A rehabilitation management method and system based on doctor use

Abstract

The embodiment of the present invention discloses a rehabilitation management method and system based on doctor use, wherein the method includes: receiving a first management instruction and a second management instruction input by a doctor based on a rehabilitation management platform; obtaining interactive feedback information of the patient on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database; pre-analyzing the interactive feedback information and the historical rehabilitation information based on the rehabilitation management platform, determining the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and generating several autonomous rehabilitation plans for transmission display management based on an autonomous rehabilitation planning module. By pre-analyzing the interactive feedback information and the historical rehabilitation information, the rehabilitation needs can be effectively obtained, and then the autonomous rehabilitation plan can be obtained through module autonomous analysis, thereby improving the efficiency of plan formulation and reducing the formulation workload.

Description

Technical Field

[0001] The present invention relates to the field of smart medical management technology, and in particular to a rehabilitation management method and system based on doctor use. Background Art

[0002] Smart healthcare is to build a regional medical information platform for health records, use technologies such as the Internet of Things, big data, and artificial intelligence to achieve interaction between patients and medical staff, medical institutions, and medical equipment, and gradually achieve universal, personalized, and intelligent health care. Smart healthcare provides an effective method for medical and health services in developing countries. In the case of a shortage of medical human resources, mobile healthcare can solve medical problems in developing countries.

[0003] In recent years, with the development of society, the continuous changes in dietary structure and the external environment, the probability of traffic accidents and diseases has greatly increased, which has greatly increased the incidence of limb motor dysfunction in patients. Reasonable rehabilitation training can help patients rebuild their limb motor function to a certain extent.

[0004] Traditional rehabilitation training methods generally require medical staff to set up rehabilitation plans for patients based on their own experience. However, this requires medical staff to have sufficient medical experience, and because patients require different rehabilitation plans at different stages, they all need to be re-formulated, which undoubtedly increases the workload of medical staff.

[0005] Therefore, the present invention proposes a rehabilitation management method and system based on doctor use. Summary of the invention

[0006] Based on this, it is necessary to propose a rehabilitation management method and system based on medical care to address the above problems.

[0007] A rehabilitation management method based on physician use, the method comprising:

[0008] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0009] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0010] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0011] Preferably, obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform includes:

[0012] Acquire a management attribute of the first management instruction corresponding to the rehabilitation management platform, and acquire a management verification range of the management attribute from a verification database;

[0013] Parsing the first management instruction based on a first instruction parsing rule to obtain a first sequence;

[0014] Extracting a sequence head and a sequence tail from the first sequence, and performing sequence superposition processing on the sequence head and the sequence tail to obtain a superposition value;

[0015] Determining whether the superposition value is within the management verification range;

[0016] If yes, it is determined that the first management instruction verification has passed, and the first management instruction is set to 1;

[0017] Otherwise, obtaining the platform status symbol of the rehabilitation management platform, and determining the sequence types of the sequence head and the sequence tail;

[0018] Determine whether the sequence type matches the platform status symbol, if so, determine that the first management instruction is verified to be passed, and set the first management instruction to 1;

[0019] Otherwise, based on the management attribute, determine the adjustable sequence bit of the first sequence, pre-judge the adjustable sequence of the adjustable sequence bit, obtain the corresponding adjustment variable, adjust the adjustable sequence, if the adjusted first sequence meets the verification pass standard, obtain the adjusted first management instruction based on the adjusted first sequence, and set the adjusted first management instruction to 1;

[0020] If the adjusted first sequence does not meet the verification pass standard, the adjusted first management instruction is set to 0, and a re-input reminder is sent to the doctor end;

[0021] Get the management instruction with instruction set to 1, and split the interaction type to obtain several interaction sub-instructions;

[0022] Based on the rehabilitation management platform, each interactive sub-command is sent to the patient end of the corresponding patient, and the interactive response of the corresponding patient to each interactive sub-command is obtained, thereby obtaining interactive feedback information.

[0023] Preferably, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database includes:

[0024] Obtaining the second management instruction, and inputting the second management instruction into a preset rehabilitation recognition model to obtain a plurality of rehabilitation symbol groups;

[0025] Based on each rehabilitation symbol group, a corresponding group structure is constructed, and a matchable resource component of each rehabilitation symbol in the corresponding rehabilitation symbol group based on the group structure is determined, thereby obtaining a group resource matching weight of the group structure;

[0026] Sort the resource matching weights of the groups by size, and sort the results in order, sequentially obtain rehabilitation types corresponding to the corresponding rehabilitation symbol groups, and retrieve rehabilitation data related to the patient from the rehabilitation storage database in order according to the order in which the rehabilitation types are obtained;

[0027] Establishing a correspondence between a rehabilitation type and a corresponding rehabilitation resource, and based on the correspondence, determining whether the rehabilitation resource corresponding to the corresponding rehabilitation type is in an unresponsive state;

[0028] If so, determining whether the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is less than the preset matching weight, and if so, no need to re-acquire;

[0029] If the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is greater than or equal to the preset matching weight, reacquire the rehabilitation resource corresponding to the unresponsive state and retain it;

[0030] If the rehabilitation resource corresponding to the corresponding rehabilitation type is not in an unresponsive state, the acquired corresponding rehabilitation resource is retained;

[0031] Based on the retained rehabilitation resources, historical rehabilitation information is obtained.

[0032] Preferably, the interactive feedback information and historical rehabilitation information are pre-analyzed based on the rehabilitation management platform to determine the rehabilitation requirements currently met by each rehabilitation item corresponding to the patient, including:

[0033] The rehabilitation management platform performs relationship building processing on the interactive feedback information and the historical rehabilitation information to establish a first relationship between an interactive sub-instruction and an interactive reply and a second relationship between a rehabilitation type and a rehabilitation resource;

[0034] Based on the first relationship, the reply content of the interactive reply corresponding to each interactive sub-instruction is obtained, and the reply content is subjected to a first content analysis. Meanwhile, based on the second relationship, the resource content of the rehabilitation resource corresponding to each rehabilitation type is obtained, and the resource content is subjected to a second content analysis.

[0035] Based on the first content parsing result, construct a first feature vector corresponding to the reply content, and based on the second content parsing result, construct a second feature vector corresponding to the resource content;

[0036] Based on the vector matching mechanism, the first feature vector is matched with the second feature vector to obtain the total resource content that matches each reply content, and a content matching mapping index is constructed. At the same time, each remaining unmatched resource content is obtained and a corresponding separate index is established;

[0037] Determine the mapping quantity of each mapping index and the instruction attribute of the corresponding interactive sub-instruction, and obtain the corresponding mapping flag from the annotation database, obtain the first analysis basis of the mapping flag based on the flag-analysis table, and set a first analysis window for the reply content of the corresponding mapping index based on the first analysis basis, and set a second analysis window for the total resource content of the corresponding mapping index, and establish an analysis channel between the first analysis window and the second analysis window;

[0038] Based on the first analysis window, the second analysis window and the analysis channel, performing content recovery analysis on the corresponding reply content and the matched total resource content to determine a first recovery state;

[0039] Obtaining the content attribute of each remaining resource content corresponding to the separate index, obtaining the corresponding attribute flag, obtaining the second analysis basis of the attribute flag from the attribute-analysis table, and performing content recovery analysis on the corresponding remaining resource content based on the second analysis basis to obtain a second recovery state;

[0040] Based on the first management instruction, automatically obtain a number of related rehabilitation projects, and obtain project attributes of each rehabilitation project;

[0041] Based on each item attribute, a matching rehabilitation state set is obtained from the first rehabilitation state and the second rehabilitation state, and the rehabilitation requirements currently satisfied by each rehabilitation state set are determined.

[0042] Preferably, based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission display management, including:

[0043] Obtain the current rehabilitation progress of the complete rehabilitation catalog based on the rehabilitation requirements of the corresponding type, and obtain the parameters to be rehabilitated in the remaining rehabilitation catalog;

[0044] Based on the autonomous rehabilitation planning module, all current rehabilitation progress and parameters to be rehabilitation are processed to obtain several autonomous rehabilitation plans.

[0045] Preferably, based on the autonomous rehabilitation planning module, all current rehabilitation progress and parameters to be rehabilitation are processed to obtain several autonomous rehabilitation plans, including:

[0046] Based on the current rehabilitation progress and the corresponding parameters to be rehabilitated, a corresponding sub-rehabilitation network is constructed, and a rehabilitation coupling relationship of each rehabilitation sub-network based on the rehabilitation case of the patient is determined, and at the same time, a rehabilitation association relationship between all rehabilitation sub-networks is also determined;

[0047] Randomly select a first sub-network from all rehabilitation sub-networks, and use the autonomous rehabilitation planning module to estimate the post-rehabilitation situation corresponding to the first sub-network. At the same time, input the estimation result into the autonomous rehabilitation planning module for model update, and continue to select a second sub-network from the remaining sub-networks, and use the new rehabilitation planning module for estimation, until all sub-networks are estimated, and the first rehabilitation planning module is obtained;

[0048] Training the first rehabilitation planning module based on the rehabilitation coupling relationship and the rehabilitation association relationship to obtain a second rehabilitation planning module;

[0049] Obtaining the progress weight of each current rehabilitation progress and the parameter weight of the corresponding parameter to be rehabilitated based on the rehabilitation case of the patient, and at the same time, determining the optimization information after the rehabilitation subtype corresponding to each randomly screened subnetwork is estimated, and determining the optimization weight corresponding to each optimization information;

[0050] Based on the progress weight, parameter weight and optimization weight, a rehabilitation weight corresponding to each sub-network is obtained;

[0051]

[0052]

[0053] in, represents the rehabilitation weight of the corresponding sub-network; Represents the progress weight of the corresponding sub-network; Represents the parameter weight of the corresponding sub-network; Represents the optimized weight of the corresponding sub-network; Indicates the number of subnetworks; Represents the initial information of the corresponding sub-network; Indicates the optimization information of the corresponding sub-network; Represents the comprehensive cumulative information corresponding to the initial information of all sub-networks and the optimized information of all sub-networks; Represents the total optimization information of all sub-networks;

[0054] Based on the rehabilitation weight, the rehabilitation subtypes corresponding to the current rehabilitation progress are sorted, and based on the sorting results, the corresponding current rehabilitation progress and parameters to be rehabilitation are input into the second rehabilitation planning module in turn to obtain several planning strategies, and based on each planning strategy, the corresponding autonomous rehabilitation plan is obtained.

[0055] Preferably, several autonomous rehabilitation plans are generated for transmission display management, including:

[0056] Determine the rehabilitation process of the rehabilitation project corresponding to each autonomous rehabilitation program, and make a first mark on the rehabilitation factors in each rehabilitation process, and at the same time, make a second mark on the key factors in each rehabilitation process;

[0057] Determine a first location of a first annotation result and a second location of a second annotation result in the same rehabilitation process to obtain a location layout, and then obtain a total location layout of the corresponding autonomous rehabilitation program according to all rehabilitation items in the corresponding autonomous rehabilitation program;

[0058] The rehabilitation effect of each autonomous rehabilitation program is estimated, and a corresponding display position is configured for each autonomous rehabilitation program according to the effect priority, and the corresponding overall positioning layout, rehabilitation program, and rehabilitation effect are displayed on the display position, and the overall positioning layout, rehabilitation program, and rehabilitation effect are displayed prominently respectively.

[0059] A rehabilitation management system based on doctor use, the system comprising:

[0060] A doctor side, used for receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0061] The rehabilitation management platform is used to obtain the patient's interactive feedback information on the first management instruction, and at the same time, retrieve historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0062] The rehabilitation management platform is also used to pre-analyze the interactive feedback information and historical rehabilitation information, determine the rehabilitation training requirements currently met by each rehabilitation project corresponding to the patient, and generate several autonomous rehabilitation plans based on the autonomous rehabilitation planning module to the doctor side for transmission, display and management.

[0063] A computer device comprises a memory and a processor, wherein the memory stores a computer program, and when the computer program is executed by the processor, the processor performs the following steps:

[0064] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0065] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0066] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0067] A computer-readable storage medium stores a computer program, which, when executed by a processor, causes the processor to perform the following steps:

[0068] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0069] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0070] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0071] Compared with the prior art, the present invention has the following beneficial effects:

[0072] By pre-analyzing interactive feedback information and historical rehabilitation information, rehabilitation needs can be effectively obtained, and then through autonomous analysis of the module, an autonomous rehabilitation plan can be obtained, which improves the efficiency of plan formulation and reduces the workload. BRIEF DESCRIPTION OF THE DRAWINGS

[0073] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.

[0074] in:

[0075] Figure 1 A diagram of an application environment of a rehabilitation management method based on use by a doctor in an embodiment;

[0076] Figure 2 A flowchart of a rehabilitation management method based on physician use in one embodiment;

[0077] Figure 3 is a significance distribution diagram in one embodiment;

[0078] Figure 4 A structural diagram of a rehabilitation management system based on doctor use in one embodiment;

[0079] Figure 5 FIG. 4 is a structural block diagram of a computer device in one embodiment. DETAILED DESCRIPTION

[0080] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0081] Figure 1 FIG. 1 is an application environment diagram of a rehabilitation management method based on doctor use in an embodiment. Figure 1 , the rehabilitation management method based on doctor use is applied to the rehabilitation management system based on doctor use. The system includes a terminal 110 and a server 120. The terminal 110 and the server 120 are connected through a network. The terminal 110 can be a desktop terminal or a mobile terminal. The mobile terminal can be at least one of a mobile phone, a tablet computer, a laptop computer, etc. The server 120 can be implemented as an independent server or a server cluster composed of multiple servers. The terminal 110 is used to implement each step in a rehabilitation management method based on doctor use, and the server 120 is used to implement each step in a rehabilitation management method based on doctor use.

[0082] like Figure 2 As shown, in one embodiment, a rehabilitation management method based on doctor use is provided. The method can be applied to both a terminal and a server. This embodiment is illustrated by applying to a terminal. A rehabilitation management method based on doctor use specifically includes the following steps:

[0083] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0084] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0085] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0086] In this embodiment, the rehabilitation management platform is a pre-built platform for interaction between doctors and patients. The first management instruction refers to a question-and-answer instruction sent by the doctor to the patient, such as a questionnaire survey, to obtain the patient's response information to the questionnaire survey and obtain interactive feedback information.

[0087] In this embodiment, the rehabilitation storage database stores case information and rehabilitation information of different patients, and the second management instruction refers to the acquired rehabilitation information of the patient.

[0088] In this embodiment, pre-analysis refers to a comprehensive analysis of interactive feedback information and historical rehabilitation information. For example, the interactive feedback information is the inquiry information of various doctors on the patient's current physical condition and the patient's reply information. By combining it with the historical rehabilitation information, it is convenient to obtain the rehabilitation progress and rehabilitation status. For example, the rehabilitation recovery progress corresponding to rehabilitation project 1 includes 01, 02 and 03, 3 progresses. At this time, rehabilitation project 1 meets rehabilitation requirement 1 (the recovery progress at this time should start progress 02).

[0089] In this embodiment, the autonomous rehabilitation planning module is pre-trained, and the training samples are rehabilitation progress, rehabilitation parameters, corresponding different rehabilitation programs, etc.

[0090] In this embodiment, if plans 1, 2, and 3 are obtained through the autonomous rehabilitation planning module, these three plans will be displayed.

[0091] The beneficial effect of the above technical solution is that by pre-analyzing the interactive feedback information and historical rehabilitation information, the rehabilitation needs can be effectively obtained, and then through autonomous analysis of the module, an autonomous rehabilitation plan can be obtained, thereby improving the efficiency of plan formulation and reducing the workload of formulation.

[0092] A rehabilitation management method based on doctor use, obtaining interactive feedback information of a patient on the first management instruction based on the rehabilitation management platform, comprising:

[0093] Acquire a management attribute of the first management instruction corresponding to the rehabilitation management platform, and acquire a management verification range of the management attribute from a verification database;

[0094] Parsing the first management instruction based on a first instruction parsing rule to obtain a first sequence;

[0095] Extracting a sequence head and a sequence tail from the first sequence, and performing sequence superposition processing on the sequence head and the sequence tail to obtain a superposition value;

[0096] Determining whether the superposition value is within the management verification range;

[0097] If yes, it is determined that the first management instruction verification has passed, and the first management instruction is set to 1;

[0098] Otherwise, obtaining the platform status symbol of the rehabilitation management platform, and determining the sequence types of the sequence head and the sequence tail;

[0099] Determine whether the sequence type matches the platform status symbol, if so, determine that the first management instruction is verified to be passed, and set the first management instruction to 1;

[0100] Otherwise, based on the management attribute, determine the adjustable sequence bit of the first sequence, pre-judge the adjustable sequence of the adjustable sequence bit, obtain the corresponding adjustment variable, adjust the adjustable sequence, if the adjusted first sequence meets the verification pass standard, obtain the adjusted first management instruction based on the adjusted first sequence, and set the adjusted first management instruction to 1;

[0101] If the adjusted first sequence does not meet the verification pass standard, the adjusted first management instruction is set to 0, and a re-input reminder is sent to the doctor end;

[0102] Get the management instruction with instruction set to 1, and split the interaction type to obtain several interaction sub-instructions;

[0103] Based on the rehabilitation management platform, each interactive sub-command is sent to the patient end of the corresponding patient, and the interactive response of the corresponding patient to each interactive sub-command is obtained, thereby obtaining interactive feedback information.

[0104] In this embodiment, the management attribute of the first management instruction, for example, is related to obtaining the attribute of whether the patient's legs can move. Therefore, a management verification range related to the attribute is obtained from the verification database, wherein the verification database contains management verification ranges of several different attributes.

[0105] In this embodiment, the first instruction analysis rule refers to parsing the instruction into a sequence, which is pre-set. For example, it is related to obtaining the attribute of whether the patient's legs can move. At this time, the corresponding first sequence is 111000001. At this time, the obtained sequence head is 11, and the obtained sequence tail is 01. At this time, the superposition value is 1+1+0+1=3, and the management verification range is [2, 5]. At this time, it is determined that the superposition value is within the management verification range, and the first management instruction is set to 1.

[0106] In this embodiment, the platform status symbol is "&1", and the sequence type of the sequence head and the sequence tail is "&1". At this time, it is considered a match. If the sequence type of the sequence head and the sequence tail is "&2", at this time, it is not matched, and then the adjustable sequence bits of the first sequence are obtained as the second bit, the third bit, and the fourth bit. At this time, the adjustable sequence is 110, and the best adjustable possibility of 110 is determined. For example, the best adjustable possible behavior for 110 is 001. At this time, the corresponding adjustment variable is -1-11.

[0107] In this embodiment, the verification pass standard refers to whether 1+0+0+1=2 in the modified 10010001 is within the corresponding management verification range, or whether the corresponding symbol is consistent with the platform status symbol. Through this, it can be effectively determined whether the adjusted sequence is successfully verified.

[0108] In this embodiment, the management instruction is split into interaction types. For example, the sub-instructions of the questionnaire survey on different questions are obtained, and the interaction replies corresponding to the questionnaire survey on different questions are obtained to obtain the interaction feedback information.

[0109] The beneficial effects of the above technical solution are: by determining the sequence and verification range of the management instructions, the instruction verification is performed, and the instruction verification is performed by judging the consistency of the platform status and the sequence type of the sequence head and tail, and by adjusting the sequence, it is judged again whether the adjusted sequence can pass the verification, and through effective analysis of the sequence, it is determined whether it is necessary to continue to obtain interactive information, thereby ensuring the reliability of obtaining interactive information and indirectly improving the efficiency of formulating plans.

[0110] A rehabilitation management method based on doctor use, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database, comprising:

[0111] Obtaining the second management instruction, and inputting the second management instruction into a preset rehabilitation recognition model to obtain a plurality of rehabilitation symbol groups;

[0112] Based on each rehabilitation symbol group, a corresponding group structure is constructed, and a matchable resource component of each rehabilitation symbol in the corresponding rehabilitation symbol group based on the group structure is determined, thereby obtaining a group resource matching weight of the group structure;

[0113] Sort the resource matching weights of the groups by size, and sort the results in order, sequentially obtain rehabilitation types corresponding to the corresponding rehabilitation symbol groups, and retrieve rehabilitation data related to the patient from the rehabilitation storage database in order according to the order in which the rehabilitation types are obtained;

[0114] Establishing a correspondence between a rehabilitation type and a corresponding rehabilitation resource, and based on the correspondence, determining whether the rehabilitation resource corresponding to the corresponding rehabilitation type is in an unresponsive state;

[0115] If so, determining whether the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is less than the preset matching weight, and if so, no need to re-acquire;

[0116] If the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is greater than or equal to the preset matching weight, reacquire the rehabilitation resource corresponding to the unresponsive state and retain it;

[0117] If the rehabilitation resource corresponding to the corresponding rehabilitation type is not in an unresponsive state, the acquired corresponding rehabilitation resource is retained;

[0118] Based on the retained rehabilitation resources, historical rehabilitation information is obtained.

[0119] In this embodiment, the preset rehabilitation recognition model is pre-trained and is obtained by training with various combinations of rehabilitation symbols as samples. Therefore, by inputting the second management instruction into the preset rehabilitation recognition model, several rehabilitation symbol groups can be effectively obtained, for example: symbol groups are: a1a2a3, c1c2c3, etc.

[0120] In this embodiment, each rehabilitation symbol group has its corresponding group structure. For example, the group structure corresponding to a1a2a3 can be something like a structure tree, and the matchable resource component corresponding to a1 can obtain the group resource matching weight. Since different resources correspond to different resource contents and different corresponding importance, the corresponding group resource matching weights may also be different.

[0121] In this embodiment, the rehabilitation symbol group corresponds to a rehabilitation type, for example, a leg injury that requires rehabilitation, but the leg injury also includes bones, nerves, etc. Therefore, it is necessary to retrieve the bone rehabilitation status and nerve rehabilitation status, etc. to obtain the rehabilitation information.

[0122] In this embodiment, if there are rehabilitation resources that are not responsive to the nerves, whether they need to be acquired is determined by comparing the weights.

[0123] The beneficial effect of the above technical solution is: by acquiring symbol groups, constructing group structures, and then determining group resource matching weights by allocating configurable resource components, and then acquiring rehabilitation data by sorting by size to ensure the reliability of the acquired data.

[0124] A rehabilitation management method based on doctor use, based on the rehabilitation management platform, pre-analyzes the interactive feedback information and historical rehabilitation information to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, including:

[0125] The rehabilitation management platform performs relationship building processing on the interactive feedback information and the historical rehabilitation information to establish a first relationship between an interactive sub-instruction and an interactive reply and a second relationship between a rehabilitation type and a rehabilitation resource;

[0126] Based on the first relationship, the reply content of the interactive reply corresponding to each interactive sub-instruction is obtained, and the reply content is subjected to a first content analysis. Meanwhile, based on the second relationship, the resource content of the rehabilitation resource corresponding to each rehabilitation type is obtained, and the resource content is subjected to a second content analysis.

[0127] Based on the first content parsing result, construct a first feature vector corresponding to the reply content, and based on the second content parsing result, construct a second feature vector corresponding to the resource content;

[0128] Based on the vector matching mechanism, the first feature vector is matched with the second feature vector to obtain the total resource content that matches each reply content, and a content matching mapping index is constructed. At the same time, each remaining unmatched resource content is obtained and a corresponding separate index is established;

[0129] Determine the mapping quantity of each mapping index and the instruction attribute of the corresponding interactive sub-instruction, and obtain the corresponding mapping flag from the annotation database, obtain the first analysis basis of the mapping flag based on the flag-analysis table, and set a first analysis window for the reply content of the corresponding mapping index based on the first analysis basis, and set a second analysis window for the total resource content of the corresponding mapping index, and establish an analysis channel between the first analysis window and the second analysis window;

[0130] Based on the first analysis window, the second analysis window and the analysis channel, performing content recovery analysis on the corresponding reply content and the matched total resource content to determine a first recovery state;

[0131] Obtaining the content attribute of each remaining resource content corresponding to the separate index, obtaining the corresponding attribute flag, obtaining the second analysis basis of the attribute flag from the attribute-analysis table, and performing content recovery analysis on the corresponding remaining resource content based on the second analysis basis to obtain a second recovery state;

[0132] Based on the first management instruction, automatically obtain a number of related rehabilitation projects, and obtain project attributes of each rehabilitation project;

[0133] Based on each item attribute, a matching rehabilitation state set is obtained from the first rehabilitation state and the second rehabilitation state, and the rehabilitation requirements currently satisfied by each rehabilitation state set are determined.

[0134] In this embodiment, the response content and resource content are parsed through the first relationship between the interactive sub-instruction and the interactive reply, and the second relationship between the rehabilitation type and the rehabilitation resource. For example, the first feature vector is {0 0 0 0 1 1}, and the second feature vector is {0 0 0 0 1 1}. The analysis of the contents of the two is different types of analysis, so the same feature vector can be obtained.

[0135] In this embodiment, for example, there is reply content 1. Through the matching of the first feature vector and the second feature vector, there are matching resource contents 1, 2 and 3. At this time, a mapping index between reply content 1 and resource contents 1, 2 and 3 is constructed. After all reply contents are matched, it is determined whether there are any unmatched resource contents. If so, the remaining resource contents are indexed separately.

[0136] In this embodiment, for example, the number of index mappings between reply content 1 and resource contents 1, 2, and 3 is 3, and the corresponding instruction attribute is related to leg bone rehabilitation.

[0137] In this embodiment, the annotation database includes mapping quantities and instruction attributes of different combinations, and the flag-analysis table includes various mapping flags and the analysis basis corresponding to the mapping flags, and the analysis sentence is mainly for analyzing all the contents involved in the mapping relationship and determining the connection between the two, and the first analysis window and the second analysis window are for establishing an analysis channel, mainly for analyzing the contents involved.

[0138] In this embodiment, in this embodiment, the progress mark is obtained by determining the content attribute, such as the attribute of the current progress of bone rehabilitation, and the second analysis basis related to the progress is obtained from the attribute-analysis table to perform content rehabilitation analysis.

[0139] In this embodiment, the first rehabilitation state and the second rehabilitation state are related to the current rehabilitation situation and rehabilitation progress.

[0140] In this embodiment, the corresponding rehabilitation requirements are obtained by determining relevant project attributes, such as rehabilitation diet projects, rehabilitation exercise projects, etc.

[0141] The beneficial effects of the above technical solution are: by establishing the first relationship and the second relationship and performing vector matching, it is convenient to establish a mapping index and a separate index, and by analyzing the relevant content of the mapping index and the relevant analysis of the separate index, a rehabilitation state set can be effectively obtained to determine the rehabilitation requirements, providing an effective basis for the subsequent acquisition of a rehabilitation plan.

[0142] A rehabilitation management method based on doctor use, based on an autonomous rehabilitation planning module, generates several autonomous rehabilitation plans for transmission display management, including:

[0143] Obtain the current rehabilitation progress of the complete rehabilitation catalog based on the rehabilitation requirements of the corresponding type, and obtain the parameters to be rehabilitated in the remaining rehabilitation catalog;

[0144] Based on the autonomous rehabilitation planning module, all current rehabilitation progress and parameters to be rehabilitation are processed to obtain several autonomous rehabilitation plans.

[0145] In this embodiment, for example, during the rehabilitation process, there are rehabilitation project 1 and rehabilitation project 2, and rehabilitation project 1 and rehabilitation project 2 constitute a complete rehabilitation catalog, and the rehabilitation catalog of rehabilitation project 1 includes stages 01, 02, and 03, but the current rehabilitation project 1 has only executed stage 01. At this time, the corresponding current rehabilitation progress is the start stage 02, and the parameters to be rehabilitation are the parameters of stages 02 and 03.

[0146] For another example, the rehabilitation catalog of rehabilitation project 2 includes stages 11 and 12. At this time, the corresponding current rehabilitation progress is stage 12, and the parameters to be rehabilitation are parameters of stage 12.

[0147] Through the progress and corresponding parameters, and planning by the autonomous rehabilitation planning module, several autonomous rehabilitation plans are obtained, and the autonomous rehabilitation planning module is constructed by different rehabilitation progress and corresponding rehabilitation parameters.

[0148] The beneficial effect of the above technical solution is that by determining the rehabilitation progress and rehabilitation parameters, it is convenient to obtain an autonomous rehabilitation plan through an autonomous rehabilitation planning module.

[0149] A rehabilitation management method based on doctor use, based on the autonomous rehabilitation planning module, processes all current rehabilitation progress and parameters to be rehabilitation, and obtains several autonomous rehabilitation plans, including:

[0150] Based on the current rehabilitation progress and the corresponding parameters to be rehabilitated, a corresponding sub-rehabilitation network is constructed, and a rehabilitation coupling relationship of each rehabilitation sub-network based on the rehabilitation case of the patient is determined, and at the same time, a rehabilitation association relationship between all rehabilitation sub-networks is also determined;

[0151] Randomly select a first sub-network from all rehabilitation sub-networks, and use the autonomous rehabilitation planning module to estimate the post-rehabilitation situation corresponding to the first sub-network. At the same time, input the estimation result into the autonomous rehabilitation planning module for model update, and continue to select a second sub-network from the remaining sub-networks, and use the new rehabilitation planning module for estimation, until all sub-networks are estimated, and the first rehabilitation planning module is obtained;

[0152] Training the first rehabilitation planning module based on the rehabilitation coupling relationship and the rehabilitation association relationship to obtain a second rehabilitation planning module;

[0153] Obtaining the progress weight of each current rehabilitation progress and the parameter weight of the corresponding parameter to be rehabilitated based on the rehabilitation case of the patient, and at the same time, determining the optimization information after the rehabilitation subtype corresponding to each randomly screened subnetwork is estimated, and determining the optimization weight corresponding to each optimization information;

[0154] Based on the progress weight, parameter weight and optimization weight, a rehabilitation weight corresponding to each sub-network is obtained;

[0155]

[0156]

[0157] in, represents the rehabilitation weight of the corresponding sub-network; Represents the progress weight of the corresponding sub-network; Represents the parameter weight of the corresponding sub-network; Represents the optimized weight of the corresponding sub-network; Indicates the number of subnetworks; Represents the initial information of the corresponding sub-network; Indicates the optimization information of the corresponding sub-network; Represents the comprehensive cumulative information corresponding to the initial information of all sub-networks and the optimized information of all sub-networks; Represents the total optimization information of all sub-networks;

[0158] Based on the rehabilitation weight, the rehabilitation subtypes corresponding to the current rehabilitation progress are sorted, and based on the sorting results, the corresponding current rehabilitation progress and parameters to be rehabilitation are input into the second rehabilitation planning module in turn to obtain several planning strategies, and based on each planning strategy, the corresponding autonomous rehabilitation plan is obtained.

[0159] In this embodiment, for example: the current rehabilitation progress is progress a1, and the corresponding parameters to be rehabilitated include parameters s1, s2, s3, s4, and s5. Therefore, a1 and s1, s2, s3, s4, and s5 can construct a sub-rehabilitation network. Rehabilitation cases can be directly obtained from the rehabilitation management platform, and a rehabilitation coupling relationship between the sub-rehabilitation network and the rehabilitation cases can be established, which is the rehabilitation role played by the sub-network in the rehabilitation cases.

[0160] In this embodiment, the relationship between the rehabilitation sub-networks is determined to determine the rehabilitation effect of different sub-networks in the entire rehabilitation process. For example, in the process of leg rehabilitation, different types of rehabilitation are involved, such as the effect of diet on rehabilitation, the effect of different exercises on rehabilitation, and different rehabilitation needs to be combined with different diets to achieve rehabilitation.

[0161] In this embodiment, the autonomous rehabilitation planning module is updated by randomly selecting sub-networks, so as to ensure the higher accuracy of the model and thereby obtain the first rehabilitation planning model.

[0162] In this embodiment, the second rehabilitation planning module can be obtained by retraining through the rehabilitation coupling relationship and the rehabilitation association relationship.

[0163] In this embodiment, the autonomous rehabilitation planning model is optimized based on each sub-network, and the optimization information corresponding to each sub-network can be obtained to determine the optimization weight of the optimization information. This is because different sub-networks play different roles in the rehabilitation process. The greater the rehabilitation role, the more reliable the corresponding optimization information, and the greater the corresponding optimization weight.

[0164] In this embodiment, the second rehabilitation planning module is a fully optimized module, and therefore, the planning strategy can be acquired again through the current rehabilitation progress and the parameters to be rehabilitated.

[0165] The beneficial effects of the above technical solution are: by constructing sub-rehabilitation networks and randomly screening sub-networks, the modules are optimized level by level to obtain optimized modules, and then the optimal modules are obtained by establishing coupling relationships and association relationships, and by calculating the rehabilitation weights of different networks, the progress and parameters are sorted, and finally, through the optimal module, the optimization planning strategy is obtained, the autonomous rehabilitation plan is obtained, the efficiency of formulating rehabilitation is improved, and the workload of doctors is reduced.

[0166] A rehabilitation management method based on doctor use generates several autonomous rehabilitation plans for transmission display management, including:

[0167] Determine the rehabilitation process of the rehabilitation project corresponding to each autonomous rehabilitation program, and make a first mark on the rehabilitation factors in each rehabilitation process, and at the same time, make a second mark on the key factors in each rehabilitation process;

[0168] Determine a first location of a first annotation result and a second location of a second annotation result in the same rehabilitation process to obtain a location layout, and then obtain a total location layout of the corresponding autonomous rehabilitation program according to all rehabilitation items in the corresponding autonomous rehabilitation program;

[0169] The rehabilitation effect of each autonomous rehabilitation program is estimated, and a corresponding display position is configured for each autonomous rehabilitation program according to the effect priority, and the corresponding overall positioning layout, rehabilitation program, and rehabilitation effect are displayed on the display position, and the overall positioning layout, rehabilitation program, and rehabilitation effect are displayed prominently respectively.

[0170] In this embodiment, the rehabilitation factors include, for example, running with the legs bent, and the key factors include, for example, the legs cannot be bent for too long during leg recovery.

[0171] like Figure 3 As shown, the significance display distribution diagram.

[0172] The beneficial effect of the above technical solution is: by marking different factors and finally displaying the significance, it can facilitate the doctor's effective viewing, improve the display visual effect, provide reference value, and improve work efficiency.

[0173] A rehabilitation management system based on the use of doctors, such as Figure 4 As shown, the system comprises:

[0174] A doctor side, used for receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0175] The rehabilitation management platform is used to obtain the patient's interactive feedback information on the first management instruction, and at the same time, retrieve historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0176] The rehabilitation management platform is also used to pre-analyze the interactive feedback information and historical rehabilitation information, determine the rehabilitation training requirements currently met by each rehabilitation project corresponding to the patient, and generate several autonomous rehabilitation plans based on the autonomous rehabilitation planning module to the doctor side for transmission, display and management.

[0177] The beneficial effect of the above technical solution is that by pre-analyzing the interactive feedback information and historical rehabilitation information, the rehabilitation needs can be effectively obtained, and then through autonomous analysis of the module, an autonomous rehabilitation plan can be obtained, thereby improving the efficiency of plan formulation and reducing the workload of formulation.

[0178] Figure 5 FIG. 1 shows an internal structure diagram of a computer device in an embodiment. The computer device may be a terminal or a server. Figure 5As shown, the computer device includes a processor, a memory and a network interface connected via a system bus. The memory includes a non-volatile storage medium and an internal memory. The non-volatile storage medium of the computer device stores an operating system and may also store a computer program. When the computer program is executed by the processor, the processor can implement the age recognition method. The internal memory may also store a computer program. When the computer program is executed by the processor, the processor can implement the age recognition method. Those skilled in the art will understand that Figure 5 The structure shown in the figure is only a block diagram of a part of the structure related to the solution of the present application, and does not constitute a limitation on the computer device to which the solution of the present application is applied. The specific computer device may include more or fewer components than those shown in the figure, or combine certain components, or have a different arrangement of components.

[0179] In one embodiment, a computer device is provided, comprising a memory and a processor, wherein the memory stores a computer program, and when the computer program is executed by the processor, the processor performs the following steps:

[0180] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0181] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0182] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0183] In one embodiment, a computer-readable storage medium is provided, storing a computer program, wherein when the computer program is executed by a processor, the processor performs the following steps:

[0184] Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform;

[0185] Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database;

[0186] Step 3: Based on the rehabilitation management platform, the interactive feedback information and historical rehabilitation information are pre-analyzed to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission and display management.

[0187] Those skilled in the art can understand that all or part of the processes in the above-mentioned embodiment methods can be completed by instructing the relevant hardware through a computer program, and the program can be stored in a non-volatile computer-readable storage medium. When the program is executed, it can include the processes of the embodiments of the above-mentioned methods. Among them, any reference to memory, storage, database or other media used in the embodiments provided in this application can include non-volatile and / or volatile memory. Non-volatile memory may include read-only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM) or flash memory. Volatile memory may include random access memory (RAM) or external cache memory. As an illustration and not limitation, RAM is available in many forms, such as static RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDRSDRAM), enhanced SDRAM (ESDRAM), synchronous link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM).

[0188] The technical features of the above embodiments may be arbitrarily combined. To make the description concise, not all possible combinations of the technical features in the above embodiments are described. However, as long as there is no contradiction in the combination of these technical features, they should be considered to be within the scope of this specification.

[0189] The above-mentioned embodiments only express several implementation methods of the present application, and the descriptions thereof are relatively specific and detailed, but they cannot be understood as limiting the scope of the present application. It should be pointed out that, for a person of ordinary skill in the art, several variations and improvements can be made without departing from the concept of the present application, and these all belong to the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the attached claims. Please enter the specific implementation content part.

Claims

1. A rehabilitation management method based on doctor use, characterized in that: The method comprises: Step 1: receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform; wherein the first management instruction refers to a question-and-answer instruction sent by the doctor to the patient, and the second management instruction refers to the acquired rehabilitation information of the patient; Step 2: obtaining the patient's interactive feedback information on the first management instruction based on the rehabilitation management platform, and at the same time, retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database; Step 3: Preliminary analysis is performed on the interactive feedback information and historical rehabilitation information based on the rehabilitation management platform to determine the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient, and based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission, display and management; Wherein, based on the pre-analysis of the interactive feedback information and the historical rehabilitation information by the rehabilitation management platform, the rehabilitation requirements currently met by each rehabilitation project corresponding to the patient are determined, including: The rehabilitation management platform performs relationship building processing on the interactive feedback information and the historical rehabilitation information to establish a first relationship between an interactive sub-instruction and an interactive reply and a second relationship between a rehabilitation type and a rehabilitation resource; Based on the first relationship, the reply content of the interactive reply corresponding to each interactive sub-instruction is obtained, and the first content analysis is performed on the reply content. Meanwhile, based on the second relationship, the resource content of the rehabilitation resource corresponding to each rehabilitation type is obtained, and the second content analysis is performed on the resource content. Based on the first content parsing result, construct a first feature vector corresponding to the reply content, and based on the second content parsing result, construct a second feature vector corresponding to the resource content; Based on the vector matching mechanism, the first feature vector is matched with the second feature vector to obtain the total resource content that matches each reply content, and a content matching mapping index is constructed. At the same time, each remaining unmatched resource content is obtained and a corresponding separate index is established; Determine the mapping quantity of each mapping index and the instruction attribute of the corresponding interactive sub-instruction, and obtain the corresponding mapping flag from the annotation database, obtain the first analysis basis of the mapping flag based on the flag-analysis table, and set a first analysis window for the reply content of the corresponding mapping index based on the first analysis basis, and set a second analysis window for the total resource content of the corresponding mapping index, and establish an analysis channel between the first analysis window and the second analysis window; Based on the first analysis window, the second analysis window and the analysis channel, performing content recovery analysis on the corresponding reply content and the matched total resource content to determine a first recovery state; Obtaining the content attribute of each remaining resource content corresponding to the separate index, obtaining the corresponding attribute flag, obtaining the second analysis basis of the attribute flag from the attribute-analysis table, and performing content recovery analysis on the corresponding remaining resource content based on the second analysis basis to obtain a second recovery state; Based on the first management instruction, automatically obtain a number of related rehabilitation projects, and obtain project attributes of each rehabilitation project; Based on each item attribute, a matching rehabilitation state set is obtained from the first rehabilitation state and the second rehabilitation state, and the rehabilitation requirements currently satisfied by each rehabilitation state set are determined.

2. The doctor-based rehabilitation management method according to claim 1, characterized in that: Acquiring interactive feedback information of the patient on the first management instruction based on the rehabilitation management platform includes: Acquire a management attribute of the first management instruction corresponding to the rehabilitation management platform, and acquire a management verification range of the management attribute from a verification database; Parsing the first management instruction based on a first instruction parsing rule to obtain a first sequence; Extracting a sequence head and a sequence tail from the first sequence, and performing sequence superposition processing on the sequence head and the sequence tail to obtain a superposition value; Determining whether the superposition value is within the management verification range; If yes, it is determined that the first management instruction verification has passed, and the first management instruction is set to 1; Otherwise, obtaining the platform status symbol of the rehabilitation management platform, and determining the sequence types of the sequence head and the sequence tail; Determine whether the sequence type matches the platform status symbol, if so, determine that the first management instruction is verified to be passed, and set the first management instruction to 1; Otherwise, based on the management attribute, determine the adjustable sequence bit of the first sequence, pre-judge the adjustable sequence of the adjustable sequence bit, obtain the corresponding adjustment variable, adjust the adjustable sequence, if the adjusted first sequence meets the verification pass standard, obtain the adjusted first management instruction based on the adjusted first sequence, and set the adjusted first management instruction to 1; If the adjusted first sequence does not meet the verification pass standard, the adjusted first management instruction is set to 0, and a re-entry reminder is sent to the doctor end; Get the management instruction with instruction set to 1, and split the interaction type to obtain several interaction sub-instructions; Based on the rehabilitation management platform, each interactive sub-command is sent to the patient end of the corresponding patient, and the interactive response of the corresponding patient to each interactive sub-command is obtained, thereby obtaining interactive feedback information; The management attribute of the first management instruction is related to obtaining the attribute of whether the patient's legs can move, and a management verification range related to the attribute is obtained from a verification database, wherein the verification database contains management verification ranges of several different attributes.

3. The doctor-based rehabilitation management method according to claim 1, characterized in that: Retrieving historical rehabilitation information related to the second management instruction from a rehabilitation storage database, including: Obtaining the second management instruction, and inputting the second management instruction into a preset rehabilitation recognition model to obtain a plurality of rehabilitation symbol groups; Based on each rehabilitation symbol group, a corresponding group structure is constructed, and a matchable resource component of each rehabilitation symbol in the corresponding rehabilitation symbol group based on the group structure is determined, thereby obtaining a group resource matching weight of the group structure; Sort the resource matching weights of the groups by size, and sort the results in order, sequentially obtain rehabilitation types corresponding to the corresponding rehabilitation symbol groups, and retrieve rehabilitation data related to the patient from the rehabilitation storage database in order according to the order in which the rehabilitation types are obtained; Establishing a correspondence between a rehabilitation type and a corresponding rehabilitation resource, and based on the correspondence, determining whether the rehabilitation resource corresponding to the corresponding rehabilitation type is in an unresponsive state; If so, determining whether the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is less than the preset matching weight, and if so, no need to re-acquire; If the group resource matching weight corresponding to the rehabilitation resource corresponding to the unresponsive state is greater than or equal to the preset matching weight, reacquire the rehabilitation resource corresponding to the unresponsive state and retain it; If the rehabilitation resource corresponding to the corresponding rehabilitation type is not in an unresponsive state, the acquired corresponding rehabilitation resource is retained; Based on the retained rehabilitation resources, historical rehabilitation information is obtained; Among them, by obtaining the symbol group, the group structure is constructed, and then the group resource matching weight is determined by allocating the configurable resource components, and then the rehabilitation data is obtained by sorting by size.

4. The doctor-based rehabilitation management method according to claim 1, characterized in that: Based on the autonomous rehabilitation planning module, several autonomous rehabilitation plans are generated for transmission display management, including: Obtain the current rehabilitation progress of the complete rehabilitation catalog based on the rehabilitation requirements of the corresponding type, and obtain the parameters to be rehabilitated in the remaining rehabilitation catalog; Based on the autonomous rehabilitation planning module, all current rehabilitation progress and parameters to be rehabilitation are processed to obtain several autonomous rehabilitation plans.

5. The doctor-based rehabilitation management method according to claim 4, characterized in that: Based on the autonomous rehabilitation planning module, all current rehabilitation progress and parameters to be rehabilitation are processed to obtain several autonomous rehabilitation plans, including: Based on the current rehabilitation progress and the corresponding parameters to be rehabilitated, a corresponding sub-rehabilitation network is constructed, and a rehabilitation coupling relationship of each rehabilitation sub-network based on the rehabilitation case of the patient is determined, and at the same time, a rehabilitation association relationship between all rehabilitation sub-networks is also determined; Randomly select a first sub-network from all rehabilitation sub-networks, and use the autonomous rehabilitation planning module to estimate the post-rehabilitation situation corresponding to the first sub-network. At the same time, input the estimation result into the autonomous rehabilitation planning module for model update, and continue to select a second sub-network from the remaining sub-networks, and use the new rehabilitation planning module for estimation, until all sub-networks are estimated, and the first rehabilitation planning module is obtained; Training the first rehabilitation planning module based on the rehabilitation coupling relationship and the rehabilitation association relationship to obtain a second rehabilitation planning module; Obtaining the progress weight of each current rehabilitation progress and the parameter weight of the corresponding parameter to be rehabilitated based on the rehabilitation case of the patient, and at the same time, determining the optimization information after the rehabilitation subtype corresponding to each randomly screened subnetwork is estimated, and determining the optimization weight corresponding to each optimization information; Based on the progress weight, parameter weight and optimization weight, a rehabilitation weight corresponding to each sub-network is obtained; in, represents the rehabilitation weight of the corresponding sub-network; Represents the progress weight of the corresponding sub-network; Represents the parameter weight of the corresponding sub-network; Represents the optimized weight of the corresponding sub-network; Indicates the number of subnetworks; Represents the initial information of the corresponding sub-network; Indicates the optimization information of the corresponding sub-network; Represents the comprehensive cumulative information corresponding to the initial information of all sub-networks and the optimized information of all sub-networks; Represents the total optimization information of all sub-networks; Based on the rehabilitation weight, the rehabilitation subtypes corresponding to the current rehabilitation progress are sorted, and based on the sorting results, the corresponding current rehabilitation progress and parameters to be rehabilitation are input into the second rehabilitation planning module in turn to obtain several planning strategies, and based on each planning strategy, the corresponding autonomous rehabilitation plan is obtained.

6. The doctor-based rehabilitation management method according to claim 1, characterized in that: Generate several autonomous recovery plans for transmission display management, including: Determine the rehabilitation process of the rehabilitation project corresponding to each autonomous rehabilitation program, and make a first mark on the rehabilitation factors in each rehabilitation process, and at the same time, make a second mark on the key factors in each rehabilitation process; Determine a first location of a first annotation result and a second location of a second annotation result in the same rehabilitation process to obtain a location layout, and then obtain a total location layout of the corresponding autonomous rehabilitation program according to all rehabilitation items in the corresponding autonomous rehabilitation program; The rehabilitation effect of each autonomous rehabilitation program is estimated, and a corresponding display position is configured for each autonomous rehabilitation program according to the effect priority, and the corresponding overall positioning layout, rehabilitation program, and rehabilitation effect are displayed on the display position, and the overall positioning layout, rehabilitation program, and rehabilitation effect are displayed prominently respectively.

7. A rehabilitation management system based on doctor use, characterized in that: The system is used for applying the doctor-based rehabilitation management method according to any one of claims 1 to 6, comprising: A doctor side, used for receiving a first management instruction and a second management instruction input by a doctor based on the rehabilitation management platform; The rehabilitation management platform is used to obtain the patient's interactive feedback information on the first management instruction, and at the same time, retrieve historical rehabilitation information related to the second management instruction from a rehabilitation storage database; The rehabilitation management platform is also used to pre-analyze the interactive feedback information and historical rehabilitation information, determine the rehabilitation training requirements currently met by each rehabilitation project corresponding to the patient, and generate several autonomous rehabilitation plans based on the autonomous rehabilitation planning module to the doctor side for transmission, display and management.

8. A computer-readable storage medium storing a computer program, wherein when the computer program is executed by a processor, the processor is caused to perform the steps of the method according to any one of claims 1 to 6.

9. A computer device comprising a memory and a processor, wherein the memory stores a computer program, and when the computer program is executed by the processor, the processor executes the steps of the method according to any one of claims 1 to 6.

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