The country's big model of health care now has a new player。
Or a large model with chinese medicine at its core
Question quixue quiz quizun, a major model, produced by medical doctors。
As a representative of the country's intelligent medicine industry, its progress in the past may not have been well known。
However, its core product, the clinical intelligence auxiliary system, has achieved application coverage from primary village health units to the sanctuary hospital, which has accumulated users of over 400 level hospitals and over 8,000 primary health-care institutions。
This also means that once a large model is scaled down, it can be quickly applied to the grass-roots level。
As a result, three sub-models were thrown out directly at the launch site and a live demonstration was conducted。
(a) a major clinical model based on diagnosed diseases
(a) a larger clinical model based solely on symptoms and signs
(c) the master model of secondary health care。
In the case of the master model for secondary health care, only symptoms and signs are required. For example, input fear of cold and associated symptoms。
Large models can produce a range of multi-dimensional feeding options. This includes chinese medicine, caves, therapeutic feeding, tea, etc。
Enter cold and associated symptoms and give a range of feeding options
The first big model for young people, coming
I thought it was over, but i didn't know that after the demonstration, the chinese doctor had made direct disclosure of the ongoing training process
What is this player? What is the power of chinese doctor gpt
How's chinese doctor gpt
So let's see, what's the power of this big model
There are two main scenarios: chinese paramedical care, and chinese health care。
The first is an on-site presentation based on a major clinical model for diagnosed diseases, i. E., input of the patient's “disease-symptomological-physical” information, allowing the larger model to export the results of the identification, cure and chinese medicine。
Upon arrival, it would call itself a "doctor" and ask questions about illnesses requiring counselling. After entering chronic stomachitis on site, it will further request you to provide relevant information。
Patients had stomach pains three years ago, with hidden pains and sometimes a feeling of stomach heat. In september of the previous year, a stomach mirror examination was performed at the local people's hospital, where it was diagnosed as shallow stomachitis. Patients usually eat less, their appetite is normal, their mouth is dry, their poop is dry, their sleep is normal, their tongue is red, and their veins count。
Finally, it can be seen that it succeeded in deduced the probative “spleen-temperature” and gave the rules, prescriptions and medication and usage。
The model is currently open to applications for internal testing in medical institutions through the micro-intelligence public number of the medical doctors of the greatest studies。
Even for those diseases that are not specifically diagnosed, only symptoms and signs are entered. Large models can also output complete results, i. E. Second sub-model knowledge. For example, the entry of "sweat" and related conditions。
In the case of healthy breeding, just enter the sub-health problems that have recently afflicted you, and you can quickly obtain a full range of proposals for raising acupuncture, massage, ointment, tea, meals, soup, etc。
Such capacity is dependent on the support and training of industry data. According to wang qi, director general of chinese medical technology, these data sets were used mainly in the training of large models -
Medical knowledge mapping data in 11 million cases; 1,500 copies of ancient chinese medicine and literature data; 100,000 authentic chinese medical expert case data; 100,000 pulses, tongues, passages, caves; 2 million authentic chinese medical clinical data。
For these high-quality data, mch has invested tens of millions of r & d costs in the past。
Specific training modalities were also presented at the launch。
Four tiers of progressive training are used: pre-training supervision of fine-tuning incentive models for enhanced learning. Currently, the first two phases have been completed, and the latter two are continuing to evolve。
The training system is currently being completed with the collaboration of experts from both the chinese and ai sectors. The number of iids assessed by chinese medical experts has reached 1704605, which is sufficient to show the scale of their data。
How can you release three sub-models at once and open the training process directly at the scene
How does the big model work
The most intuitive paradigm shift of the larger model is the birth of a new human interaction。
Whether it's a search engine in a generic scenario or an interactive mode in a vertical scenario --
From ui, os, emr, etc. To natural languages. What is foreseen is that the "flow portal" and "knowledge acquisition path" have been redefined in this change。
Since the value of landings is obvious, the larger model is applied vertically, and ceo lee, a medical practitioner, believes it depends on these three elements:
Data: access to high-quality industry data
Experts: adjustments to pre-training models, feedback from high-level industry experts
Scene: business farming for specific scenarios, business understanding of specific scenarios as a means of achieving an effective integration of large models with industry。
In sum, the industry is know-how, an industry barrier that has accumulated from years of deep cultivation。
Founder of the chinese medical doctor, ceo li wen-yung
This “barrier” can be seen in three ways:
Data。
Compared to other branches of medicine, chinese medical knowledge is more varied and personalized, and there is a tradition of “unhumanity and incompetence”, which leads to very high-quality data being very private and less open, thus making it more necessary to farm in deep, vertical areas。
It was explained that, based on a wealth of experience and knowledge of treatment in the chinese medical literature, the chinese medical doctor has developed a map of the knowledge of chinese medical treatment, covering all disciplines, such as internal and external women and children, as well as the chronology and the south of the mon river. This is said to be the most high-quality industry data available in the industry。
At the same time, a standardized dictionary of chinese medical symptoms, signs and dictionaries containing 25,000 + entries was established. It was also described as the only large-scale, disease-wide glossary of terminology in the industry. This would reduce the impact of inconsistent answers due to differences in wording。
At present, more than 400 level hospitals and more than 8,000 users of primary health-care facilities have accumulated, generating a large amount of specialized data on the treatment of chinese medicine。
Talent。
It is known that the mchd has the largest mch-ai cross-border r & d team in the industry and the largest senior mch team in the industry, and that they have collaborated by agreement in the development of the mcha study, which could assist rlhf in improving performance。
In addition, meac has been working with experts from institutions such as the shanghai department of computer science and engineering to integrate multiple technological advantages in conducting research on large models of chinese medicine。
Apply。
The richer the scenery, the more complex the client data, the more useful it is to train large vertical models that better understand the industry landscape and operations, and to quickly develop and update the wheel effect in subsequent hierarchies。
The existing ai application scene of the mch has achieved b and c coverage -
Level medical institutions, including the central hospital of guangdong province, the longhua hospital attached to the shanghai medical university, and regional medical associations, such as the gangning district of nanjing city and the gao qing county of luibo city, or the large health institutions, such as the “old service centre” in the changning district of shanghai, as well as the primary medical institutions, such as the village health units, which sank down to shandong and jilin。
At the c level, for example, learning chinese medical intelligence health assistants in powerful countries can recommend chinese medical treatment programmes by choosing uncomfortable behaviour. There are now nearly 3 million users。
On the basis of these three core advantages, the technical path of the magna carta is also clear. At the launch, li wen-yung revealed that the big model was made like this。
First, it ranges from the clinical data of the old chinese doctor + the documentation data of the chinese doctor to the knowledge profile of the chinese doctor。
These data are structured and standardized using a knowledge map to express and store the experience and literature of older chinese medicine。
This is followed by a model of pre-training in the field of chinese medicine from a map of chinese medicine。
The generic pre-training model is fine-tuned using tens of millions of levels of chinese medical knowledge mapping and clinical data。
Finally, it ranges from a pre-training model in the chinese medicine field to a large model of quizhu。
With the participation of chinese medical experts, an incentive model - an enhanced learning mechanism - was used to form a large-scale model of quechua。
Why do you need a big model
Large models have evolved to the present, both in terms of progress and industry focus, from a vision of technology itself to an industry landing。
A weather-based application such as the chinese mega-model can be posted in nature, and it can complete a 24-hour global weather forecast in 1. 4 seconds, 10,000 times faster than traditional methods。
Large models are applied in the fields of education, games, advertising and mining, drug research and development。
On these two days, beijing university of transport has also jointly released transgpt, the first home-owned integrated transport model, and opened its source。
In li's view, the application of vertical areas and even specific scenarios is where the big model is most viable。
With regard to the development of the `chinese language model', chinese doctors have also revealed the reasons for this。
In the industry, chinese medicine has a large language model that helps to develop chinese medicine's “digital intelligence”。
First, chinese clinical data and chinese literature data are mostly in the form of textual data. Large-linguistic models that specialize in natural language recognition and processing contribute to the development of chinese medicine。
Second, chinese medicine has both a well-established theoretical system and a strong sense of experience, so chinese medicine is taught by the words “read the classics and the famous”。
These experiences are embedded in chinese medicine literature, books, and in a large number of medical cases, medical discourses and medical theories, but understanding, remembering and applying them is a difficult task, and the emergence of a large-language model of chinese medicine will significantly change the pattern of chinese medicine learning and talent development。
Finally, from the very point of view of chinese medicine, which is not only medicine, but also the way of life of chinese people, it also determines that chinese medicine exists not only in hospitals, but also in the family, and in various health-related spaces。
In a broader context, the interaction of natural languages is more in line with the communication habits of ordinary people. In this way, the medium-medicine mega-linguistic model can contribute more to the wider fall of chinese medicine。
In addition to the industrial dimension, there is a much deeper value for mch itself。
As early as seven years ago, chinese medical doctors had suggested that intellectualization was a necessary path to the development of chinese medicine and that it should be used in practice。
The central health clinical intelligence assistance system (cdss) of the core product has been set up from the sanctuary hospital to the community health services centre and the town health centre, to the application ecology of all levels of care in clinics, clinics and health units。
Since the beginning of this year, an integrated system of diagnostic and diagnostic services has been developed for chinese doctors, including the central health service, the central health service and the central health service。
The integrated digital medicine system, which integrates a series of software and hardware products from mch
In their words, the integrated medical care system of the mch has been extended from the “serious medical” biosphere to the “high-health” ecosystem。
Now, with the release of the gpt, the great health of chinese medical doctors will be further developed, accelerating the expansion of the health landscape。
The presentation concluded with a call for more eco-partners。
Large models accelerate the construction of enterprise biospheres and will further accelerate the development of the industrial sector towards a wider landscape -
In everyday life, chinese doctors are also visible。
It is also a paradigm for change in more subdivisions of the larger model, from the start of the business to the end of the industry to the end of the world。
Where else can big models collide? You might want to wait here。
