Evidence map›Paper›PMID 35188467›Full record

ArticleJMIR mHealth and uHealth2022

Smart Speakers: The Next Frontier in mHealth.

Jacob Sunshine

Open access · goldAbstract read
In one paragraph

Article in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
2.2field-weighted citation impact, top 13% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 8 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author at 1 institution in 1 country.

Jacob SunshineDepartment of Anesthesiology & Pain Medicine, University of Washington, Seattle, WA, United States.ORCID 0000-0001-9133-6922
University of Washington · US

Funding

Transforming smartphones into active sonar systems to detect opioid overdoseR44DA050339 · NIDA · SOUND LIFE SCIENCES, INC. · PI GILLESPY, THURMAN, GOLLAKOTA, SHYAMNATH · 2019 to 2021
$1.7M
Low-Cost Mobile Detection of Opioid Overdose EventsK23DA046686 · NIDA · UNIVERSITY OF WASHINGTON · PI SUNSHINE, JACOB · 2019 to 2022
$761k
NIDA NIH HHS K23 DA046686NIDA NIH HHS R44 DA050339
6 · The paper itself

Abstract

The rapid dissemination and adoption of smart speakers has enabled substantial opportunities to improve human health. Just as the introduction of the mobile phone led to considerable health innovation, smart speaker computing systems carry several unique advantages that have the potential to catalyze new fields of health research, particularly in out-of-hospital environments. The recent rise and ubiquity of these smart computing systems holds significant potential for enhancing chronic disease management, enabling passive identification of unwitnessed medical emergencies, detecting subtle changes in human behavior and cognition, limiting isolation, and potentially allowing widespread, passive, remote monitoring of respiratory diseases that impact public health. There are 3 broad mechanisms for how a smart speaker can interact with a person to improve health. These include (1) as an intelligent conversational agent, (2) as a passive identifier of medically relevant diagnostic sounds, and (3) by active sensing using the device's internal hardware to measure physiologic parameters, such as with active sonar, radar, or computer vision. Each of these different modalities has specific clinical use cases, all of which need to be balanced against potential privacy concerns, equity concerns related to system access, and regulatory frameworks which have not yet been developed for this unique type of passive data collection.

Indexed as

Cell PhoneTelemedicineHumansPrivacyPublic Healthdigital healthmachine learningmobile healthsmartphonesmart speaker

Identifiers

PMID35188467
PMCPMC8902676
OpenAlexW4213185603

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.