Evidence map›Paper›PMID 37866640›Full record

ArticleJournal of biomedical informatics2023

A semi-supervised approach to unobtrusively predict abnormality in breathing patterns using hydraulic bed sensor data in older adults aging in place.

Pallavi Gupta, Jamal Saied Walker, Laurel Despins, David Heise, James Keller, Marjorie Skubic, Ruhan Yi, Grant J Scott

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of biomedical informatics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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

8 authors.

Pallavi GuptaUniversity of Missouri, MU Institute of Data Science and Informatics, Columbia, 65211, MO, USA; University of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA. Electronic address: pg3fy@umsystem.edu.
Jamal Saied WalkerUniversity of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, 65211, MO, USA.
Laurel DespinsUniversity of Missouri, Sinclair School of Nursing, Columbia, 65211, MO, USA; University of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA.
David HeiseUniversity of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; Lincoln University, Department of Science, Technology & Mathematics, Jefferson City, 65101, MO, USA.
James KellerUniversity of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, 65211, MO, USA.
Marjorie SkubicUniversity of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, 65211, MO, USA.
Ruhan YiUniversity of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, 65211, MO, USA.
Grant J ScottUniversity of Missouri, MU Institute of Data Science and Informatics, Columbia, 65211, MO, USA; University of Missouri, Center to Stream Healthcare in Place, Columbia, 65211, MO, USA; University of Missouri, Department of Electrical Engineering and Computer Science, Columbia, 65211, MO, USA. Electronic address: scottgs@missouri.edu.

Funding

Customized Health Alerts and Consumer-Centered Interfaces Using In-Home and Wearable SensorsR01NR016423 · NINR · UNIVERSITY OF MISSOURI-COLUMBIA · PI SKUBIC, MARJORIE · 2018 to 2021
$2.4M
NINR NIH HHS R01 NR016423
6 · The paper itself

Abstract

Shortness of breath is often considered a repercussion of aging in older adults, as respiratory illnesses like COPD

Indexed as

Independent LivingPulmonary Disease, Chronic ObstructiveAgedDyspneaHumansRespirationRetrospective StudiesAging in placeC2ShipData miningEarly illness predictionMachine learningOlder adultsPredictive modelingSensor data analyticsShortness of breath

Identifiers

PMID37866640
PMCPMC10695104

What OpenQuestion holds

Textmetadata
LicenceTDM
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.