Assistive Technologies

Assistive Technologies

Linas Juozenas
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Intelligence Unleashed · Assistive technology

Independence is not doing everything alone

A good memory aid or smart-home system does not take over a person’s life. It reduces avoidable cognitive load, makes the next action clearer and brings help within reach—while preserving choice, privacy and meaningful control.

Reminder ≠ confirmationSensor ≠ understandingAlert ≠ responseMonitoring ≠ consent
Begin with the personChoose a goal before choosing a device.
Use the lightest toolComplexity must earn its place.
Plan for realityPractise failures, not just the demo.

Evidence reviewed 4 September 2026 · Educational overview, not individual clinical or legal advice

01

A different starting point

The unit of design is a life, not a gadget

The World Health Organization defines assistive technology broadly: products, systems and services that maintain or improve functioning in areas including cognition, communication, mobility, self-care, hearing and vision. More than 2.5 billion people are estimated to need at least one assistive product.1 That scale matters, but it does not turn any connected object into a universal solution. Access, affordability, fitting, training, maintenance and follow-up are part of the technology too.2

A memory problem after brain injury is not the same as progressive dementia, visual impairment or everyday overload. People with the same diagnosis may value different routines, and needs can change. Selection therefore begins with a meaningful activity: making breakfast, taking the right medicine, reaching an appointment or walking outside.

Goal

What should become easier?

Name the activity in the person’s words. “Remember better” is vague; “leave for the Tuesday class with keys and pass” can be observed and improved.

Friction

Where does the routine break?

Is the cue absent, unnoticed or unclear? Is the task too complex? Is the object hard to find? Does help arrive too late? Different failures need different supports.

Boundary

What must remain under human control?

Decide who can see data, silence alerts, change rules and enter the home. Safety does not erase the person’s voice, dignity or right to ordinary risk.

Independence is relational.

Accepting a cue, a lift or a call does not make someone less independent. The better question is whether support expands the person’s real choices and participation without introducing disproportionate restriction.

02

The whole system

A device is only one link in the support chain

Marketing usually shows the moment a reminder appears or a sensor notices movement. Daily usefulness depends on what happens before and after that moment.

  1. Personal goalA desired activity, routine or freedom defines success.
  2. Cue or signalA label, alarm, sensor or person notices the relevant moment.
  3. Supported actionThe next step is clear, possible and easy to initiate.
  4. ConfirmationThe system distinguishes a prompt from what actually happened.
  5. ResponseA person or service acts only when the agreed threshold is met.
  6. ReviewThe user and supporters check benefit, burden and changing needs.

A spoken medication reminder, for example, can show that a cue was delivered. It cannot show that the correct tablet was swallowed. A door sensor can show that a door opened, not why. A motion sensor can show a period without detected movement, not whether someone is asleep, reading beyond its range, away from home or in difficulty. Sensors observe proxies; software assigns meaning; people carry the consequences.

The design test

What happens when the person does not—or cannot—respond?

Every useful setup needs an answer that is specific, proportionate and practised. It may be a second local cue, a telephone call, a neighbour visit, a monitoring-centre protocol or emergency help. “The app sends an alert” is not a response plan.

Build backwards from the last link. If nobody can receive a night-time alert, more sensors may create false reassurance. The user also needs a way to dismiss errors; serious escalation should not rest on one ambiguous signal.

03

Externalising memory

Use the simplest rung that reliably supports the task

External aids do not “make the brain lazy.” They move part of a task into the environment so attention and memory can be used elsewhere. Cognitive-rehabilitation guidance after traumatic brain injury supports personalised compensatory strategies, including external aids, with structured training and attention to real-life goals.6 Evidence is not interchangeable across conditions, however. A Cochrane review after stroke found short-term improvement in self-reported memory problems but uncertain long-term or functional effects.7

  1. Make the environment do the remembering.Give essential objects one visible home. Use a labelled tray by the door, a large clock and day display, a whiteboard, a paper checklist, photographs on cupboards or the next step placed where the action happens.
  2. Add one familiar digital cue.A phone alarm, calendar, timer or voice reminder may work when the device is already carried, charged and understood. Use concrete text—“Put blue folder in bag”—rather than “Prepare.”
  3. Link the cue to a routine.Time alone may be a poor trigger. A checklist beside the kettle or a prompt after the front door closes can fit the context better, provided the trigger is dependable and not intrusive.
  4. Add confirmation only when it solves a real problem.A tick box, acknowledgement button, dispenser log or supporter call adds information but also effort and surveillance. Define what the confirmation really proves.
  5. Seek specialist assessment for complex or changing needs.An occupational therapist, neuropsychologist, speech and language therapist, rehabilitation clinician, pharmacist or assistive-technology service can match strategies to cognition, communication, vision, hearing, movement and environment.

Good prompts are recognisable, specific and actionable. They arrive early enough to help, but not so often that they become background noise. They use more than one channel only when that helps the individual: sound plus a visual message may improve noticeability, while simultaneous sound, vibration and flashing may be overwhelming. The W3C’s cognitive-accessibility guidance favours familiar patterns, clear steps, visible labels, error recovery, limited distraction and processes that do not themselves rely on memory.8

Need Low-tech first Digital option Check before adopting
Remember an event Large calendar in the decision place Shared calendar with one clear alert Who enters changes? Which time zone? What if the phone is silent?
Complete a sequence Photo or written steps at the workstation Step-by-step checklist or timed prompt Can steps be paused, repeated and corrected without starting over?
Find an object Fixed, labelled home with a bright tray Paired object tag and finder Battery, range, account access and whether the person can operate the app
Begin a task Place the first tool in view Contextual reminder or smart-speaker routine Will the cue fire in the right context, and is there a manual alternative?

Trial prompts in the real place and routine, not only beside a helper. Training should be paced, repeated and use the same words and symbols as the interface.

04

Medication support

Separate the reminder from the dose

Medication support is a safety system, not just a notification feature. The appropriate level depends on the regimen, consequences of a late, missed or repeated dose, the person’s dexterity and understanding, packaging, changing prescriptions and who is available to help. NICE recommends an individualised approach to adherence: understand the person’s concerns and practical barriers rather than assuming non-adherence is a simple failure to remember.5

Reminder deliveredAlert acknowledgedCompartment openedDose releasedDose retrievedMedicine swallowed?

Each step is different. A smart cap may record opening; a dispenser may release one compartment; a camera or supporter may observe part of the routine. None automatically proves ingestion, correct technique or a safe clinical decision. Conversely, an unopened container does not prove a missed dose if medication was prepared elsewhere. Logs are clues, not a complete medication record.

Cue

Alarm, list or labelled organiser

Suitable when the person can identify and take the medicine safely once reminded. Keep the schedule aligned with the current prescription and review alert fatigue.

Control

Timed or locked dispensing

May reduce access to the wrong compartment, but loading errors, dose changes, jams, travel and power loss need named owners and backups.

Escalation

Remote adherence alert

Define the delay, recipient and action. A delayed dose is not always an emergency; an automated message must not prompt unsafe doubling or unilateral dose changes.

Never let an app improvise clinical instructions.

Do not start, stop, repeat or change a medicine because a reminder, dispenser or dashboard says a dose was missed. Follow the written plan for that medicine and ask a pharmacist or prescriber when uncertain. Urgent symptoms should be handled through appropriate medical services, not a device log.

A large randomised trial of three simple reminder devices found no improvement among 53,480 adults with low adherence to one to three long-term oral medicines; a cue alone may not resolve practical, motivational or clinical barriers.25 Reconcile the medication list with a pharmacist, name who fills and checks any dispenser, practise a missed-dose scenario and keep a current backup list. High-risk regimens may need human or professional support. WHO likewise treats medication harm as a systems problem, not merely an individual lapse.9

05

Objects, routes and people

Finding a wallet is not the same as locating a person

Object tags can help find keys or bags, especially beside a fixed storage habit. Results depend on radio technology, compatible networks, surroundings, battery and attachment; “precision finding” is not a universal accuracy guarantee.

Location devices worn or carried by a person raise a different set of questions. They may support safer walking and reduce uncertainty for some people living with dementia, but they are also surveillance tools. Available assessments describe plausible benefits—more freedom, faster location and reduced supporter anxiety—alongside incomplete evidence and important ethical and implementation questions.12 A systematic review of the ethics literature found recurring tensions around autonomy, privacy, benefit, harm and justice; tracking can support or erode each of them depending on design and use.13

Object finding

“Where did the keys go?”

Pair a labelled key hook with a tag. The environmental habit remains primary; the tag is recovery when the habit fails.

Proves: where the tag was last or is currently detected—not who has the keys or why they moved.

Personal location

“Can I keep walking independently?”

Agree when location may be viewed, what counts as concern, who calls first, when someone goes to look and when emergency services are appropriate.

Proves: an estimated device location—not the wearer’s wellbeing, identity or guaranteed rescue.

A location plan needs more than a geofence

  • Meaningful agreement: involve the person early, explain the purpose plainly and revisit consent as circumstances change.
  • Defined access: list who can see current or historical location, how access is revoked and which third parties receive it.
  • Practical reliability: test charging, coverage, mobile data, attachment and the route used in real life.
  • Proportionate boundaries: a late return may first trigger a call, not police. Avoid using continuous history merely because the app makes it available.
  • Backup identification: an accessible contact card, agreed community plan and recent photograph may still matter when electronics fail.
Consumer object trackers are not personal emergency devices.

Anti-stalking alerts and changing network behaviour are important safeguards, but they also make covert tracking unreliable and ethically unacceptable. Use a purpose-designed service when the need is personal safety, and verify local law and response arrangements.

06

Smart-home architecture

Make the home more legible, not more mysterious

A smart home can automate a lamp, show a reminder, notice a door or relay an alarm. Its value comes from a comprehensible routine, not device count. Reviews describe promising uses, but technologies and study quality vary; evidence that these systems reliably keep people with dementia at home remains uncertain.1011

Layer Examples Question that prevents false confidence
Input Button, voice command, motion, door contact, leak, temperature or appliance-status sensor What physical event is actually observed, and what common situations look the same?
Rule “If hallway movement after dark, turn on route lighting” Who can understand, change and audit the rule? Could two automations conflict?
Action Light, announcement, notification, shut-off device or call Is it reversible, visible and appropriate for the risk? Is a certified safety function required?
Confirmation Indicator, acknowledgement, second sensor or human check Does confirmation prove the outcome, or only that a command was sent?
Escalation Family, neighbour, care service, monitoring centre or emergency service Is someone truly available, with permission, context, access and a tested script?
Fallback Physical switch, key, printed plan, local alarm or battery backup What remains usable during internet, account, power or service failure?

Automate low-risk, reversible actions first: route lighting, an information display or one command for several lamps. Keep labelled physical controls. Essential functions should not depend on an app, a remembered phrase or one administrator.

Matter, Thread and the limits of compatibility

Matter is an IP-based interoperability standard for compatible connected-home products; Thread is a low-power IPv6 mesh protocol some devices use as transport.1718 Those labels do not guarantee every feature across every ecosystem, clinical effectiveness, accessibility, privacy or long-term support. Check the exact device, controller, network and platform features.

One dashboard can reduce clutter—and create one point of failure.

Consolidation is useful only if the interface remains accessible, administrators are not locked out, alerts retain their meaning and essential devices continue safely when the hub or cloud is unavailable.

07

Detection and response

A safety sensor does not make a home safe by itself

Falls, fire, carbon monoxide, water leaks, extreme temperature, open doors and unattended cooking require different engineering and response paths. A motion sensor cannot substitute for a smoke alarm; a watch algorithm cannot prevent a fall; a connected notification is not useful if the recipient is asleep or far away. For serious hazards, choose equipment certified for the exact intended purpose and installed and maintained according to local requirements.

Falls

Detection is a backstop

Wearable and ambient systems can miss events or trigger falsely. Performance in acted laboratory falls may not represent varied real-world falls. The person must wear or remain within range of the system, and responders need access.

Fire and gas

Preserve the primary alarm

Use compliant smoke and carbon-monoxide alarms. Connected relays may add remote notice, but must not weaken local audible warnings, routine testing, escape planning or battery replacement.

Cooking and water

Use purpose-designed controls

Stove guards, flood sensors and automatic valves need professional assessment for the appliance and home. Do not improvise heater or cooker shut-off with an ordinary remote smart plug.

Fall technology deserves restraint: devices and tests vary, evidence for people with dementia or MCI is weak, and false alarms can dominate real deployments.2627 An alert complements—not replaces—assessment of medicines, vision, footwear, strength, balance and hazards. NICE guidance favours individualised prevention rather than a gadget alone.14

Write the response as a short decision tree

  1. Verify what the system knows.

    Which sensor fired, when, and with what confidence? Is there a second signal or direct call?

  2. Contact the person in the agreed way.

    Use a speaker, telephone or video only with prior agreement. Allow enough time for mobility, hearing and communication needs.

  3. Escalate to a named human.

    The responder needs current contact details, access instructions, relevant risks and authority to act.

  4. Use emergency services for emergencies.

    Local criteria and symptoms matter. Automation should not delay urgent help or flood services with unverified routine events.

  5. Record and review.

    Was it a true event, a near miss, a device fault or a bad rule? Adjust the environment and plan, not just the threshold.

  6. Repair trust after a false alarm.

    Explain what happened, correct access or alert burden and involve the user before re-enabling monitoring.

No detector can promise rescue.

If there is immediate danger, serious injury, chest pain, breathing difficulty, new confusion or another urgent concern, contact the appropriate emergency service. Do not wait for a second app reading.

08

Evidence without the sales gloss

“It works” can mean five different things

A prototype may detect a staged event yet fail in daily life. A device liked during a short study may be abandoned when batteries, subscriptions and false alerts accumulate. Match each claim to the outcome actually studied.

  1. Technical functionDid the sensor or rule operate under defined conditions?
  2. UsabilityCould intended users understand, set up and operate it?
  3. Daily adoptionWas it still used correctly outside the demonstration?
  4. Functional benefitDid a meaningful activity become easier, safer or more self-directed?
  5. Life impactDid participation, wellbeing, care burden or harm improve—and at what cost?

Ask what a percentage means: were falls staged, did adherence mean opening a container, was independence a questionnaire or time at home, were intended users included, and how many stopped using the system?

Evidence ceiling

A validation study answers a narrow question

Model, software version, placement, population, home layout and comparison method matter. Evidence for one implementation does not transfer automatically to a brand, device category or newer AI feature.

Personal evidence

A structured trial can answer a local question

For a low-risk aid, record the target activity, current difficulty, prompt burden, errors and user preference. Improvement for this person is useful—but not proof that the product treats a condition.

The pragmatic ATTILA trial is instructive: among 495 people with dementia, a fuller assistive-technology and telecare package did not extend time living independently, reduce safety incidents or improve caregiver wellbeing compared with basic support.24 That does not mean every aid is useless; it shows why a plausible mechanism is not proof of a broad life outcome. Prefer reviews, professional guidance, standards, regulator records and transparent comparative studies to testimonials. Check the exact model, intended use and jurisdiction.

09

From idea to dependable routine

Run a small, humane trial before building an ecosystem

Installation day is a poor test: attention is high, batteries are full and a helper is present. A trial should show whether support survives ordinary life. Start with one goal and add complexity only to solve a remaining problem.

  1. Describe one meaningful outcome.

    Use observable language: “arrives at the community lunch with less prompting,” not “improves cognition.” Ask the person what would feel better.

  2. Map the current routine.

    Watch where the cue, decision or action fails. Note noise, lighting, fatigue, dexterity, hearing, vision, language, internet and who is nearby.

  3. Choose the smallest intervention.

    Try placement, labelling or a familiar alarm before a new account and hub. Compare total cost, subscription, consumables, return terms and support life.

  4. Co-design the prompt.

    Use the user’s words, preferred channel and timing. Decide how to snooze, dismiss, correct and ask for help without embarrassment.

  5. Practise the complete response.

    Test true events, false alerts, no response, power loss and an unavailable supporter. Confirm that authorised responders can enter safely.

  6. Review benefit and burden.

    After a realistic period, compare the target activity, errors, anxiety, interruptions and work shifted to others. Keep, simplify, change or remove.

Before buying During setup During the trial At review
Exact goal and user preference Plain-language explanation and agreement Did the target activity improve? Does the person still want it?
Accessibility and physical fit Named owner for accounts and updates Were prompts noticed and understood? Can features or data be reduced?
Independent evidence for exact use Responder list and escalation thresholds False alarms, misses and workarounds Has risk, capacity or routine changed?
Full cost and cancellation terms Manual controls and written fallback Charging, connectivity and support load Repair, return, reuse or safe disposal

Professional assessment is valuable when errors have serious consequences, needs interact or cognition is changing. UK occupational therapy, memory, rehabilitation, community-alarm and pharmacy services cover different problems; routes and funding vary. Do not assume a consumer product is reimbursed from a news story.

10

Dignity, consent and data

Support should not quietly become surveillance

The UN disability-rights convention connects independent living with equal choice, community inclusion and support—not technological control.3 Someone can value safety and still refuse a bedroom camera, route history or family access to every alert. Seek the least intrusive design that meets the purpose.

Capacity is decision-specific and can fluctuate; diagnosis alone does not remove it. In England and Wales, the Mental Capacity Act presumes capacity, requires practical support and distinguishes an unwise decision from inability to decide. If another person must act, best-interests and least-restrictive principles apply; rules differ elsewhere.15 An app’s “supporter” role is not legal authority.

Map the data journey

Body or home → device → hub or phone → account → cloud → supporter or service → third party

At each arrow, ask what is collected, why, who controls it, where it is stored, how long it remains, whether it trains models or supports advertising, and how access can be viewed, exported, corrected and deleted.

Minimise

Collect the least

A door-open event may meet the goal without a camera. A current location may suffice without keeping a route history. Disable unused microphones, analytics and integrations.

Separate roles

Share deliberately

Use individual accounts, least-privilege access and a written administrator plan. Do not share a master password among relatives, visitors and care workers.

Retain control

Make withdrawal real

The person should know how to pause monitoring, see who has access and raise an error. Have a process to revoke former supporters and close accounts.

Health, biometric and monitoring data may receive heightened protection, but duties depend on operator, purpose and jurisdiction. GDPR principles include purpose limitation, minimisation, accuracy, storage limitation and security.16 US consumer-app data is not automatically covered by HIPAA merely because it concerns health; FTC rules may still apply.2021

A short security baseline

  • Use unique passwords and multi-factor authentication where it is accessible; document a safe recovery route that does not depend on one person’s memory.
  • Install security updates, replace unsupported products and check how long the maker commits to updates. “Works today” is not a lifecycle plan.
  • Keep the home network and router supported. Review guest, installer and third-party integration access after setup.
  • Prefer products that disclose vulnerabilities, support secure updates, protect stored and transmitted data and allow safe reset. NIST’s consumer-IoT baseline provides useful capabilities to ask about.19
11

Designing for the bad day

Reliability begins with admitting that things fail

Support can fail quietly: dead battery, moved sensor, changed Wi-Fi, locked account, closed cloud service or a responder assuming someone else acted. “No alert” may mean nothing happened—or the observation path broke. Systems should report their health clearly.

Device failure

Power, placement, wear

Set a visible charging home, use low-battery alerts with a named owner, inspect adhesives and mounts, and check whether the device is actually worn or within range.

System failure

Network, account, cloud

Keep local controls, test internet loss, record subscription renewal, preserve recovery codes and know which automations stop when a vendor or platform is unavailable.

Response failure

Assumptions, fatigue, turnover

Use one accountable responder per alert, an acknowledgement path and a second contact. Rehearse handovers when family, staff or circumstances change.

Redundancy must be independent, not two messages through one dead phone. Use a paper medication list, physical switch, local alarm and second authorised responder. The higher the risk, the clearer the fallback and maintenance record.

False alarms disturb sleep, strain relationships, desensitise responders and prompt abandonment. Improve placement, rules and context rather than simply changing sensitivity. Review false alerts and known misses with the user.

The removal plan matters too.

A tool that once supported freedom may later confuse, restrict or expose the person. Schedule review after health changes, moves, repeated failures, software redesigns or a change in supporters. Good assistive technology is allowed to retire.

12

Straight answers

Common questions about memory aids and smart homes

What is the best memory aid?

The one that reliably supports a specific task with the least burden for that person. A visible notebook, labelled tray or paper checklist may outperform an app because it has no password, battery or notification competition. Digital tools add value when timing, portability, repetition, sharing or accessibility genuinely helps.

Do memory aids weaken memory?

There is no good reason to treat appropriate compensatory aids as laziness. Rehabilitation uses external strategies to support real-world function, often alongside training. The aim is not to pass an unaided memory test; it is to do meaningful things with greater confidence and less cognitive cost.

Can a smart dispenser prove that medicine was taken?

Usually not. It may record an alert, opening, release or retrieval. Swallowing, correct technique and the clinical appropriateness of a dose are separate. Check the exact device claim and use an agreed missed-dose plan; never double or alter a dose from an app notification alone.

Will fall detection catch every fall?

No. Devices can miss falls and generate false alerts, and a wearable cannot detect anything if it is not worn or charged. Treat detection as one backstop within a broader prevention and response plan, not a guarantee.

Is camera-free monitoring private?

It may be less revealing than video, but patterns from motion, doors, appliances, sleep or location can still expose intimate information. Privacy depends on what is inferred, retained, shared and acted upon—not only whether an image is recorded.

When is a professional assessment worth it?

When a missed action could cause harm; needs involve cognition plus hearing, vision or movement; the person cannot reliably express or operate the plan; medication is complex; falls recur; or abilities are changing. A professional can examine the task and environment instead of matching a diagnosis to a product.

Can family install monitoring for someone who has dementia?

A diagnosis does not automatically remove decision-making ability. Explain the specific system, purpose, data and alternatives in an accessible way and support the person to decide. If capacity for that decision is genuinely absent, follow the applicable legal framework, authority, best-interests process and least-restrictive option; obtain local professional advice.

13

The lasting principle

Technology should widen the person’s world

The most capable system is not the one with the most sensors. It is the one that makes a valued activity more possible, communicates clearly, asks only for necessary data and remains understandable on an ordinary day. It lets the person correct it, pause it and keep a workable alternative.

Begin with one goal. Find the precise point where the routine breaks. Try the lightest support, then test the entire chain from cue to response. Be exact about what was confirmed. Rehearse power, network and human failure. Review both benefit and burden, and remove technology when it stops serving the person.

That is a more demanding standard than “smart.” It is also a more hopeful one. Memory aids and connected homes can create genuine cognitive room, safer routines and greater freedom—but only when intelligence remains distributed among the person, their environment, trusted relationships and tools that know their limits.

Important: This article is general education, not personalised medical, social-care, emergency, legal or product advice. Follow instructions and local requirements for the exact device. Do not alter medication or delay urgent help because of a consumer technology. Seek qualified assessment for safety-critical, complex or changing needs.
14

Evidence base

Sources and further reading

  1. Assistive technology. World Health Organization fact sheet.
  2. Global report on assistive technology. WHO and UNICEF, 2022.
  3. Convention on the Rights of Persons with Disabilities. United Nations; see Articles 12, 19 and 20.
  4. Dementia: assessment, management and support. NICE guideline NG97.
  5. Medicines adherence. NICE guideline CG76.
  6. INCOG 2.0 Guidelines: Memory. Cognitive rehabilitation after traumatic brain injury, 2023.
  7. Cognitive rehabilitation for memory deficits after stroke. Cochrane evidence review.
  8. Making Content Usable for People with Cognitive and Learning Disabilities. W3C Working Group Note.
  9. Medication Without Harm. World Health Organization patient-safety initiative.
  10. Smart-home technologies supporting people with dementia. Systematic review, 2021.
  11. Technologies to Increase Freedom for People Living With Dementia. Evidence report, 2023.
  12. GPS Locator Devices for People With Dementia. CADTH horizon scan.
  13. Electronic tracking devices in dementia care. Systematic review of ethics literature.
  14. Falls: assessment and prevention. NICE guideline NG249.
  15. Mental Capacity Act Code of Practice. Applies to England and Wales.
  16. General Data Protection Regulation. Official EU text.
  17. Matter overview. Connectivity Standards Alliance.
  18. What is Thread? Thread Group overview.
  19. IoT Device Cybersecurity Capability Core Baseline. NISTIR 8259A.
  20. Consumer health information: HIPAA and the FTC Act. US Department of Health and Human Services.
  21. Health Breach Notification Rule. US Federal Trade Commission guidance.
  22. Smart Home Technologies for Enhancing Independence of Living. Systematic review, 2025.
  23. Guiding the Ethics of Locator Devices in Dementia Care. Stakeholder framework, 2026.
  24. Assistive technology and telecare to maintain independent living. ATTILA randomised trial.
  25. Effect of Reminder Devices on Medication Adherence. REMIND randomised trial.
  26. Digital technologies to prevent falls in dementia or MCI. Systematic overview.
  27. Real-world accuracy of wearable fall detection. Small deployment study.
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