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Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)
Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies
The use of medication is applied in extreme cases of SAD when other treatment options have been utilized and failed. However, it has been difficult to prove the benefits of drug treatment in patients with SAD because there have been many mixed results. Despite all the studies and testings, there has yet to be a specific medication for SAD. Medication prescribed for adults from the Food and Drug Administration (FDA) are often used and have been reported to show positive results for children and adolescents with SAD.
There are mixed results regarding the benefits of using tricyclic antidepressants (TCAs), which includes imipramine and clomipramine. One study suggested that imipramine is helpful for children with “school phobia,” who also had an underlying diagnosis of SAD. However, other studies have also shown that imipramine and clomipramine had the same effect of children who were treated with the medication and placebo. The most promising medication is the use of selective serotonin reuptake inhibitors (SSRI) in adults and children. Several studies have shown that patients treated with fluvoxamine were significantly better than those treated with placebo. They showed decreasing anxiety symptoms with short-term and long-term use of the medication.
Some practitioners believe there would be evidence indicating anxiolytics to be helpful in treating children and adults with selective mutism, to decrease anxiety levels and thereby speed the process of therapy. Use of medication may end after nine to twelve months, once the person has learned skills to cope with anxiety and has become more comfortable in social situations. Medication is more often used for older children, teenagers, and adults whose anxiety has led to depression and other problems.
Medication, when used, should never be considered the entire treatment for a person with selective mutism. While on medication, the person should be in therapy to help them learn how to handle anxiety and prepare them for life without medication.
Antidepressants have been used in addition to self-modeling and mystery motivation to aid in the learning process.
Non-medication based treatments are the first choice when treating individuals diagnosed with separation anxiety disorder. Counseling tends to be the best replacement for drug treatments. There are two different non-medication approaches to treat separation anxiety. The first is a psychoeducational intervention, often used in conjunction with other therapeutic treatments. This specifically involves educating the individual and their family so that they are knowledgeable about the disorder, as well as parent counseling and guiding teachers on how to help the child. The second is a psychotherapeutic intervention when prior attempts are not effective. Psychotherapeutic interventions are more structured and include behavioral, cognitive-behavioral, contingency, psychodynamic psychotherapy, and family therapy.
Contrary to popular belief, people with selective mutism do not necessarily improve with age. Effective treatment is necessary for a child to develop properly. Without treatment, selective mutism can contribute to chronic depression, further anxiety, and other social and emotional problems.
Consequently, treatment at an early age is important. If not addressed, selective mutism tends to be self-reinforcing. Others may eventually expect an afflicted child to not speak and therefore stop attempting to initiate verbal contact. Alternatively, they may pressure the child to talk, increasing their anxiety levels in situations where speech is expected. Due to these problems, a change of environment may be a viable consideration. However, changing school is worth considering only if the alternative environment is highly supportive, otherwise a whole new environment could also be a social shock for the individual and/or deprive them of any friends or support they have currently. Regardless of the cause, increasing awareness and ensuring an accommodating, supportive environment are the first steps towards effective treatment. Most often afflicted children do not have to change schools or classes and have no difficulty keeping up except on the communication and social front. Treatment in teenage or adult years can be more difficult because the afflicted individual has become accustomed to being mute.
The exact treatment depends on the person's age, any comorbid mental illnesses, and a number of other factors. For instance, stimulus fading is typically used with younger children because older children and teenagers recognize the situation as an attempt to make them speak, and older people with this condition and people with depression are more likely to need medication.
Like other disabilities, adequate accommodations are needed for the afflicted to succeed at school, work, and in the home. Under the U.S. federal law and the Individuals with Disabilities Education Act (IDEA), those with the disorder qualify for services based upon the fact that they have an impairment that hinders their ability to speak, thus disrupting their lives. This assistance is typically documented in the form of an Individual Educational Plan (IEP). Post-secondary accommodations are also available for people with disabilities.
Under another law, Section 504 of the Rehabilitation Act of 1973, public school districts are required to provide a free, appropriate public education to every "qualified handicapped person" residing within their jurisdiction. If the child is found to have impairments that substantially limit a major life activity (in this case, learning), the education agency has to decide what related aids or services are required to provide equal access to the learning environment.
Currently, scholarly accepted and empirically proven treatments are very limited due to its relatively new concept. However, promising treatments include cognitive-behavioral psychotherapy and combined with pharmacological interventions. Treatments using tranylcypromine and clonazepam were successful in reducing the effects of nomophobia.
Cognitive behavioral therapy seems to be effective by reinforcing autonomous behavior independent from technological influences, however, this form of treatment lacks randomized trails. Another possible treatment is "Reality Approach," or Reality therapy asking patient to focus behaviors away from cell phones. In extreme or severe cases, neuropsychopharmacology may be advantageous, ranging from benzodiazepines to antidepressants in usual doses. Patients were also successfully treated using tranylcypromine combined with clonazepam. However, it is important to note that these medications were designed to treat social anxiety disorder and not nomophobia directly. It may be rather difficult to treat nomophobia directly, but more plausible to investigate, identify, and treat any underlying mental disorders if any exist.
Even though nomophobia is a fairly new concept, there are validated psychometric scales available to help in the diagnostic, an example of one of these scales is the "Questionnaire of Dependence of Mobile Phone/Test of Mobile Phone Dependence (QDMP/TMPD)".
Phobias of this sort can usually be treated by different types of therapies, including: cognitive behavioral therapy (CBT), psychotherapy, behavior therapy and exposure therapy.
Practice may play an important part in overcoming fear. It may be helpful to sufferers to increase phone usage at a slow pace, starting with simple calls and gradually working their way up. For example, they may find it easier to start with automated calls, move on to conversations with family and friends, and then further extend both the length of conversations and the range of people with whom conversations are held.
The U.S. Food and Drug Administration (FDA) has not approved any drug for the direct treatment of stuttering. However, the effectiveness of pharmacological agents, such as benzodiazepines, anticonvulsants, antidepressants, antipsychotic and antihypertensive medications, and dopamine antagonists in the treatment of stuttering has been evaluated in studies involving both adults and children.
A comprehensive review of pharmacological treatments of stuttering in 2006 concluded that few of the drug trials were methodologically sound. Of those that were, only one, not unflawed study, showed a reduction in the frequency of stuttering to less than 5% of words spoken. In addition, potentially serious side effects of pharmacological treatments were noted, such as weight gain, sexual dysfunctions and the potential for blood pressure increases. There is one new drug studied especially for stuttering named pagoclone, which was found to be well-tolerated "with only minor side-effects of headache and fatigue reported in a minority of those treated".
This therapy retains all of the above-mentioned four principles and adds:
- Intensity (person attends therapy daily for a prolonged period of time)
- Developmental approach (therapist adapts to the developmental age of the person, against actual age)
- Test-retest systematic evaluation (all clients are evaluated before and after)
- Process driven vs. activity driven (therapist focuses on the "Just right" emotional connection and the process that reinforces the relationship)
- Parent education (parent education sessions are scheduled into the therapy process)
- "joie de vivre" (happiness of life is therapy's main goal, attained through social participation, self-regulation, and self-esteem)
- Combination of best practice interventions (is often accompanied by integrated listening system therapy, floor time, and electronic media such as Xbox Kinect, Nintendo Wii, Makoto II machine training and others)
The main form of sensory integration therapy is a type of occupational therapy that places a child in a room specifically designed to stimulate and challenge all of the senses.
During the session, the therapist works closely with the child to provide a level of sensory stimulation that the child can cope with, and encourage movement within the room. Sensory integration therapy is driven by four main principles:
- Just right challenge (the child must be able to successfully meet the challenges that are presented through playful activities)
- Adaptive response (the child adapts his behavior with new and useful strategies in response to the challenges presented)
- Active engagement (the child will want to participate because the activities are fun)
- Child directed (the child's preferences are used to initiate therapeutic experiences within the session)
Several treatment initiatives, for example the McGuire programme, and the Starfish Project advocate diaphragmatic breathing (or "costal breathing") as a means by which stuttering can be controlled.
Coping strategies may consist of planning the conversation ahead of time and rehearsing, writing or noting down what needs to be said. This may be helped by having privacy in which to make a call.
Associated avoidance behavior may include asking others (e.g. relatives at home) to take phone calls and exclusively using answering machines. The rise in the use of electronic text-based communication (the Internet, email and text messaging) has given many sufferers alternative means of communication that they tend to find considerably less stressful than the phone. However, some individuals experience "textphobia", a fear or anxiety of texting or messaging, and also avoid those forms of communication.
Sufferers may find it helpful to explain the nature of the phobia to friends, so that a failure to respond to messages is not misinterpreted as rudeness or an unwillingness to communicate.
Foreign language anxiety, or xenoglossophobia, is the feeling of , worry, nervousness and apprehension experienced in learning or using a second or foreign language. The feelings may stem from any second language context whether it is associated with the productive skills of speaking and writing or the receptive skills of reading and listening.
Foreign language anxiety is a form of what psychologists describe as a "specific anxiety reaction". Some individuals are more predisposed to anxiety than others and may feel anxious in a wide variety of situations. Foreign language anxiety, however, is situation-specific and so it can also affect individuals who are not characteristically anxious in other situations.
Pharmacological techniques to manage dental fear range from mild sedation to general anesthesia, and are often used by dentists in conjunction with behavioral techniques. One common anxiety-reducing medication used in dentistry is nitrous oxide (also known as "laughing gas"), which is inhaled through a mask worn on the nose and causes feelings of relaxation and dissociation. Dentists may prescribe an oral sedative, such as a benzodiazepine like temazepam (Restoril), alprazolam (Xanax), diazepam (Valium), or triazolam (Halcion). Triazolam (Halcion) is not available in the UK. While these sedatives may help people feel calmer and sometimes drowsy during dental treatment, patients are still conscious and able to communicate with the dental staff. Intravenous sedation uses benzodiazepines administered directly intravenously into a patient's arm or hand. Intravenous sedation is often referred to as "conscious sedation" as opposed to general anesthesia (GA). In IV sedation, patients breathe on their own while their breathing and heart rate are monitored and are still responsive to a dentist's prompts. Under a general anesthetic, patients are more deeply sedated and unable to breathe on their own and are not responsive to verbal or physical prompts.
Treatment of APD typically focuses on three primary areas: changing learning environment, developing higher-order skills to compensate for the disorder, and remediation of the auditory deficit itself. However, there is a lack of well-conducted evaluations of intervention using randomized controlled trial methodology. Most evidence for effectiveness adopts weaker standards of evidence, such as showing that performance improves after training. This does not control for possible influences of practice, maturation, or placebo effects. Recent research has shown that practice with basic auditory processing tasks (i.e. auditory training) may improve performance on auditory processing measures and phonemic awareness measures. Changes after auditory training have also been recorded at the physiological level. Many of these tasks are incorporated into computer-based auditory training programs such as Earobics and Fast ForWord, an adaptive software available at home and in clinics worldwide, but overall, evidence for effectiveness of these computerised interventions in improving language and literacy is not impressive. One small-scale uncontrolled study reported successful outcomes for children with APD using auditory training software.
Treating additional issues related to APD can result in success. For example, treatment for phonological disorders (difficulty in speech) can result in success in terms of both the phonological disorder as well as APD. In one study, speech therapy improved auditory evoked potentials (a measure of brain activity in the auditory portions of the brain).
While there is evidence that language training is effective for improving APD, there is no current research supporting the following APD treatments:
- Auditory Integration Training typically involves a child attending two 30-minute sessions per day for ten days.
- Lindamood-Bell Learning Processes (particularly, the Visualizing and Verbalizing program)
- Physical activities that require frequent crossing of the midline (e.g., occupational therapy)
- Sound Field Amplification
- Neuro-Sensory Educational Therapy
- Neurofeedback
However, use of a FM transmitter has been shown to produce significant improvements over time with children.
The effects of these negative emotions may also lead to cross-cultural code-switching, in which bilingual people alter a language to their other language through their interactions with other bilinguals. Unlike linguistic code-switching, cross-cultural code-switching is the socio-linguistic phenomenon of changing culturally-ingrained behaviors in a foreign situation. Although cross-cultural code-switching possibly results from both positive and negative emotions, negative emotions are more common and more likely to affect the way a bilingual person speaks. Negative emotions include embarrassment, performance anxiety, guilt, distress and anxiety. "Molinsky identifies three psychological states that appraise under the influence of emotions while code-switching. These are: "experienced performance difficulty, face threat and identity conflict—all of which mediate the relationship between personal and contextual variables and the negative and positive emotions an individual experiences while code-switching".
There are three types of cross-cultural code-switching:
- situational code-switching
- conversational code-switching
- borrowing
This code-switching could be considered as an unconscious behavior because of its negative and usually threatening situations. In that sense, although code-switching results from foreign language anxiety, it is more often caused by external circumstances than by internal mental change.
Treatment is usually carried out by speech and language therapists/pathologists, who use a wide range of techniques to stimulate language learning. In the past, there was a vogue for drilling children in grammatical exercises, using imitation and elicitation, but such methods fell into disuse when it became apparent that there was little generalisation to everyday situations. Contemporary approaches to enhancing development of language structure, for younger children at least, are more likely to adopt 'milieu' methods, in which the intervention is interwoven into natural episodes of communication, and the therapist builds on the child's utterances, rather than dictating what will be talked about. Interventions for older children, may be more explicit, telling the children what areas are being targeted and giving explanations regarding the rules and structures they are learning, often with visual supports.
In addition, there has been a move away from a focus solely on grammar and phonology toward interventions that develop children's social use of language, often working in small groups that may include typically developing as well as language-impaired peers.
Another way in contemporary remediation differ from the past is that parents are more likely to be directly involved, but this approach is largely used with preschool children, rather than those whose problems persist into school age.,
For school-aged children, teachers are increasingly involved in intervention, either in collaboration with speech and language therapists/pathologists, or as the main agents of delivery of the intervention. Evidence for the benefits of a collaborative approach is emerging, but the benefits of asking education staff to be the main deliverers of SLT intervention (the “consultative” approach) are unclear. When SLT intervention is delivered indirectly by trained SLT assistants, however, there are indications that this can be effective.
A radically different approach has been developed by Tallal and colleagues, who devised a computer-based intervention, FastForWord, that involves prolonged and intensive training on specific components of language and auditory processing. The theory underlying FastForword maintains that language difficulties are caused by a failure to make fine-grained auditory discriminations in the temporal dimension, and the computerised training materials are designed to sharpen perceptual acuity. However, a systematic review of clinical trials assessing FastForWord reported no significant gains relative to a control group.
In this field, Randomized controlled trial methodology has not been widely used, and this makes it difficult to assess clinical efficacy with confidence. Children's language will tend to improve over time, and without controlled studies, it can be hard to know how much of observed change is down to a specific treatment. There is, however, increasing evidence that direct 1:1 intervention with an SLT/P can be effective for improving vocabulary and expressive language. There have been few studies of interventions that target receptive language, though some positive outcomes have been reported.,
The current treatments for CCAS focus on relieving the symptoms. One treatment is a cognitive-behavioral therapy (CBT) technique that involves making the patient aware of his or hers cognitive problems. For example, many CCAS patients struggle with multitasking. With CBT, the patient would have to be aware of this problem and focus on just one task at a time. This technique is also used to relieve some motor symptoms. In a case study with a patient who had a stroke and developed CCAS, improvements in mental function and attention were achieved through reality orientation therapy and attention process training. Reality orientation therapy consists of continually exposing the patient to stimuli of past events, such as photos. Attention process training consists of visual and auditory tasks that have been shown to improve attention. The patient struggled in applying these skills to “real-life” situations. It was the help of his family at home that significantly helped him regain his ability to perform activities of daily living. The family would motivate the patient to perform basic tasks and made a regular schedule for him to follow.
Transcranial magnetic stimulation (TMS) has also been proposed to be a possible treatment of psychiatric disorders of the cerebellum. One study used TMS on the vermis of patients with schizophrenia. After stimulation, the patients showed increased happiness, alertness and energy, and decreased sadness. Neuropsychological testing post-stimulation showed improvements in working memory, attention, and visual spatial skill. Another possible method of treatment for CCAS is doing exercises that are used to relieve the motor symptoms. These physical exercises have been shown to also help with the cognitive symptoms.
Medications that help relieve deficits in traumatic brain injuries in adults have been proposed as candidates to treat CCAS. Bromocriptine, a direct D2 agonist, has been shown to help with deficits in executive function and spatial learning abilities. Methylphendiate has been shown to help with deficits in attention and inhibition. Neither of these drugs has yet been tested on a CCAS population. It may also be that some of the symptoms of CCAS improve over time without any formal treatment. In the original report of CCAS, four patients with CCAS were re-examined one to nine months after their initial neuropsychological evaluation. Three of the patients showed improvement in deficits without any kind of formal treatment, though executive function was still found to be one standard deviation below average. In one patient, the deficits worsened over time. This patient had cerebellar atrophy and worsened in visual spatial abilities, concept formation, and verbal memory. It should be noted that none of these treatments were tested on a large enough sample to determine if they would help with the general CCAS population. Further research needs to be done on treatments for CCAS.
Before delirium treatment, the cause must be established. Medication such as antipsychotics or benzodiazepines can help reduce the symptoms for some cases. For alcohol or malnourished cases, vitamin B supplements are recommended and for extreme cases, life-support can be used.
Treatments for dental fear often include a combination of behavioral and pharmacological techniques. Specialized dental fear clinics use both psychologists and dentists to help people learn to manage and decrease their fear of dental treatment. The goal of these clinics is to provide individuals with the fear management skills necessary for them to receive regular dental care with a minimum of fear or anxiety. While specialized clinics exist to help individuals manage and overcome their fear of dentistry, they are rare. Many dental providers outside of such clinics use similar behavioral and cognitive strategies to help patients reduce their fear.
Many people who suffer from dental fear may be successfully treated with a combination of "look, see, do" and gentle dentistry. People fear what they don't understand and they also, logically, dislike pain. If someone has had one or more painful past experiences in a dental office then their fear is completely rational and they should be treated supportively. Non-graphic photographs taken pre-operatively, intra-operatively and post-operatively can explain the needed dentistry. Pharmacologic management may include an anxiety-reducing medication taken in a pill, intravenously and/or using Nitrous Oxide (laughing) gas. Most importantly is the need to provide an injection of anesthetic extremely gently. Certain parts of the mouth are much more sensitive than other parts; therefore it is possible to provide local anesthesia (a "novocaine" shot) in the less sensitive area first and then moving the injection within the zone of just-anesthetized tissue to the more sensitive area of the mouth. This is one example of how a dentist can dramatically reduce the sensation of pain from a "shot." Another idea is to allow the novocaine time (5 – 15 minutes) to anesthetize the area before beginning dental treatment.
There is no cure for neurocognitive disorder or the diseases that cause it. Antidepressants, antipsychotics, and other medications that treat memory loss and behavioral symptoms are available and may help to treat the diseases. Ongoing psychotherapy and psychosocial support for patients and families are usually necessary for clear understanding and proper management of the disorder and to maintain a better quality of life for everyone involved. Speech therapy has been shown to help with language impairment.
Studies suggest that diets with high Omega 3 content, low in saturated fats and sugars, along with regular exercise can increase the level of brain plasticity. Other studies have shown that mental exercise such a newly developed “computerized brain training programs” can also help build and maintain targeted specific areas of the brain. These studies have been very successful for those diagnosed with schizophrenia and can improve fluid intelligence, the ability to adapt and deal with new problems or challenges the first time encountered, and in young people, it can still be effective in later life.
A person with amnesia may slowly be able to recall their memories or work with an occupational therapist to learn new information to replace what was lost, or to use intact memories as a basis for taking in new information. If it is caused by an underlying cause such as Alzheimer's disease or infections, the cause may be treated but the amnesia may not be.
Children who demonstrate deficiencies early in their speech and language development are at risk for continued speech and language issues throughout later childhood. Similarly, even if these speech and language problems have been resolved, children with early language delay are more at risk for difficulties in phonological awareness, reading, and writing throughout their lives. Children with mixed receptive-expressive language disorder are often likely to have long-term implications for language development, literacy, behavior, social development, and even mental health problems. If suspected of having a mixed receptive-expressive language disorder, treatment is available from a speech therapist or pathologist. Most treatments are short term, and rely upon accommodations made within the environment, in order to minimize interfering with work or school. Programs that involve intervention planning that link verbal short term memory with visual/non-verbal information may be helpful for these children. In addition, approaches such as parent training for language stimulation and monitoring language through the "watch and see" method are recommended. The watch-and-see technique advises children with mixed receptive-expressive language disorder who come from stable, middle-class homes without any other behavioral, medical, or hearing problems should be vigilantly monitored rather than receive intervention. It is often the case that children do not meet the eligibility criteria established through a comprehensive oral language evaluation; and as a result, are not best suited for early intervention programs and require a different approach besides the "one size fits all" model.
In addition to active speech therapy, pharmaceuticals have also been considered as a useful treatment for expressive aphasia. This area of study is relatively new and much research continues to be conducted.
The following drugs have been suggested for use in treating aphasia and their efficacy has been studied in control studies.
- Bromocriptine – acts on Catecholamine Systems
- Piracetam – mechanism not fully understood, but most likely interacts with cholinergic and glutamatergic receptors, among others
- Cholinergic drugs (Donepezil, Aniracetam, Bifemelane) – acts on acetylcholine systems
- Dopaminergic psychostimulants: (Dexamphetamine, Methylphenidate)
The most effect has been shown by piracetam and amphetamine, which may increase cerebral plasticity and result in an increased capability to improve language function. It has been seen that piracetam is most effective when treatment is begun immediately following stroke. When used in chronic cases it has been much less efficient.
Bromocriptine has been shown by some studies to increase verbal fluency and word retrieval with therapy than with just therapy alone. Furthermore, its use seems to be restricted to non-fluent aphasia.
Donepezil has shown a potential for helping chronic aphasia.
No study has established irrefutable evidence that any drug is an effective treatment for aphasia therapy. Furthermore, no study has shown any drug to be specific for language recovery. Comparison between the recovery of language function and other motor function using any drug has shown that improvement is due to a global increase plasticity of neural networks.
The most effective course of treatment for dysprosody has been speech therapy. The first step in therapy is practice drills which consist of repeating phrases using different prosodic contours, such as pitch, timing, and intonation. Typically a clinician will say either syllables, words, phrases, or nonsensical sentences with certain prosodic contours, and the patient repeats them with the same prosodic contours. Treatment following the lines of the principles of motor learning (PML) was found to improve the production of lexical stress contrasts. Once a patient is able to effectively complete this drill, they can start with more advanced forms of speech therapy. Upon completion of therapy, most people can identify prosodic cues in natural situations, such as normal conversation. Speech therapy has proven most effective for linguistic dysprosody because therapy for emotional dysprosody requires much more effort and is not always successful. One way that people learn to cope with emotional dysprosody is to explicitly state their emotions, rather than relying on prosodic cues.
Over time, there have also been cases of people suffering from dysprosody gaining their native accent back with no course of treatment. Since the part of the brain responsible for dysprosody has not definitely been discovered, nor has the mechanism for the brain processes which cause dysprosody been found, there has not been much treatment for the disease by means of medication.
Treatments for HFA address individual symptoms, rather than the condition as a whole. For instance, to treat anxiety, which is often associated with HFA, the main treatment is cognitive behavior therapy. While this is the tested and approved treatment for anxiety, it does not quite meet the needs associated with the symptoms of HFA. There is very little discussion of the parent's role in anxiety intervention for children and teenagers. A revised version of cognitive behavior therapy has parents and teachers acting in a role as social coaches to help the children or young adults cope with the issues they are facing. There have been several trials proving that the involvement of parents in the lives of the children affected with anxiety associated with HFA is important.
No single intervention exists to aid individuals with high-functioning autism. However, there are proactive strategies, such as self care and self-management, designed to maintain or change behavior to make living with high functioning autism easier. Self-management strategies aim to provide skills necessary to self-regulate behavior, leading to greater levels of independence. Improving self-management skills allows the individual to be more self-reliant rather than having to rely on an external source for supervision or control. Self-monitoring is a framework, not a rigid structure, designed to encourage independence and self-control. Self-monitoring is not for everyone. It requires the attention and dedication of the individual with high-functioning autism as well as the individual overseeing the progress.
A framework for self-monitoring is provided below
- Identify positive target behaviors
- Establish an alternative behavior that is positive/constructive
- Establish a self-recording sheet
- Individuals can make sure to stay on track with intended goals
- Set goals and keep them
The goal of self-monitoring is to enforce self-monitoring independently without prompting.
There is much research that needs to be conducted on CCAS. A necessity for future research is to conduct more longitudinal studies in order to determine the long-term effects of CCAS. One way this can be done is by studying cerebellar hemorrhage that occurs during infancy. This would allow CCAS to be studied over a long period to see how CCAS affects development. It may be of interest to researchers to conduct more research on children with CCAS, as the survival rate of children with tumors in the cerebellum is increasing. Hopefully future research will bring new insights on CCAS and develop better treatments.