meridians is selected, and then the "Ying point" of the Five Shu points corresponding to "fire" in the mother meridian - the Heart Meridian of Hand Shaoyin is selected as Shaofu point.
[0100] The specific implementation process of the algorithm recommended by the theory of mother-child tonification and purgation is as follows:
[0101] Based on the collected user's symptom information, the corresponding syndrome type is obtained through the syndrome type recommendation algorithm, and the corresponding TCM viscera disease location information is obtained based on the syndrome type;
[0102] Based on the collected user disease information, the corresponding virtuality and reality are obtained through the virtuality and reality recommendation algorithm;
[0103] Based on the obtained disease location information and deficiency and excess information, the corresponding acupoints in the theory of mother-child tonification and drainage are recommended.
[0104] Figure 3 The flowchart of determining the preliminary recommended acupoints based on the recommendation algorithm of the theory of mother-child tonification and purgation in the embodiment of the present invention is shown. Referring to Figure 3, for example, if the patient information is general fatigue, loose stools, and poor appetite, the corresponding syndrome type "weak spleen and stomach syndrome" is obtained through the syndrome recommendation algorithm, and the spleen and stomach corresponding to the weak spleen and stomach syndrome are further obtained; the current deficiency and excess state of the corresponding patient is obtained through the deficiency and excess diagnosis algorithm. Based on the spleen, stomach and deficiency obtained in the above two steps, the corresponding spleen tonification acupoints "Dadu, Shaofu" and stomach tonification acupoints "Jiexi, Yanggu" in the theory of mother-child tonification and purgation are obtained.
[0105] Specifically, in the embodiment of the present invention, the main process of the etiology and pathogenesis recommendation algorithm is as follows:
[0106] Determine the syndrome type information;
[0107] The most likely syndrome type name is obtained through a data-driven deep learning algorithm, specifically:
[0108] The recommendation results are obtained based on the pathogenesis and syndrome factor recommendation algorithm, and on the basis of the recommendation results, rule-weighted operations are performed on various pathogenesis and syndrome factors to calculate the virtuality and reality; among them, the pathogenesis and syndrome factor recommendation algorithm is trained and established based on the MoE theory that combines data and expert theory.
[0109] Pathogenic factors related to deficiency ["Qi deficiency", "Qi collapse", "Qi instability", "degeneration", "blood deficiency", "Yang deficiency", "Yin deficiency", "Jing deficiency", "Jing deficiency", "Jing deficiency", "Jing deficiency", etc.], and pathogenic factors related to excess ["blood stasis", "phlegm", "dampness", "Qi stagnation", "drinking", "water stagnation", "restraint", "pus", "worm accumulation", "food accumulation", "Yang hyperactivity", "heat", "cold", "heat", "blood cold", "blood heat"]
[0110] Based on the collected user's symptom information, all established TCM pathogenesis syndromes can be obtained through the pathogenesis syndrome recommendation algorithm. For example: the patient has been suffering from internal heat for 3 days, coughing up phlegm, something in the throat that cannot be spit out, red face and eyes, red tongue, yellow and greasy tongue coating, and strong pulse. The corresponding TCM pathogenesis syndromes are obtained: phlegm, heat. Based on phlegm and heat, the corresponding acupoints are obtained: Fenglong, Quchi, Dazhui, Yingxue.
[0111] Furthermore, in the embodiment of the present invention, the weights of the first batch of preliminary recommended acupoints are all 2;
[0112] The weights of the preliminary recommended acupoints in the second batch are all 2;
[0113] The weights of the preliminary recommended acupoints in the third batch are all 1;
[0114] The weights of the fourth batch of preliminary recommended acupoints are all 1.
[0115] Specifically, in step S300 of the embodiment of the present invention, the preliminary recommended acupoints of each batch are summarized, duplicates are removed, and weights are accumulated. For example, if acupoint A appears in all four batches, only one acupoint A is retained, and its weight is 6; if acupoint B only appears in the first batch and the second batch, only one acupoint B is retained, and its weight is 4.
[0116] Furthermore, in step S100 of the embodiment of the present invention, the information related to the acupoint safety detection includes the patient's age and gender, other disease information unrelated to the main complaint suffered by the patient, and the weather conditions on the day of the consultation;
[0117] In step S400 of the embodiment of the present invention, screening each intermediate recommended acupoint according to the acupoint safety detection related information and based on the acupoint safety detection algorithm and performing the first weight optimization includes:
[0118] According to the information related to the acupoint safety detection and based on the acupoint safety detection algorithm, each intermediate recommended acupoint is divided into high-risk acupoints, medium-risk acupoints and low-risk acupoints;
[0119] Exclude high-risk acupoints;
[0120] Reduce the weight of medium-risk acupoints by 2;
[0121] The weights of low-risk acupoints remain unchanged.
[0122] Specifically, in the embodiment of the present invention, based on the acupoint safety detection algorithm, high-risk acupoints can be excluded and the weights of medium-risk acupoints can be adjusted. For example: for patients with dizziness, but with diabetes, acupoints that are over-stimulated in this case, such as Baihui acupoint, are medium-risk acupoints and should be used with caution. For another example: if the patient is a child, the Xinhui acupoint is a high-risk acupoint and should be disabled.
[0123] Furthermore, in step S500 of the embodiment of the present invention, the second weight optimization is performed on each intermediate recommended acupoint after the acupoint safety test according to the combined acupoint weight optimization strategy, specifically:
[0124] If among the intermediate recommended acupoints, one intermediate recommended acupoint can form an empirical acupoint combination corresponding to the patient's chief complaint with other intermediate recommended acupoints, the weight of the intermediate recommended acupoint is updated to N+0.5N, where N is the original weight of the intermediate recommended acupoint.
[0125] Furthermore, in step S600 of the embodiment of the present invention, each intermediate recommended acupoint is screened according to a predetermined weight threshold value to obtain each final recommended acupoint, which is specifically:
[0126] The intermediate recommended acupoints with weights not less than 3 are taken as the final recommended acupoints.
[0127] Furthermore, the acupoint prescription recommendation method of the embodiment of the present invention further includes:
[0128] Divide each final recommended acupoint into main acupoints and auxiliary acupoints, and generate a recommended acupoint prescription based on the recommendation basis of each final recommended acupoint;
[0129] Among them, if the acquisition of the weight of a final recommended acupoint does not utilize the concomitant symptom information, the final recommended acupoint is classified as a main acupoint; if the acquisition of the weight of a final recommended acupoint utilizes the concomitant symptom information, the final recommended acupoint is classified as a supplementary acupoint.
[0130] Specifically, in an embodiment of the present invention, the finally generated recommended acupoint prescription includes a recommended explanation for each final recommended acupoint, and the recommended explanation for the final recommended acupoint includes the weight composition of the corresponding final recommended acupoint and the weight calculation process. Such a setting can enable the patient to clearly understand the recommendation basis of the corresponding recommended acupoint.
[0131] Furthermore, in step S100 of the embodiment of the present invention, the target information also includes the date and time of the patient's visit;
[0132] The acupoint prescription recommendation method of the embodiment of the present invention further includes:
[0133] If the weight of a final recommended acupoint among the final recommended acupoints is obtained by utilizing the mother-child tonification and purgation theory recommendation algorithm, then according to the viscera disease location information and viscera deficiency and excess information and the patient's consultation date and time, the recommended implementation time corresponding to the final recommended acupoint is determined based on the meridians and meridians theory recommendation algorithm, and the recommended implementation time is added to the recommended acupoint prescription.
[0134] Specifically, in an embodiment of the present invention, the step of determining the recommended implementation time corresponding to the acupoints based on the meridians theory recommendation algorithm can be implemented after determining each final recommended acupoint, or can be implemented after obtaining the fourth batch of preliminary recommended acupoints based on the mother-child reinforcement and drainage theory recommendation algorithm.
[0135] Specifically, in the embodiment of the present invention, the theory of the meridian flow recommendation algorithm is derived from the meridian flow acupuncture. The meridian flow acupuncture is an ancient acupuncture method. It is based on the sixty five-shu points in the twelve meridians, and combined with the five elements of heavenly stems and earthly branches, it infers the prosperity and decline, opening and closing of the qi and blood circulation in the twelve meridians of the human body according to the changes of the day and time, and performs acupuncture when the acupoints are opened, so as to achieve the maximum effect of regulating yin and yang, preventing and curing diseases. The meridian flow is a concentrated embodiment of the concept of harmony between man and nature in traditional Chinese medicine, and has been used as a time selection theory for acupuncture. Although the meridian flow acupoint selection treatment is effective in clinical practice, due to the relatively complex acupoint selection rules, it is difficult for many traditional Chinese medicine doctors to quickly determine the opened acupoints and the best treatment time in the short time of treating patients. The meridian flow recommendation algorithm is an algorithm developed by applying artificial intelligence algorithms based on the changing rules of the qi and blood flow in the meridians of the human body and the growth and decline of yin and yang, which can effectively solve this problem.
[0136] The order of the twelve hours of the day corresponds to Yin, Mao, Chen, Si, Wu, Wei, Shen, You, Xu, Hai, Zi, and Chou. The times when the qi and blood of the twelve meridians of the lung, large intestine, stomach, spleen, heart, small intestine, bladder, kidney, pericardium, triple burner, gallbladder, and liver are strong correspond to Yin, Mao, Chen, Si, Wu, Wei, Shen, You, Xu, Hai, Zi, and Chou respectively. When a certain organ is in a positive syndrome, the purgation method is selected when the qi and blood of the organ are strong; when the organ is in a negative syndrome, the tonic method is selected when the qi and blood of the organ begin to weaken. For example, when a patient has a cough caused by excessive lung fire, it is a lung syndrome. In this case, the drainage method can be used on the acupoints "Chize and Yingu" selected for the lung syndrome at the time of "Yinshi (3-5 o'clock)" when the lung qi and blood are strong; when a patient has a cough caused by insufficient lung qi, it is a lung deficiency syndrome. In this case, the tonification method can be used on the acupoints "Taiyuan and Taibai" selected for the lung meridian deficiency syndrome at the time of "Maoshi (5-7 o'clock)" when the lung qi and blood begin to weaken. Figure 4 shown.
[0137] Accordingly, based on the acupoint prescription recommendation method proposed in the embodiment of the present invention, the embodiment of the present invention also proposes an acupoint prescription recommendation system, which includes the following functional modules:
[0138] A target information acquisition module is used to acquire target information, which includes patient symptom information and information related to acupoint safety detection;
[0139] A preliminary recommended acupoint acquisition module is used to determine the preliminary recommended acupoints of the corresponding batch and the weight of each preliminary recommended acupoint based on the patient's symptom information, respectively based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoints theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm;
[0140] The intermediate recommended acupoint acquisition module is used to summarize, remove duplicates and accumulate weights of the preliminary recommended acupoints of each batch to obtain each intermediate recommended acupoint and its weight;
[0141] The first acupoint optimization module screens each intermediate recommended acupoint and performs the first weight optimization based on the acupoint safety detection related information and the acupoint safety detection algorithm;
[0142] The second acupoint optimization module performs a second weight optimization on each intermediate recommended acupoint that has passed the acupoint safety test according to the combined acupoint weight optimization strategy;
[0143] The final recommended acupoint acquisition module screens each intermediate recommended acupoint according to a predetermined weight threshold to obtain each final recommended acupoint.
[0144] The acupoint prescription recommendation system proposed in the embodiment of the present invention has the following beneficial effects:
[0145] 1. Multi-theory integration and intelligent recommendation:
[0146] Description of the problem: Existing acupoint recommendations often rely on a single theory, resulting in a single recommendation result that is difficult to meet the diverse needs of patients.
[0147] Solution: The system integrates a variety of TCM theories and modern medical data. By introducing multi-dimensional data and analysis technology, it can dynamically adjust the recommended solutions according to different symptoms, constitutions, environments and other factors, and provide a variety of acupoints and treatment options. Users can get more comprehensive and personalized recommendations, avoiding the limitations of a single theory.
[0148] 2. Generalization and extensibility of scenarios:
[0149] Describe the problem: Existing systems often have poor generalization and can only be used in specific scenarios, making it difficult to cope with complex and changing clinical realities.
[0150] Solution: The system is highly scalable and can be adjusted according to different user needs, environments, treatment conditions, etc. At the same time, the system supports the continuous updating and expansion of new treatment plans and theories to keep pace with the times and meet the needs of more scenarios.
[0151] 3. Strong interpretability:
[0152] Describe the problem: Many data-driven systems are able to provide recommendations but lack clear explanations, making it difficult for users to understand the rationale behind them.
[0153] Solution: The system not only provides recommendation results, but also gives detailed theoretical basis and explanations, so that users can understand why these acupoints and techniques are selected, thereby improving trust and usage effects.
[0154] 4. Safety and reliability screening:
[0155] Description of the problem: Traditional acupoint recommendation systems often ignore safety and reliability screening. Users are not sure whether the recommended acupoints are suitable for them, which poses certain risks.
[0156] Solution: The system has a built-in safety and reliability detection module that can screen the applicability and safety of acupoints based on the user's condition, age, gender, constitution, and other dimensions to ensure that the recommended acupoints are both effective and safe.
[0157] 5.Multiple technology recommendations:
[0158] Describe the problem: The existing system often only recommends acupuncture without considering other appropriate treatment techniques, such as acupoint application, massage, cupping, etc.
[0159] Solution: The system not only recommends acupuncture, but also recommends other appropriate technologies based on the patient's actual situation, truly realizing a full range of Chinese medicine treatment plans and helping users choose more appropriate treatment methods.
[0160] The acupoint prescription recommendation system proposed in the embodiment of the present invention breaks through the limitations of existing acupoint recommendation algorithms, and has the advantages of multi-theoretical support, multi-technical recommendation, safety and reliability, strong generalization and strong interpretability, etc., providing users with more diverse, personalized and safe treatment plans of traditional Chinese medicine appropriate technologies.
[0161] Although one or more embodiments of the present invention are described above, it should be known to those skilled in the art that the present invention can be implemented in any other form without departing from its subject matter and scope. Therefore, the embodiments described above are illustrative rather than restrictive, and many modifications and substitutions are obvious to those skilled in the art without departing from the spirit and scope of the present invention as defined in the appended claims.
Claims
1. A method for recommending acupoint prescriptions, characterized in that: include: Acquiring target information, wherein the target information includes patient symptom information and acupoint safety detection related information; According to the patient's symptom information, determine the corresponding batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoints theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm; The preliminary recommended acupoints of each batch are summarized, duplicated and weighted to obtain the intermediate recommended acupoints and their weights; According to the acupoint safety detection related information and based on the acupoint safety detection algorithm, each intermediate recommended acupoint is screened and the weight is optimized for the first time; According to the combined acupoint weight optimization strategy, a second weight optimization is performed on each intermediate recommended acupoint that has passed the acupoint safety test; The intermediate recommended acupoints are screened according to a predetermined weight threshold to obtain the final recommended acupoints.
2. The acupoint prescription recommendation method according to claim 1, characterized in that: The patient symptom information includes main complaint information and concurrent symptom information.
3. The acupoint prescription recommendation method according to claim 2, characterized in that: The specific method for obtaining the preliminary recommended acupoints of each batch and the weight of each preliminary recommended acupoint is as follows: According to the chief complaint information, obtaining corresponding meridian disease labels; According to the chief complaint information, obtaining corresponding meridian attribution information based on a meridian recommendation algorithm; According to the chief complaint information, based on the empirical effective acupoints and empirical acupoint matching recommendation algorithm, the first batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints are obtained; According to the chief complaint information, the meridian symptom label and the meridian attribution information, based on the specific acupoint theory recommendation algorithm, obtaining a second batch of preliminary recommended acupoints and the weight of each of the preliminary recommended acupoints; Determine syndrome type information according to the chief complaint information and the concurrent symptom information, determine etiology information and pathogenesis information according to the syndrome type information, and obtain preliminary recommended acupoints of the third batch and the weight of each preliminary recommended acupoint based on the etiology and pathogenesis recommendation algorithm; According to the syndrome information, the organ disease location information and the organ deficiency and excess information are obtained, and based on the mother-child tonification and purgation theory recommendation algorithm, the fourth batch of preliminary recommended acupoints and the weight of each preliminary recommended acupoint are obtained.
4. The acupoint prescription recommendation method according to claim 3, characterized in that: The weights of the first batch of preliminary recommended acupoints are all 2; The weights of the second batch of preliminary recommended acupoints are all 2; The weights of the preliminary recommended acupoints in the third batch are all 1; The weights of the preliminary recommended acupoints in the fourth batch are all 1.
5. The acupoint prescription recommendation method according to claim 4, characterized in that: The information related to the acupoint safety test includes the patient's age and gender, other illnesses that the patient suffers from that are not related to the main complaint, and the weather conditions on the day of the visit; The screening of each intermediate recommended acupoint based on the acupoint safety detection related information and the acupoint safety detection algorithm and the first weight optimization include: According to the information related to the acupoint safety detection and based on the acupoint safety detection algorithm, each intermediate recommended acupoint is divided into high-risk acupoints, medium-risk acupoints and low-risk acupoints; Excluding the high-risk acupuncture points; Subtract 2 from the weight of the medium-risk acupuncture point; The weights of the low-risk acupuncture points are kept unchanged.
6. The acupoint prescription recommendation method according to claim 5, characterized in that: The second weight optimization of each intermediate recommended acupoint after acupoint safety detection according to the combined acupoint weight optimization strategy is specifically as follows: If among the intermediate recommended acupoints, one intermediate recommended acupoint can form an empirical acupoint combination corresponding to the patient's chief complaint with other intermediate recommended acupoints, the weight of the intermediate recommended acupoint is updated to N+0.5N, where N is the original weight of the intermediate recommended acupoint.
7. The acupoint prescription recommendation method according to claim 6, characterized in that: The method of screening each intermediate recommended acupoint according to a predetermined weight threshold to obtain each final recommended acupoint is as follows: The intermediate recommended acupoints with weights not less than 3 are taken as the final recommended acupoints.
8. The acupoint prescription recommendation method according to claim 7, characterized in that: Also includes: Divide each final recommended acupoint into main acupoints and auxiliary acupoints, and generate a recommended acupoint prescription based on the recommendation basis of each final recommended acupoint; Among them, if the acquisition of the weight of a final recommended acupoint does not utilize the concurrent symptom information, the final recommended acupoint is classified as a main acupoint; if the acquisition of the weight of a final recommended acupoint utilizes the concurrent symptom information, the final recommended acupoint is classified as a supplementary acupoint.
9. The acupoint prescription recommendation method according to claim 8, characterized in that: The target information also includes the patient's visit date and time; The acupoint prescription recommendation method further includes: If the weight of a final recommended acupoint among the final recommended acupoints is obtained by utilizing the mother-child tonification and purgation theory recommendation algorithm, then according to the viscera disease location information and viscera deficiency and excess information and the patient's consultation date and time, the recommended implementation time corresponding to the final recommended acupoint is determined based on the meridians and meridians theory recommendation algorithm, and the recommended implementation time is added to the recommended acupoint prescription.
10. An acupoint prescription recommendation system, characterized in that: include: A target information acquisition module, used to acquire target information, wherein the target information includes patient symptom information and acupoint safety detection related information; A preliminary recommended acupoint acquisition module is used to determine the preliminary recommended acupoints of the corresponding batch and the weight of each preliminary recommended acupoint based on the patient's symptom information, respectively based on the empirical effective acupoints and empirical matching acupoints recommendation algorithm, the specific acupoint theory recommendation algorithm, the etiology and pathogenesis recommendation algorithm and the mother-child tonification and drainage theory recommendation algorithm; The intermediate recommended acupoint acquisition module is used to summarize, remove duplicates and accumulate weights of the preliminary recommended acupoints of each batch to obtain each intermediate recommended acupoint and its weight; A first acupoint optimization module, which screens each intermediate recommended acupoint according to the acupoint safety detection related information and based on the acupoint safety detection algorithm and performs a first weight optimization; The second acupoint optimization module performs a second weight optimization on each intermediate recommended acupoint that has passed the acupoint safety test according to the combined acupoint weight optimization strategy; The final recommended acupoint acquisition module screens each intermediate recommended acupoint according to a predetermined weight threshold to obtain each final recommended acupoint.