Evidence map›Paper›PMID 38337451›Full record

ArticleJournal of clinical medicine2024

A Data-Driven Framework for Clinical Decision Support Systems in Positive Airway Pressure and Oxygen Titration.

Artis Svaža, Dāvis Freimanis, Dana Zariņa, Pavels Osipovs, Svjatoslavs Kistkins, Vitālijs Ankudovičs, Olegs Sabeļnikovs, Valdis Pīrāgs, Yuriy Chizhov, Dmitrijs Bliznuks

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact, top 99% 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

0 citing papers in PubMed, 0 citations in OpenAlex.

No citing paper in PubMed yet.

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

10 authors at 3 institutions in 1 country.

Artis SvažaSleep Disorder Clinic, LV-1002 Riga, Latvia.
Dāvis FreimanisDepartment of Internal Medicine, Pauls Stradiņš Clinical University Hospital, LV-1002 Riga, Latvia.
Dana ZariņaDepartment of Internal Medicine, Pauls Stradiņš Clinical University Hospital, LV-1002 Riga, Latvia.
Pavels OsipovsInstitute of Applied Computer Systems, Riga Technical University, LV-1046 Riga, Latvia.
Svjatoslavs KistkinsSleep Disorder Clinic, LV-1002 Riga, Latvia.ORCID 0000-0002-6463-0664
Vitālijs AnkudovičsDepartment of Internal Medicine, Pauls Stradiņš Clinical University Hospital, LV-1002 Riga, Latvia.
Olegs SabeļnikovsDepartment of Clinical Skills and Medical Technology, Riga Stradiņš University, LV-1007 Riga, Latvia.
Valdis PīrāgsDepartment of Internal Medicine, Pauls Stradiņš Clinical University Hospital, LV-1002 Riga, Latvia.
Yuriy ChizhovInstitute of Applied Computer Systems, Riga Technical University, LV-1046 Riga, Latvia.
Dmitrijs BliznuksInstitute of Applied Computer Systems, Riga Technical University, LV-1046 Riga, Latvia.ORCID 0000-0003-4252-9220
Pauls Stradiņš Clinical University Hospital · LVRiga Technical University · LVRiga Stradiņš University · LV

Funding

European Regional Development Fund Nr.1.1.1.1/21/A/082
6 · The paper itself

Abstract

backgroundCurrent obstructive sleep apnea treatment relies on manual PAP titration, but it has limitations. Complex interactions during titration and variations in SpO

methodsThis study, compliant with data protection laws, focused on adults with OSA-induced hypoxemia utilizing supplemental oxygen and CPAP/BiPAP therapy. PAP titration, conducted over one night, involved vigilant monitoring of vital signs and physiological parameters. Adjustments to CPAP pressure, potential BiLevel transitions, and supplemental oxygen were precisely guided by patient metrics. Markov decision processes outlined three treatment actions for disorder management, incorporating expert medical insights.

resultsIn our study involving 14 OSA patients (average age: 63 years, 27% females, BMI 41 kg m

conclusionsThe development of a framework for Markov decision processes of PAP and oxygen titration algorithms holds promise for providing algorithms for improving pCO

Indexed as

hypercapniahypoxiaMarkov decision processesobstructive sleep apneaPAP titration

Identifiers

PMID38337451
PMCPMC10856483
OpenAlexW4391345162

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.