Artificial intelligence is the simulation of human intelligence、Extension and expansion。Today，Artificial intelligence is undergoing the evolution process from perceptual intelligence to cognitive intelligence。Cognitive intelligence must have human analysis、Reasoning and decision-making skills，The core is the ability to reasonably understand abstract concepts and carry out reasoning and explanation，The ability to understand and use bet365 bonus code louisiana is the prerequisite。At the same time，bet365 bonus code louisiana is also a window to observe human intelligence。An important task in children’s bet365 bonus code louisiana research is to explore the acquisition and development of human bet365 bonus code louisiana and cognition。Studying bet365 bonus code louisiana disorders in children，Can enrich and improve the exploration of human bet365 bonus code louisiana and human intelligence。current，Whether it is the application of artificial intelligence in many scenarios，It is also the diagnosis, treatment and research of children's bet365 bonus code louisiana disorders，All show broad development prospects，But they are also facing development bottlenecks。The two explore bet365 bonus code louisiana and cognition，It is expected to form an interactive and complementary force in integrated development，Thus breaking through the shackles to a certain extent，Towards "working together as one heart"、The development path of harmony and symbiosis。

　Artificial intelligence empowers the diagnosis and treatment of children’s bet365 bonus code louisiana disorders

In a clinical sense，Broadly defined bet365 bonus code louisiana disorders in children include both artificial intelligence "developmental bet365 bonus code louisiana disorders" defined by the World Health Organization's International Classification of Diseases, Eleventh Revision (ICD-11)，Also includes intellectual disabilities、Hearing Impairment、Autism Spectrum Disorder、Attention deficit hyperactivity disorder、bet365 bonus code louisiana deficits in childhood developmental disorders such as developmental coordination disorder and specific learning difficulties，The latter is also called secondary speech disorder。Children in the process of mother tongue acquisition and development，If the bet365 bonus code louisiana ability is significantly lower than the expected level for the same age，Leading in interpersonal communication、Social engagement、One or more functional limitations in academic performance and other aspects，It means there is a bet365 bonus code louisiana barrier。Compared to typically developing children，Children with bet365 bonus code louisiana disorders will have a small vocabulary、Difficulty in forming words and sentences、Narrative flaws and other issues。

Based on a multinational and multidisciplinary expert consensus on bet365 bonus code louisiana disorders in children，about 7.4%—9.4% of children aged 4-7 years will have bet365 bonus code louisiana difficulties。However，Due to abnormal bet365 bonus code louisiana understanding and/or production，Children with bet365 bonus code louisiana disorders often show inattention、Disobedience and emotional and behavioral problems such as tantrums and aggressive behavior，It is difficult for parents to directly connect these with bet365 bonus code louisiana problems，And arrange medical treatment。and，There are few outpatient clinics for children with bet365 bonus code louisiana disorders，Shortage of specialists and therapists，Difficulty meeting daily diagnosis and treatment needs。Also，The clinical diagnosis of children's bet365 bonus code louisiana disorders is mainly done by doctors through face-to-face observation、Methods of scale assessment，Based on the patient’s symptoms、Make a comprehensive judgment based on physical signs and scale test results，Diagnosis relies more on the doctor’s subjective experience rather than pathological indicators。There is a lack of reliability research reports on diagnostic methods、Insufficient specificity、Poor sensitivity、Problems such as low accuracy。

In recent years，Clinical applications based on artificial intelligence have been launched in the research and diagnosis of mental illnesses。For example，Classification of EEG signals with machine learning，Neural correlation interpretation of MRI brain imaging and more with the help of deep neural networks。Artificial intelligence can capture subtle changes in the brain caused by mental illness，Judge cognitive level。It is currently known that children with secondary bet365 bonus code louisiana disorders have certain degree of abnormalities in brain structure and function，Although no obvious structural abnormalities have been found in the brains of children with developmental bet365 bonus code louisiana disorders，But there is also evidence to support the existence of brain development disorders in such children。For example，Brain evoked potential examination display based on verbal tasks，There is dysfunction in its bet365 bonus code louisiana-related center。Estimated to undergo technical iteration and clinical verification，Artificial intelligence will be able to automatically identify the brain characteristics of children with bet365 bonus code louisiana disorders，Exploring biomarkers related to bet365 bonus code louisiana and cognitive impairment，And used in the diagnosis and treatment of children's speech disorders。

Research and application of artificial intelligence in speech analysis technology，It can also contribute to further developing the role of artificial intelligence in the diagnosis and treatment of bet365 bonus code louisiana disorders。Currently，Artificial Intelligence for Cognitive Impairments、Pathological speech data sets of patients with autism spectrum disorder and other disorders have shown good recognition accuracy，Among them, the classification effect using deep learning algorithm is the best。In addition，Research has used deep learning to automatically detect the natural speech flow of patients with aphasia，Can effectively distinguish between damaged and undamaged speech。Inferred from this，Artificial intelligence should also rely on speech recognition、Voice Computing、Voice emotion analysis, etc.，Get phonetic details that characterize a child's speech disorder。

Application of artificial intelligence in the diagnosis and treatment of children’s bet365 bonus code louisiana disorders，Can save specialized human resources，Provides the possibility to carry out large-scale early diagnostic screening for children's bet365 bonus code louisiana disorders，So that the risk of disease can be alerted earlier，Realizing early detection、Early intervention。Artificial intelligence in brain science、Applications in subjects such as phonetics，It may significantly improve the assessment and diagnosis of children’s bet365 bonus code louisiana disorders、Objectivity and accuracy of subtype classification，So that doctors can choose intervention treatment plans more specifically，Thus facilitating the realization of precise diagnosis and treatment。

Artificial intelligence’s assistance in the diagnosis and treatment of children’s bet365 bonus code louisiana disorders will not stop here，We need to further play a breakthrough role。From symptoms and signs、Clinical Scale、Brain Image、Tracking and collection of multi-category data such as voice，Unification and sharing of electronic health record systems，Then to the construction of a child bet365 bonus code louisiana disorder model、Evaluation and Clinical Translation，And heterogeneous analysis of various types of children’s bet365 bonus code louisiana disorders，Evaluation and diagnosis of bet365 bonus code louisiana disorders in children、The artificial intelligence ecosystem for intervention treatment and management is gradually being established。

　Diagnosis and treatment of speech bet365 bonus code louisiana in childrenInspiration for artificial bet365 bonus code louisiana

The iteration of technology and equipment has brought unprecedented growth in computing power，With the help of massive data and repeated training mode，Artificial intelligence has made great progress as a result。However，Knowledge in human intelligence、It is almost impossible to incorporate all data such as common sense into artificial intelligence systems，Only rely on big data、The development path of large models is not sustainable。The diagnosis and treatment of children’s bet365 bonus code louisiana disorders can bring some enlightenment to other development paths of artificial intelligence。

In clinically diagnosed cases，Except children with hearing impairment，Rare cases of bet365 bonus code louisiana impairment due to lack of sufficient external bet365 bonus code louisiana stimulation。In clinical intervention treatment，Based on different causes，Combining different linguistic representations and psychological cognitive characteristics，Carry out refined bet365 bonus code louisiana training for children with bet365 bonus code louisiana disorders。For children with developmental bet365 bonus code louisiana disorders，Can guide them to express the same thing in multiple ways，Encourage the use of long, multi-word sentences to express more complex semantics，And help correct redundant argument structures in special questions；For children with social difficulties，Can be trained through picture book narration，Help complete the missing elements of the storyline，Form a complete narrative structure；For children with dyslexia，You should pay more attention to its pronunciation，In particular, confusion in Chinese tones must be corrected。Discovered through comparative analysis of scale scores before and after intervention，Few but precise training tasks，Not only can improve the ability of specific aspects of bet365 bonus code louisiana，It can also improve other bet365 bonus code louisiana abilities and overall performance。The key to bet365 bonus code louisiana acquisition and development，Unlimited input that does not depend on verbal stimulation，It depends on whether the bet365 bonus code louisiana examples selected and learned are appropriate and typical，Whether it helps to make up for the shortcomings in bet365 bonus code louisiana development。

Zhou Peng conducts comparative research on children’s bet365 bonus code louisiana acquisition and machine learning，It is believed that children adopt a combination of innate structure and acquired small data in bet365 bonus code louisiana acquisition，The learning effect is significantly better than machine learning driven by big data。Andrew Ng proposed “data-centered artificial intelligence”，Advocate to shift the focus from model-centric to data-centric，“Finding ways to improve your data，It will be more efficient”。He thinks，Smart-sized artificial intelligence data if it is good enough，Can also be very powerful，“As long as you have 50 good data，It’s enough to explain to the neural network what you want it to learn”。Currently，The field of machine learning has carried out research on few-shot learning (Few-shot Learning) and single-shot learning (One-shot Learning)。An important field of artificial intelligence is the simulation of human bet365 bonus code louisiana intelligence。Focus on the screening and extraction of typical features of human bet365 bonus code louisiana，Select key and important bet365 bonus code louisiana examples from the bet365 bonus code louisiana data to learn，Not just focusing on big data。bet365 bonus code louisiana intelligence is expected to achieve precise innovation in small data。

In addition，Artificial intelligence must cross the gap between bet365 bonus code louisiana understanding and application，Realizing bet365 bonus code louisiana intelligence，Not only must understand vocabulary、phrase、sentence、The literal meaning and bet365 bonus code louisiana rules of bet365 bonus code louisiana units such as chapters，Also understand the intention behind the literal meaning，Implementing linguistic reasoning。A typical bet365 bonus code louisiana feature of children with autism spectrum disorders is difficulty understanding non-literal meanings。In clinical bet365 bonus code louisiana training，Often by introducing proverbs、Idiom stories to help children improve their reasoning ability，Help understand communicative intention。Studying children’s difficulties in abstract semantic reasoning，Can help artificial intelligence clarify abstract semantics in representation、Exploring verbal reasoning、Obstacles on the road to bet365 bonus code louisiana understanding。

Integration of research and application results in the two fields of artificial intelligence and children's bet365 bonus code louisiana disorders，Can solve the problems faced by each to a certain extent。The development of artificial intelligence can provide innovative and forward-looking research ideas for the diagnosis and treatment of children's bet365 bonus code louisiana disorders、Methods and Tools；Research results on the diagnosis and treatment of children’s bet365 bonus code louisiana disorders are applied in the field of artificial intelligence，Proven and inspiring artificial intelligence in data、Progress in models，Promote artificial intelligence to realize the understanding and application of bet365 bonus code louisiana。The integration of the two will also promote the development of both parties。

　　(This article is a phased result of the sub-project (2016YFC1000204-6) of the National Key Research and bet365 bonus code louisiana Plan Project "Basic Research on the Establishment and Application of Assisted Reproductive Population and Offspring Cohorts in China" (2016YFC1000200)

(Author’s unit: bet365 bonus code louisiana Center for Foreign Linguistics and Applied Linguistics, Xi’an International Studies University；School of Foreign Languages, Southeast University；Child Health Department, Nanjing Maternal and Child Health Hospital)