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4 Computational Intelligence Algorithms
1.1.1 NEURODIVERSITY
Neurodiversity alludes to the concept that neurological differences, such as Autism, attention decit hyperactivity disorder (ADHD), dyslexia, and others, are natural variations in the human brain. Rather than viewing these conditions as decits or disorders, neurodiversity emphasizes that each brain functions uniquely, bringing different strengths and challenges. People having these conditions often exhibit tal­ents like creativity, hyperfocus, and problem-solving skills that enrich society.
Figure 1.1 encapsulates the core idea of neurodiversity, highlighting different neuro-
logical conditions, strengths, and properties that are associated with neurodiverse indi­viduals. The gure highlights conditions like dyscalculia, dyslexia, ADHD, Tourette syndrome, autism spectrum disorder (ASD), developmental coordination disorder (DCD), and acquired neurodiversity, showing how these often come with unique cog­nitive or creative advantages. For instance, dyscalculia, characterized by difculties with math and number processing, is associated with enhanced creativity [6]. Many individuals with dyscalculia possess enhanced creative abilities and may excel in elds that require innovative problem-solving or out-of-the-box thinking. Dyslexia is a con­dition that makes it hard for people to read because they struggle to recognize speech sounds and understand how these sounds connect to letters and words (also known as decoding). Dyslexia-affected people often show real and genuine ways of communi­cating and solving problems, making up for their difculties in normal learning pro­cedures with their own unique perspectives [7]. ADHD is a disorder characterized by a consistent pattern of inattention, hyperactivity, and impulsiveness that disrupts daily functioning or growth. Although individuals having ADHD might have trouble concentrating and controlling their impulses, their strong ability to focus on things they nd interesting can be a valuable skill. Tourette syndrome [8] is a brain condition that involves repeated, involuntary movements and sounds known as tics. People with Tourette’s often come up with unusual ways to deal with their tics, which can lead to creative and innovative approaches to problems in other parts of their lives.
Neurodiversity refers to changes in brain function or structure due to various life experiences such as injury, illness, or aging. This includes circumstances like traumatic brain injury (TBI) or stroke. People who develop neurological differences
FIGURE 1.1 Neurodiversity: Highlighting strength in every mind.
5 Introduction to Neurological Disorders
often show incredible strength and exibility in learning how to navigate and thrive despite their challenges. This often includes conduct with issues such as anxiety, depression, or other emotional conditions that can affect thinking and general health. Many individuals with neurodiversity, including those who are very sensi­tive to mental health, are highly attuned with their surroundings and have improved abilities to process sensory information. ASD, despite its difculties in social com­munication, is also connected to traits like truthfulness and increased awareness of sensory experiences.
Finally, people having DCD often face difculties with motor skills but demon­strate strong verbal skills [9]. By recognizing and supporting neurodiverse individu- als, we can foster inclusive environments where everyone’s contributions are valued. Neurodiversity encourages us to appreciate diverse ways of thinking and to chal­lenge traditional views of “normal” brain function.
1.1.2 TYPES OF NEUROLOGICAL DISORDERS
Degenerative disorders like Alzheimer’s and Parkinson’s are distinguished by the progressive loss of nerve cells and accelerated decline in brain function. For instance, Alzheimer’s disease causes loss of memory, a low in mental abilities, and challenges in performing daily tasks. Parkinson’s disease is linked to tremors, stiff­ness, slowness in movement, and trouble walking. Cerebrovascular diseases, like strokes, happen when the blood supply to the brain is interrupted, causing harm to brain cells. This can cause different symptoms, such as weakness or paralysis, problems with speaking or comprehending, issues with vision, and alterations in emotions or behavior.
Figure 1.2 highlights various types of neurological disorders. Seizure disorders,
including epilepsy, are characterized by recurrent and unprovoked seizures resulting
FIGURE 1.2 Types of neurological disorders.
6 Computational Intelligence Algorithms
from abnormal electrical activity in the brain. The intensity of these seizures can vary from brief, mild episodes to extended, severe convulsions. Neurodevelopmental disorders refer to conditions that impact the development of the nervous system either prenatally or during early childhood. ASD is marked by challenges in social interac­tion, communication, and behavior. Cerebral palsy represents a physical disability that inuences movement and coordination. Traumatic disorders arise from physical injuries to the nervous system, such as TBI or spinal cord injury. TBI may lead to cognitive impairments, physical restrictions, emotional difculties, and changes in behavior.
Injuries in spinal card can result in paralysis or a loss of sensory function below the injury site. Infectious diseases such as meningitis and encephalitis arise from infections that impact the nervous system. Meningitis is inammation of the menin­ges, which are the protective membranes encasing the brain and spinal cord, whereas encephalitis denotes inammation of the brain itself. Both conditions can manifest severe symptoms, including fever, headaches, neck stiffness, seizures, and altera­tions in mental status. Genetic disorders stem from inherited mutations within genes. Huntington’s disease is a progressive neurodegenerative condition resulting from a dominant mutation in a single gene. Muscular dystrophy encompasses a range of genetic disorders characterized by progressive muscle weakness and degeneration. The specic symptoms, underlying causes, and treatment options for neurological disorders [10] can differ signicantly based on the type of disorder and the indi­vidual’s unique situation.
1.1.3 CAUSES AND SYMPTOMS OF NEURODISORDERS
Neurodegenerative disorders and other neurological conditions affect the brain and nervous system in various ways, leading to a range of symptoms that can signi­cantly impair a person’s cognitive, motor, and sensory functions. Figure 1.3 repre­sents the pictorial representation of major brain disorders. Brain disorders such as Alzheimer’s disease, Parkinson’s disease, and Huntington’s disease are character­ized by the progressive degeneration and death of neurons. These conditions are often driven by abnormal protein accumulations in the brain, which disrupt normal
FIGURE 1.3 Pictorial representation of brain with various disorders.
7 Introduction to Neurological Disorders
neural functions. The most prominent symptoms include cognitive decline, mem­ory loss, and motor dysfunction. For instance, in Alzheimer’s disease, the buildup of beta-amyloid plaques and tau tangles contributes to the destruction of neurons responsible for memory and learning, leading to profound cognitive impairments [11]. Parkinson’s disease specically affects the dopaminergic neurons in the sub­stantia nigra region of the brain. The depletion of dopamine, a neurotransmitter crucial for regulating movement, results in a range of motor symptoms, including tremors, muscle rigidity, and bradykinesia (slowness of movement). Over time, these symptoms progress, leading to difculty in performing even simple tasks [12]. In contrast, MS is an autoimmune disorder rather than a classic neurodegenerative dis­ease. The immune system mistakenly targets and damages the myelin sheath, the protective covering of nerve bers, impairing the transmission of signals between the brain and several parts of the body. As the damage accumulates, individuals experience muscle weakness, vision problems, and overwhelming fatigue [13].
Table 1.1 depicts various types of neurodisorders with their cause and symptoms.
Cerebrovascular disorders, such as stroke and transient ischemic attacks (TIA) [14], are caused by interruptions in the blood supply to the brain. These interruptions, often the result of blood clots or the rupture of blood vessels, deprive brain cells of oxygen, leading to cell death. The consequences can be severe, including paralysis, difculties with speech, and cognitive impairments. In the case of a stroke, the dam­age may be permanent, while TIAs serve as warning signs of potential larger strokes [15]. Furthermore, seizure disorders like epilepsy stem from abnormal electrical activity within the brain. Due to electrical disturbances, seizures will result, which manifest as convulsions, loss of consciousness, or sensory disruptions. Seizures [16] vary in intensity and frequency and can signicantly disrupt an individual’s life if left untreated.
Migraines, triggered by genetic and environmental factors, cause intense head­aches, nausea, and light sensitivity [17]. Amyotrophic lateral sclerosis (ALS), often of unknown origin, leads to progressive muscle weakness, speech difculties, and eventual paralysis [18]. Neurodevelopmental disorders, such as ASD and ADHD, are associated with atypical brain development that can manifest in early childhood as social, communicative, or attention-related challenges [19]. Infectious causes, such as bacterial, viral, or parasitic infections, affect the nervous system, exemplied by conditions like meningitis or encephalitis [20]. Genetic mutations may lead to inher- ited neurological conditions, such as familial forms of Alzheimer’s disease or mus­cular dystrophy [21]. These diverse causes highlight the complexity and multifaceted nature of neurological disorders. Huntington’s disease, a genetic disorder, causes involuntary movements, cognitive decline, and mood changes [22]. Neuropathy, commonly resulting from diabetes or toxins, leads to numbness, pain, and tingling in extremities. Cerebral palsy, typically caused by brain damage during birth, results in motor impairments and poor balance [23]. Dementia, often due to age-related brain degeneration, results in memory loss and cognitive impairment. Finally, Guillain-Barré syndrome, an autoimmune disorder triggered by infections, causes muscle weakness and breathing difculties [24]. These disorders, while varied in their causes, often share symptoms related to neurological dysfunction, emphasizing the complex nature of the nervous system. This overview of neurological disorders
8 Computational Intelligence Algorithms
TABLE 1.1 Neurodisorders Causes and Symptoms
Category Cause
Alzheimer’s disease • Age-related degeneration
• Genetic factors
• Accumulation of amyloid plaques
Parkinson’s disease • Loss of dopamine
producing neurons, genetic mutations
MS • Autoimmune attack on
myelin sheath
• Genetic and environmental factors
Stroke • Blood clot (ischemic stroke)
• Haemorrhage (bleeding in the brain)
Epilepsy • Unusual electrical activity
in the brain
• Brain injury, genetic factors
Migraine • Genetic predisposition
• Hormonal changes
• Environmental triggers
Amyotrophic lateral • Unknown (may involve
sclerosis (ALS) genetic mutations or
environmental factors)
Huntington’s disease • Genetic mutation in the
huntingtin (HTT) gene
Neuropathy • Diabetes, infections
• Autoimmune diseases, toxins
Cerebral palsy • Brain damage during birth
or early childhood
• Infections
Traumatic brain • External trauma (e.g.,
injury (TBI accidents, falls)
Dementia • Degeneration of brain tissue
• Vascular damage
• Genetic factors
Guillain-Barré • Autoimmune attack on
syndrome peripheral nerves
• Often triggered by infections
Symptoms
• Memory loss, confusion
• Cognitive decline
• Difculty speaking and understanding language
• Tremors, muscle rigidity
• Slowed movement, balance issues
• Muscle weakness
• Numbness or tingling
• Fatigue, vision problems
• Loss of coordination
• Sudden numbness or weakness
• Difculty speaking or understanding speech
• Vision problems, loss of coordination
• Seizures
• Temporary confusion
• Loss of awareness or consciousness
• Intense headaches
• Sensitivity to light and sound
• Nausea and vomiting
• Muscle weakness
• Difculty speaking, swallowing
• Paralysis, breathing difculties
• Involuntary movements
• Cognitive decline, behavioral changes
• Numbness or tingling, pain
• Muscle weakness
• Motor skill impairment
• Muscle stiffness
• Poor balance and coordination
• Headaches, memory loss
• Mood swings, difculty concentrating
• Dizziness and confusion
• Memory loss, cognitive decline
• Confusion
• Behavioral changes
• Muscle weakness, difculty walking
• Tingling in extremities
• Breathing difculties
9 Introduction to Neurological Disorders
highlights the complex mechanisms and varied symptoms associated with condi­tions that affect the nervous system. Each disorder requires tailored medical inter­vention, focusing on both managing symptoms and, where possible, slowing disease progression.
1.1.4 DIAGNOSIS OF NEUROLOGICAL DISORDERS USING NEUROIMAGING TECHNIQUES
Neuroimaging remains a cornerstone in the diagnosis of neurological disorders. Neurological disorders, such as Alzheimer’s disease, Parkinson’s disease, epilepsy, and MS, often progress over time. Early diagnosis helps with prompt intervention, which can slow the progression of the disease, improve quality of life, and in some cases halt further damage. Diagnosing neurological disorders has evolved signi­cantly in recent years, with advancements in technology and medical understanding improving accuracy, speed, and depth of diagnosis. Some of the notable trends and techniques in diagnosing neurological disorders include: Techniques like MRI and CT scans provide detailed images of the brain, aiding in the detection of condi­tions such as stroke, brain tumors, and MS [25]. More advanced versions like func­tional MRI (fMRI) allow real-time tracking of brain activity by measuring blood ow, useful in diagnosing epilepsy and neurodegenerative diseases [26]. These techniques allow researchers to visualize brain activity, map neural pathways, and investigate the underlying mechanisms of cognition and behavior. In this section, we explore various neuroimaging methods, each offering unique insights into the brain’s functioning.
Structural MRI provides detailed images of brain anatomy, helping to identify brain abnormalities, such as tumors or damage [27]. Functional MRI measures brain activity by detecting changes in blood ow, allowing researchers to observe which areas of the brain are active during specic cognitive tasks. Positron emission tomography (PET) scans [28] can detect amyloid plaques and tau tangles, which are hallmark biomarkers of Alzheimer’s, allowing early diagnosis before signicant cognitive decline occurs. Radioactive tracers [29] are used to map areas of the brain that consume more energy, typically highlighting regions involved in certain func­tions like memory, language, and emotion.
Electroencephalography (EEG) is widely used to diagnose epilepsy by recording electrical activity via electrodes placed on the scalp, making it useful for studying temporal dynamics of cognitive processes with high time resolution. It can detect abnormal patterns that indicate seizures and is also used to assess sleep disorders and monitor brain activity in comatose patients [16]. Magnetoencephalography (MEG) measures the magnetic elds produced by neural activity, offering precise temporal resolution while also mapping brain function spatially [30]. Diffusion ten­sor imaging (DTI) is a form of MRI that visualizes white matter tracts, helping to map the brain’s intricate network of connections and studying conditions like MS and brain injuries [31]. near-infrared spectroscopy (NIRS) is a noninvasive method that uses infrared light to monitor blood oxygenation, providing insights into brain function, especially in infants or during motor tasks [32]. Each of these methods
10 Computational Intelligence Algorithms
provides a different perspective, contributing to a holistic understanding of the brain. Although each imaging modality has its strengths and limitations, advancements in neuroimaging technology continue to expand our ability to explore brain function in health and disease.
1.1.5 TECHNOLOGICAL ADVANCEMENTS IN NEURODISORDER ANALYSIS
Recent advancements in neuroscience and technology, however, have dramatically transformed the landscape of neurodisorder analysis. Breakthroughs in neuroimag­ing, computational modeling, and articial intelligence are paving the way for earlier diagnosis, personalized treatments, and a deeper understanding of brain dysfunc­tion. Following are the technological advancements that not only enhance our under­standing of neurodisorders but also offer hope for earlier, more accurate diagnoses and the development of novel, individualized treatments, signicantly improving patient outcomes.
AI and ML have revolutionized neurodisorder analysis by enabling pattern rec­ognition in large, complex datasets. AI models can now predict the progression of neurodegenerative diseases, differentiate between various neurodisorders, and iden­tify biomarkers that are often undetectable through traditional methods [33]. Deep learning models trained on brain imaging data have signicantly improved diagnos­tic accuracy and provided predictive insights into treatment responses for conditions like MS and epilepsy [34].
With the growing understanding of the genetic basis for many neurological dis­orders, genetic testing has become an essential diagnostic tool, particularly for dis­eases like Huntington’s disease, Parkinson’s disease, are various forms of epilepsy [35]. Advances in next-generation sequencing (NGS) technologies allow for the rapid sequencing of genes, aiding in early diagnosis and personalized treatment. The identication of biomarkers for neurodegenerative diseases is a growing area of research. Cerebrospinal uid (CSF) analysis to detect proteins like amyloid­beta, tau, and alpha-synuclein is helping to diagnose diseases such as Alzheimer’s and Parkinson’s disease [36]. Blood-based biomarkers are also being developed for noninvasive diagnosis [37]. Electromyography (EMG) and nerve conduction studies (NCS) are used to assess the health of muscles and the nerves control­ling them. EMG and NCS are critical in diagnosing peripheral nerve disorders, such as neuropathy, and neuromuscular junction diseases like amyotrophic lateral sclerosis (ALS). MEG records the magnetic elds produced by neuronal activity in the brain and is useful in pinpointing seizure locations in epilepsy patients. It provides greater spatial resolution than EEG and is a valuable tool for presurgical planning in epilepsy [38]. Wearable devices such as smartwatches and biosensors are emerging as diagnostic tools for neurological disorders. They continuously monitor physiological data like movement, heart rate, and sleep patterns, which can help in diagnosing and managing conditions like Parkinson’s disease and epi­lepsy [39]. With advancements in computational tools, cognitive testing has gone digital. Cognitive assessments using apps and online platforms are being used to detect early signs of cognitive decline or memory impairment, often in the context of dementia [40].
11 Introduction to Neurological Disorders
1.1.6 TREATMENTS FOR NEUROLOGICAL DISORDERS
Treating neurological disorders requires a multidisciplinary approach that often includes medication, rehabilitation, surgery, and cutting-edge therapies such as neurostimulation and gene therapy. The choice of treatment varies depending on the type and severity of the disorder, with recent advancements improving the manage­ment and outcomes of conditions such as Alzheimer’s, Parkinson’s, MS, and epilepsy.
Medications remain the cornerstone of treatment for many neurological disor­ders. For example, levodopa is widely used to manage Parkinson’s disease by replen­ishing dopamine levels in the brain [41]. Similarly, anticonvulsants, such as valproate and carbamazepine, are standard treatments for controlling seizures in epilepsy [22]. In Alzheimer’s disease, cholinesterase inhibitors and NMDA receptor antagonists, like donepezil and memantine, help slow cognitive decline. Rehabilitation, includ­ing physical therapy, occupational therapy, and speech therapy, plays a critical role in managing the symptoms of neurological disorders, particularly after strokes or traumatic brain injuries. Rehabilitation helps patients regain motor skills, improve speech, and maintain cognitive functioning. In certain cases, surgery is required to treat neurological conditions. For instance, deep brain stimulation (DBS) is an established surgical procedure for Parkinson’s disease and epilepsy, involving the implantation of electrodes that modulate abnormal brain activity [42]. Epilepsy sur­gery, where parts of the brain responsible for seizures are removed, is another option for patients with drug-resistant epilepsy [43]. Neurostimulation techniques, includ­ing transcranial magnetic stimulation (TMS) and vagus nerve stimulation (VNS), are gaining prominence in the treatment of neurological disorders like depression and epilepsy. TMS involves using magnetic elds to stimulate nerve cells in the brain, helping with depression resistant to other treatments, while VNS uses electri­cal impulses to stimulate the vagus nerve to control seizures [16].
Gene therapy and stem cell research are pioneering areas offering potential cures for previously untreatable neurological disorders. In conditions like spinal muscular atrophy (SMA), gene therapy using Zolgensma has been a breakthrough by address­ing the genetic root cause of the disorder [44]. Stem cell-based therapies are being explored for their potential to regenerate damaged neural tissue, with early success in conditions such as MS [27] Lifestyle modications and complementary thera­pies [45] can also support neurological health. Mindfulness, yoga, and acupuncture have been found to alleviate symptoms and improve quality of life for patients with chronic neurological conditions [46].
With the ongoing integration of cutting-edge technologies like machine learning, neurogenetics, and stem cell research, the future of neurological disorder treatment is poised to become more personalized and effective. These advancements bring hope not only for better management of symptoms but also for potential cures to previously untreatable conditions.
1.1.7 RECENT RESEARCH ADVANCEMENTS IN NEURODISORDER TREATMENTS
In recent years, signicant evolution in the treatment of neurological disorders have emerged, offering new hope for patients facing conditions that were once
12 Computational Intelligence Algorithms
deemed untreatable or difcult to manage. Table 1.2 summarizes the advancement of research ndings in treating neurodisorder diseases. However, breakthroughs in neuropharmacology, gene therapy, neuromodulation, and specialized medicine have revolutionized the therapeutic landscape, improving both patient outcomes and qual­ity of life.
The rapid progress in treating neurological disorders over the past ve years has transformed the outlook for many patients. From gene therapy to targeted neurostim­ulation, these innovations offer promising new avenues for managing and potentially
TABLE 1.2 Research Advancement in Treating Neurodisorders
Neurological Research Disorder Advancement Description Authors
Alzheimer’s Anti-amyloid Targeting amyloid-beta plaques to slow [47], Alexander
disease drugs cognitive decline in early Alzheimer’s et al., 2021
(Aducanumab)
Parkinson’s Deep brain Targeting more precise brain areas, [42], Benabid
disease stimulation improving motor function and et al., 2020,
(DBS) reducing side effects
Multiple sclerosis Disease-modifying Ocrelizumab, a B-cell depleting [48], Hauser
(MS) therapies therapy, shown to slow progression of et al., 2020
primary progressive MS
Spinal muscular Gene therapy One-time gene therapy targeting the [44], Mendell
atrophy (SMA) (Zolgensma) genetic cause and improving motor et al., 2019
function in infants
Epilepsy Responsive Implantable device delivering targeted [16], Fisher
neurostimulation electrical stimulation to prevent et al., 2021 (RNS) seizures
Stroke Endovascular Mechanical clot removal for treating [49], Campbell
thrombectomy ischemic stroke et al., 2019
Amyotrophic Tofersen antisense Antisense oligonucleotide therapy for [50], Miller
lateral sclerosis therapy patients with this genetic subtype et al., 2022 (ALS)
Migraine Monoclonal Monoclonal antibodies prevent [17], Goadsby
antibodies migraine attacks et al., 2020
Huntington’s RNA interference Therapies targeting the huntingtin gene [51], Tabrizi
disease therapies to reduce its production et al., 2020
Traumatic brain Transcranial Used to enhance cognitive [52], Nielson
injury (TBI) magnetic rehabilitation to improve memory and et al., 2021
stimulation executive functions (TMS)
Autism spectrum Oxytocin-based Oxytocin nasal spray to improve social [53], Parker
disorder (ASD) therapies behaviors and emotional responses et al., 2021
Chronic pain Neuromodulation Treating chronic pain associated with [54], Deer
neurological disorders et al., 2020
13 Introduction to Neurological Disorders
curing neurological diseases. As research continues to evolve, the future holds the potential for even more personalized and effective treatments, signicantly improv­ing the lives of those affected by these debilitating conditions.
1.1.8 PRECAUTIONARY MEASURES AGAINST NEUROLOGICAL DISORDERS
Many neurological disorders are linked to genetic factors or aging, but there are several precautionary measures that individuals can take to reduce the risk of devel­oping or exacerbating these conditions. These measures, primarily centered on main­taining overall brain health, can help prevent disorders such as stroke, dementia, Parkinson’s disease, and other cognitive impairments. A balanced diet rich in antiox­idants, vitamins, and healthy fats is crucial for brain health. The Mediterranean diet, with fruits, vegetables, whole grains, sh, and healthy fats like olive oil, has been linked to a lower risk of Alzheimer’s disease and other neurodegenerative disorders [55]. Omega-3 fatty acids, found in sh and axseed, are particularly benecial for reducing inammation and protecting neurons. Regular exercise supports neurogen­esis, improves blood ow to the brain, and reduces the risk of stroke and cognitive decline. Aerobic exercises like swimming, walking, and cycling have been shown to enhance memory, executive function, and overall cognitive health [56]. Consistent physical activity can also mitigate the progression of conditions like Parkinson’s disease.
Engaging in mental exercises such as puzzles, learning new skills, reading, or playing musical instruments helps keep the brain active and promotes neuroplasti­city. Studies suggest that lifelong learning and cognitive training may minimize the risk of dementia by improving cognitive reserve [57]. Chronic stress is linked to a higher risk of neurological disorders, particularly anxiety, depression, and cognitive decline. Practices like mindfulness meditation, yoga, and deep breathing can help reduce stress and improve emotional regulation, contributing to better long-term brain health [58]. Sleep is vital for the brain’s restoration, memory consolidation, and removal of toxic waste products. Chronic sleep deprivation is interrelated with an increased risk of neurodegenerative diseases like Alzheimer’s. Ensuring seven to nine hours of quality sleep per night and maintaining a consistent sleep routine can signicantly benet brain health.
Avoiding substances that can harm the brain, such as excessive alcohol, recre­ational drugs, and tobacco, is essential for preventing neurological disorders. These substances can lead to neuron damage, impair cognitive function, and increase the risk of conditions like stroke and dementia [59]. For stroke and cognitive decline, high blood pressure, high cholesterol, obesity, and diabetes are major risk factors. Managing these conditions through medication, diet, and lifestyle modications helps maintain healthy blood ow to the brain and prevents damage to neurons [60]. Routine medical checkups can prevent conditions like stroke or diabetes, both of which are closely linked to neurological disorders. By adopting these precautionary measures, individuals can remarkably reduce their risk of developing neurological disorders and improve their overall brain health. While not all neurological disorders are preventable, a proactive approach to brain health can mitigate risk factors and enhance cognitive resilience throughout life.