Abstract

Aberrant motor behavior in dementia, which MeSH classifies under behavioral symptoms, is a cluster of repetitive, purposeless or inappropriate movements—pacing, wandering, rummaging, and restless agitation—that arise as the neuropsychiatric expression of a progressive dementia rather than as a deliberate act. It is one of the behavioral and psychological symptoms of dementia (BPSD), is highly prevalent as the disease advances, and is a leading driver of caregiver distress and institutionalization. This article develops the construct across levels: its clinical description and measurement with instruments such as the Cohen-Mansfield Agitation Inventory and the Neuropsychiatric Inventory, the need-driven model that reframes it as communicative rather than meaningless, its accrual over the course of Alzheimer disease, and the management evidence. A worked example and three interactive demonstrations accompany the text.

Keywords: dementia, agitation, wandering, neuropsychiatric symptoms, caregiver burden

A person with moderate Alzheimer disease paces the length of a corridor dozens of times an hour, tries every door handle in turn, folds and refolds a towel, or shadows a caregiver from room to room without apparent purpose. These are not acts of will in the ordinary sense, and they are not a moral failing or mere stubbornness; they are the motor signature of a brain disease, and they belong to a recognized clinical syndrome. Aberrant motor behavior is the term the medical literature and the Medical Subject Headings vocabulary use for this family of repetitive, excessive, or inappropriate movements when they appear in the setting of a dementia (Finkel et al., 1996).

The behaviors matter out of proportion to their apparent triviality. They are among the most common and most persistent of the behavioral and psychological symptoms of dementia, they are a principal reason families can no longer cope at home, and they predict nursing-home placement and the use of restraints and sedating drugs (Cerejeira et al., 2012; Lyketsos et al., 2002). This article treats the syndrome as a problem in the organization of behavior under neurodegeneration: how it is described and measured, what account best explains it, how it changes as the disease progresses, and what can be done about it.

Key Takeaways

- Aberrant motor behavior is a cluster of repetitive, purposeless movement—pacing, wandering, rummaging, restlessness—that is a neuropsychiatric symptom of dementia, not willful misconduct.

- It is one of the behavioral and psychological symptoms of dementia (BPSD), is highly prevalent as the disease advances, and is a major driver of caregiver burden and institutionalization.

- It is measured, not merely noted: standardized tools such as the Cohen-Mansfield Agitation Inventory and the Neuropsychiatric Inventory turn it into a frequency-by-severity score that can be tracked.

- The need-driven model reframes the behavior as communicative. A background of neurological and cognitive loss meets a proximal unmet need—pain, boredom, a full bladder, overstimulation—and the movement is the expression of that need.

- Management is non-pharmacological first. Identifying and meeting the underlying need outperforms, and is safer than, routine sedation, which carries real harms in this population.

What Aberrant Motor Behavior in Dementia Is

Aberrant motor behavior in dementia is a syndrome of repetitive, excessive, or contextually inappropriate motor activity—pacing, aimless walking or wandering, rummaging and hoarding, repetitive handling of objects, restlessness, and the inability to sit still—occurring as a direct neuropsychiatric consequence of a dementing illness. In the Medical Subject Headings vocabulary it is a descriptor in the behavioral-symptoms branch of the psychiatry-and-psychology tree, grouping the motor disturbances of dementia that older literature scattered across *agitation*, *wandering*, and *restlessness*. The defining features are that the activity is driven rather than goal-directed, that it is excessive or out of place for the setting, and that it arises from the disease rather than from an identifiable external cause the person could simply be asked to stop.

The syndrome was carved out of the broader concept of agitation. Jiska Cohen-Mansfield and colleagues provided the first systematic description, observing and cataloguing the agitated behaviors of nursing-home residents and showing that they fall into coherent groupings—physically non-aggressive behaviors such as pacing and repetitious mannerisms, physically aggressive behaviors, and verbal agitation (Cohen-Mansfield et al., 1989). The physically non-aggressive cluster—the restless, repetitive movement that is the core of aberrant motor behavior—turned out to be among the most frequent and the most enduring. A consensus conference later placed these behaviors within the unifying framework of the behavioral and psychological symptoms of dementia, establishing that the motor, mood, and psychotic disturbances of dementia are a legitimate and treatable part of the illness rather than incidental background (Finkel et al., 1996).

Figure 1

Aberrant Motor Behavior Within the Behavioral and Psychological Symptoms of Dementia

Aberrant motor behavior is one cluster within the behavioral and psychological symptoms of dementia. A large rounded box labeled behavioral and psychological symptoms of dementia contains four smaller boxes: mood symptoms such as depression and apathy, psychotic symptoms such as delusions and hallucinations, agitation and aggression, and aberrant motor behavior covering pacing, wandering, and rummaging. The aberrant motor behavior box is highlighted. Behavioral and Psychological Symptoms of Dementia Mood symptoms depression, apathy, anxiety Psychotic symptoms delusions, hallucinations Agitation and aggression verbal and physical aggression Aberrant motor behavior pacing, wandering, rummaging, restlessness
Note. The behavioral and psychological symptoms of dementia are conventionally grouped into mood, psychotic, agitation/aggression, and aberrant-motor clusters; the clusters overlap in any given patient. Aberrant motor behavior is the repetitive, driven-movement cluster. Original schematic.

Types of Aberrant Motor Behavior in Dementia

The clinical description above cuts the syndrome by what it looks like at the bedside. A second cut comes from the classification itself: the Medical Subject Headings vocabulary places *Aberrant Motor Behavior in Dementia* at tree position F01.145.126.050, beneath the broader descriptor Behavioral Symptoms, and hangs three narrower descriptors below it. These subtypes are not mutually exclusive—a single patient may pace, strike out, and wander in the same afternoon, and the categories overlap freely—so the list is a taxonomy of indexing, not a partition of behavior. It is worth stressing that MeSH is an indexing classification built to retrieve the literature, not a theory of how the disturbed motor system of dementia carves into natural kinds; the subtypes are how the field files its papers, not a claim about joints in nature. Table 1 lists the direct children of the descriptor; one is treated at length in its own article.

Table 1. Direct subtypes of Aberrant Motor Behavior in Dementia in the MeSH classification (tree F01.145.126.050).
Subtype In brief
Aggression Behavior directed at causing harm or damage, verbal or physical, often emerging when a confused person is approached or redirected against resistance.
Psychomotor Agitation Excessive motor activity coupled with inner tension or unease—fidgeting, pacing, the inability to sit still—the restless core of the syndrome.
Wandering Behavior Locomotion, often repetitive or lapping, that lacks a safe or discernible goal and risks the person becoming lost, exhausted, or exposed.

Measurement

Turning a caregiver's report of restlessness into something a clinician can track and a trial can use as an endpoint requires a measurement instrument, and two dominate the field. The first is the Cohen-Mansfield Agitation Inventory, which asks a caregiver to rate how frequently each of a long list of agitated behaviors—pacing, repetitive mannerisms, handling things inappropriately, hitting, cursing—has occurred over a defined window, and from those frequencies yields a profile across the aggressive, physically non-aggressive, and verbally agitated factors (Cohen-Mansfield et al., 1989). Because it is frequency-based and behaviorally specific, it captures exactly the driven, repetitive movement that defines aberrant motor behavior.

CMAI agitation profile

The Cohen-Mansfield Agitation Inventory rates how often each agitated behavior occurs and resolves them into three factors. Adjust the frequency of each factor (1 = never, 7 = several times an hour) and read the resulting profile. The physically non-aggressive factor is the core of aberrant motor behavior.

Physically non-aggressive5 / 7
pacing, repetitive mannerisms, handling things
Physically aggressive2 / 7
hitting, pushing, grabbing
Verbally agitated3 / 7
repetitive requests, complaining, cursing
01234567Physically non-agg…Physically aggress…Verbally agitated
Composite frequency sum 10 of 21 (mean 3.3 of 7). The dominant factor is physically non-aggressive — the restless, repetitive movement that defines aberrant motor behavior.

The second instrument is the Neuropsychiatric Inventory, developed by Jeffrey Cummings and colleagues to assess the full range of behavioral disturbances in dementia within a single structured interview (Cummings et al., 1994). For each domain, including aberrant motor behavior, the caregiver rates the frequency and the severity of the symptom, and the two are multiplied into a domain score; a separate rating captures the distress the symptom causes the caregiver. The Neuropsychiatric Inventory made it possible to show, in large population-based samples, just how common these symptoms are: across the spectrum of dementia the great majority of patients show at least one neuropsychiatric symptom, and aberrant motor behavior is among the most frequent in the moderate-to-severe range (Lyketsos et al., 2002; Zhao et al., 2016). The worked example below walks through how a single domain score is built.

The Need-Driven Model

The decisive conceptual advance was to stop treating the behavior as meaningless. Donna Algase and colleagues proposed the need-driven dementia-compromised behavior model, which holds that behaviors such as wandering and restless pacing are not random disinhibition but the expression of an unmet need that the person, robbed of language and reasoning by the disease, can no longer state or satisfy directly (Algase et al., 1996). The model distinguishes two kinds of antecedent. *Background* factors are the relatively stable traits the disease and the person bring—the neurological losses, cognitive impairment, general health, and premorbid personality. *Proximal* factors are the immediate, changeable conditions—a full bladder, pain, hunger, boredom, too much or too little stimulation, a confusing environment—that, meeting the vulnerable background, trigger the behavior in the moment.

Need-driven model

In the need-driven model, behavior arises when a vulnerable background (neurological and cognitive loss, health, personality) meets an immediate proximal need (pain, a full bladder, boredom, overstimulation). Neither alone produces the behavior; their conjunction does. Adjust both and watch the likelihood.

Background vulnerability60
Proximal unmet need55
Background60 / 100Proximal need55 / 10033%behavior likelihood
Behavior possible — likelihood 33%. Because the two factors multiply, a high background with no proximal need (or the reverse) keeps the behavior low; the clinical lever is the changeable proximal need.

The power of the model is practical as much as theoretical. If the pacing is the only remaining way a person can signal that they are in pain or need the toilet, then the behavior is information, and the clinical task is to read it and meet the need rather than to suppress the movement (Cohen-Mansfield et al., 2012). This reframing turns an apparently senseless symptom into a communicative act, and it is the theoretical foundation for the non-pharmacological interventions that the management evidence now favors.

Motor Signs Over the Course of Alzheimer Disease

Aberrant motor behavior does not appear all at once; it accrues as the underlying neurodegeneration spreads. Nikolaos Scarmeas and colleagues followed a large cohort of patients with Alzheimer disease and documented that extrapyramidal and other motor signs develop and accumulate over the course of the illness, becoming more prevalent and more severe as the disease advances from mild to severe stages (Scarmeas et al., 2004). The repetitive and restless behaviors track a similar trajectory: they are relatively uncommon in the earliest stages, rise through the moderate stages, and are highly prevalent in advanced disease, which is precisely when caregiving is most demanding.

Motor signs across the course of Alzheimer disease

Motor signs and repetitive behaviors accrue as the disease advances: uncommon early, highly prevalent late. Move through the stages to see the illustrative prevalence rise. The values are illustrative of the documented monotone increase, not measured prevalences.

Disease stageModerate
0255075100MildModerate35%SevereVery severeprevalence (%)
At the Moderate stage the illustrative prevalence of motor signs is 35%. The rise is monotone across stages, which is why structured, need-driven observation matters most in advanced disease.

This stage-dependence has a clinical corollary. Because the behaviors intensify as cognition and communication decline, the window in which a person can name a need narrows exactly as the prevalence of need-driven behavior grows, which is why structured observation and the need-driven reading of behavior become more, not less, important in advanced dementia (Cipriani et al., 2014).

Worked Example

The Neuropsychiatric Inventory makes the abstract idea of a symptom concrete by scoring it. For the aberrant-motor-behavior domain, a caregiver first answers a screening question about whether the person shows repetitive activities with no purpose, such as pacing or opening and closing drawers. If so, the caregiver rates two things: the *frequency* of the behavior on a four-point scale (1 = less than once a week, 2 = about once a week, 3 = several times a week, 4 = daily or continuously) and its *severity* on a three-point scale (1 = mild, 2 = moderate, 3 = marked). The domain score is their product.

Suppose a man with moderate Alzheimer disease paces and tries doors several times a week—a frequency of 3—and the behavior is distressing but can still be redirected, a moderate severity of 2. His aberrant-motor-behavior domain score is therefore *frequency* × *severity* = 3 × 2 = 6, against a theoretical maximum of 4 × 3 = 12.

Domain Frequency (1–4) Severity (1–3) Score = F × S
Aberrant motor behavior 3 2 6
Agitation / aggression 2 2 4
Anxiety 2 1 2

Summing the three domains this patient shows gives an illustrative Neuropsychiatric Inventory subtotal of 6 + 4 + 2 = 12. Crucially, the caregiver-distress rating—here a 4 on the 0–5 distress scale—is recorded *separately* and is never folded into the symptom score; the instrument keeps the burden on the caregiver distinct from the frequency and severity of the behavior itself, so that a mild behavior that is nonetheless exhausting the family is not hidden inside a low symptom score (Cummings et al., 1994). The CmaiAgitationProfile demo lets the reader vary the frequency of each behavior cluster and watch the composite profile; the numbers are illustrative, but the structure—a frequency-by-severity product kept separate from caregiver distress—is the content.

Discussion

The value of treating these movements as a defined syndrome is that it replaces a counsel of despair with a set of answerable clinical questions. Once pacing and rummaging are understood as a neuropsychiatric symptom with a measurable frequency and severity and a probable underlying need, the questions become tractable: what is driving this behavior now, is the person in pain or understimulated, and what change to the environment or routine would meet the need (Algase et al., 1996; Cohen-Mansfield et al., 2012). The older view, that such behavior was the meaningless end-stage churn of a dissolving brain, could motivate nothing but containment.

The epidemiological evidence gives the syndrome its weight. In population-based and clinical samples the neuropsychiatric symptoms of dementia are the rule rather than the exception, and the motor and agitation symptoms are among the most persistent and the most strongly associated with caregiver burden and placement (Lyketsos et al., 2002; Zhao et al., 2016). A symptom that is this common, this burdensome, and this responsive to how the person is cared for is not a footnote to the dementia; it is a central part of what the illness is and of what good care must address.

Current Directions

The most active front is the evidence base for management, which has moved decisively toward non-pharmacological interventions as the first line. A large network meta-analysis by Jennifer Watt and colleagues compared interventions for aggressive and agitated behaviors in dementia and found that multidisciplinary care, massage and touch therapy, and other non-drug approaches were as effective as or more effective than pharmacological options for reducing these behaviors, without the drugs' harms (Watt et al., 2019). This matters because the antipsychotic medications historically used to sedate agitated patients carry a documented increase in mortality and stroke in older people with dementia, so an equally effective non-drug option is not merely preferable but safer.

Consensus guidance has consolidated around this evidence. Reviews and an international Delphi consensus now recommend a structured approach in which treatable causes—pain, infection, medication effects, environmental triggers—are sought and addressed first, tailored non-pharmacological strategies are tried next, and medication is reserved for when the behavior is dangerous or refractory and used briefly and with monitoring (Kales et al., 2015; Tible et al., 2017; Kales et al., 2019). The open problems are in implementation: delivering individualized, need-driven care reliably in understaffed settings, and identifying which patients and which behaviors respond to which specific strategy.

Common Misconceptions

The pacing and rummaging are deliberate misbehavior.
They are not willed acts but neuropsychiatric symptoms of a brain disease, driven and non-goal-directed, and classified as such within the behavioral and psychological symptoms of dementia (Finkel et al., 1996). Treating them as misconduct to be disciplined misreads the cause and forecloses the care that helps.
The behavior is meaningless end-stage activity with no cause to find.
The need-driven model shows the opposite: the movement is usually the expression of an unmet need—pain, a full bladder, boredom, overstimulation—that the person can no longer state directly, so it carries information a caregiver can read and act on (Algase et al., 1996).
Sedating medication is the obvious first-line treatment.
Non-pharmacological interventions are at least as effective for agitated and aggressive behavior and avoid the harms of antipsychotics, which raise mortality and stroke risk in dementia; guidelines now reserve drugs for dangerous or refractory cases (Watt et al., 2019; Kales et al., 2015).

Glossary

Aberrant motor behavior.
Repetitive, excessive, or inappropriate movement—pacing, wandering, rummaging, restlessness—arising as a neuropsychiatric symptom of dementia.
Agitation.
A state of excessive motor activity and inner tension; in dementia it spans aggressive, physically non-aggressive, and verbal behaviors.
Behavioral symptoms.
The broad MeSH category of observable behavioral disturbances under which the motor disturbances of dementia are indexed.
BPSD.
Behavioral and psychological symptoms of dementia; the consensus umbrella term for the mood, psychotic, agitation, and motor disturbances of the illness.
Caregiver burden.
The physical, emotional, and practical strain borne by those caring for a person with dementia; aberrant motor behavior is a leading contributor.
Cohen-Mansfield Agitation Inventory.
A caregiver-rated scale that records the frequency of a list of agitated behaviors and resolves them into aggressive, non-aggressive, and verbal factors.
Dementia.
An acquired, progressive loss of cognitive function severe enough to impair daily life, of which Alzheimer disease is the most common cause.
Extrapyramidal signs.
Motor abnormalities such as rigidity and bradykinesia arising from basal-ganglia pathology that accrue over the course of Alzheimer disease.
Need-driven behavior model.
The view that dementia-related behaviors express an unmet need, arising when background neurological loss meets a proximal trigger.
Neuropsychiatric Inventory.
A structured caregiver interview scoring each behavioral domain of dementia by frequency times severity, with a separate caregiver-distress rating.
Non-pharmacological intervention.
Any non-drug approach—meeting needs, activity, environmental change, touch therapy—used as the first-line management of behavioral symptoms.
Proximal factor.
An immediate, changeable condition—pain, a full bladder, boredom, overstimulation—that triggers a need-driven behavior in the moment.
Psychomotor agitation.
Excessive motor activity accompanying inner tension, such as fidgeting and the inability to sit still; the restless core of the syndrome.
Wandering.
Locomotion that lacks a safe or discernible goal, often repetitive or lapping, risking exhaustion or the person becoming lost.

Key Researchers

Donna L. Algase

(University of Michigan, Professor Emerita of Nursing; later University of Toledo). Nursing scientist who proposed the need-driven dementia-compromised behavior model, reframing wandering and restlessness as the expression of unmet needs, and developed the Algase Wandering Scale.
Faculty Page - Google Scholar

Jiska Cohen-Mansfield

(Tel Aviv University, School of Public Health). Gerontologist who gave the first systematic description of agitation in dementia, developed the Cohen-Mansfield Agitation Inventory, and established the evidence for nonpharmacological interventions.
ORCID - Wikipedia

Jeffrey L. Cummings

(University of Nevada Las Vegas, Department of Brain Health). Behavioral neurologist who created the Neuropsychiatric Inventory, the standard instrument for assessing the behavioral and psychological symptoms of dementia, and a leader in Alzheimer drug development.
ORCID - Google Scholar

Constantine G. Lyketsos

(Johns Hopkins University, Department of Psychiatry and Behavioral Sciences). Psychiatrist who established the population-level prevalence of neuropsychiatric symptoms across dementia and mild cognitive impairment and co-authored consensus guidance on their management.
ORCID - Wikipedia

Frequently Asked Questions

What is aberrant motor behavior in dementia?

It is a cluster of repetitive, excessive, or inappropriate movements—pacing, aimless walking, rummaging, and restless fidgeting—that arise as a neuropsychiatric symptom of a dementia rather than as a deliberate act. It is one of the behavioral and psychological symptoms of dementia and becomes common as the disease advances (Finkel et al., 1996).

Is this behavior the person being difficult on purpose?

No. The movements are driven by the brain disease and are non-goal-directed; they are classified as neuropsychiatric symptoms, not willful misconduct. Treating them as deliberate misbehavior misreads their cause and prevents the care that actually helps (Cohen-Mansfield et al., 1989).

How is it measured?

By caregiver-rated instruments. The Cohen-Mansfield Agitation Inventory records how often each agitated behavior occurs, and the Neuropsychiatric Inventory rates each behavioral domain by frequency and severity, multiplying them into a domain score with a separate caregiver-distress rating (Cummings et al., 1994).

What causes the pacing and wandering?

The need-driven model holds that these behaviors express an unmet need the person can no longer state—pain, a full bladder, hunger, boredom, or overstimulation—arising when the vulnerable background of neurological loss meets an immediate proximal trigger (Algase et al., 1996).

How common is it?

Very common, especially as dementia progresses. In large population-based samples the majority of people with dementia show at least one neuropsychiatric symptom, and aberrant motor behavior is among the most frequent in moderate-to-severe disease (Lyketsos et al., 2002; Zhao et al., 2016).

Does it get worse as the dementia advances?

Generally yes. Motor signs and repetitive behaviors accrue over the course of Alzheimer disease, being uncommon early and highly prevalent in advanced stages, which is when caregiving is most demanding (Scarmeas et al., 2004).

What is the best way to manage it?

Non-pharmacological approaches first. Identifying and meeting the underlying need, activity, and tailored environmental strategies are at least as effective as medication for agitated behavior and avoid the drugs' harms, so guidelines reserve medication for dangerous or refractory cases (Watt et al., 2019; Kales et al., 2015).

Why not just use sedating medication?

Because antipsychotic drugs raise the risk of death and stroke in older people with dementia, and non-drug interventions work at least as well for agitation. An equally effective but safer option is preferred, and drugs are used briefly and with monitoring when they are needed at all (Tible et al., 2017; Kales et al., 2019).

References

Algase, D. L., Beck, C., Kolanowski, A., Whall, A., Berent, S., Richards, K., & Beattie, E. (1996). Need-driven dementia-compromised behavior: An alternative view of disruptive behavior. American Journal of Alzheimer's Disease, 11(6), 10–19. https://doi.org/10.1177/153331759601100603

Cerejeira, J., Lagarto, L., & Mukaetova-Ladinska, E. B. (2012). Behavioral and psychological symptoms of dementia. Frontiers in Neurology, 3, 73. https://doi.org/10.3389/fneur.2012.00073

Cipriani, G., Lucetti, C., Nuti, A., & Danti, S. (2014). Wandering and dementia. Psychogeriatrics, 14(2), 135–142. https://doi.org/10.1111/psyg.12044

Cohen-Mansfield, J., Marx, M. S., & Rosenthal, A. S. (1989). A description of agitation in a nursing home. Journal of Gerontology, 44(3), M77–M84. https://doi.org/10.1093/geronj/44.3.M77

Cohen-Mansfield, J., Thein, K., Marx, M. S., Dakheel-Ali, M., & Freedman, L. (2012). Efficacy of nonpharmacologic interventions for agitation in advanced dementia: A randomized, placebo-controlled trial. Journal of Clinical Psychiatry, 73(9), 1255–1261. https://doi.org/10.4088/JCP.12m07918

Cummings, J. L., Mega, M., Gray, K., Rosenberg-Thompson, S., Carusi, D. A., & Gornbein, J. (1994). The Neuropsychiatric Inventory: Comprehensive assessment of psychopathology in dementia. Neurology, 44(12), 2308–2314. https://doi.org/10.1212/wnl.44.12.2308

Finkel, S. I., Costa e Silva, J., Cohen, G., Miller, S., & Sartorius, N. (1996). Behavioral and psychological signs and symptoms of dementia: A consensus statement on current knowledge and implications for research and treatment. International Psychogeriatrics, 8(S3), 497–500. https://doi.org/10.1017/S1041610297003943

Kales, H. C., Gitlin, L. N., & Lyketsos, C. G. (2015). Assessment and management of behavioral and psychological symptoms of dementia. BMJ, 350, h369. https://doi.org/10.1136/bmj.h369

Kales, H. C., Lyketsos, C. G., Miller, E. M., & Ballard, C. (2019). Management of behavioral and psychological symptoms in people with Alzheimer's disease: An international Delphi consensus. International Psychogeriatrics, 31(1), 83–90. https://doi.org/10.1017/S1041610218000534

Lyketsos, C. G., Lopez, O., Jones, B., Fitzpatrick, A. L., Breitner, J., & DeKosky, S. (2002). Prevalence of neuropsychiatric symptoms in dementia and mild cognitive impairment: Results from the cardiovascular health study. JAMA, 288(12), 1475–1483. https://doi.org/10.1001/jama.288.12.1475

Scarmeas, N., Hadjigeorgiou, G. M., Papadimitriou, A., Dubois, B., Sarazin, M., Brandt, J., Albert, M., Marder, K., Bell, K., Honig, L. S., Wegesin, D., & Stern, Y. (2004). Motor signs during the course of Alzheimer disease. Neurology, 63(6), 975–982. https://doi.org/10.1212/01.wnl.0000138440.39918.0c

Tible, O. P., Riese, F., Savaskan, E., & von Gunten, A. (2017). Best practice in the management of behavioural and psychological symptoms of dementia. Therapeutic Advances in Neurological Disorders, 10(8), 297–309. https://doi.org/10.1177/1756285617712979

Watt, J. A., Goodarzi, Z., Veroniki, A. A., Nincic, V., Khan, P. A., Ghassemi, M., Thompson, Y., Tricco, A. C., Straus, S. E., & Seitz, D. P. (2019). Comparative efficacy of interventions for aggressive and agitated behaviors in dementia: A systematic review and network meta-analysis. Annals of Internal Medicine, 171(9), 633–642. https://doi.org/10.7326/M19-0993

Zhao, Q. F., Tan, L., Wang, H. F., Jiang, T., Tan, M. S., Tan, L., Xu, W., Li, J. Q., Wang, J., Lai, T. J., & Yu, J. T. (2016). The prevalence of neuropsychiatric symptoms in Alzheimer's disease: Systematic review and meta-analysis. Journal of Affective Disorders, 190, 264–271. https://doi.org/10.1016/j.jad.2015.09.069