Evidence map›Paper›PMID 37868025›Full record

ArticleCritical care explorations2023

Identifying Patterns of Medical Intervention in Acute Respiratory Failure: A Retrospective Observational Study.

Jacqueline M Kruser, Kartikey Sharma, Jane L Holl, Omid Nohadani

Open access · goldAbstract read
In one paragraph

Article in Critical care explorations, 2023. 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
0.3field-weighted citation impact, top 36% 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, 1 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

4 authors at 2 institutions in 1 country.

Jacqueline M KruserDepartment of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI.
Kartikey SharmaZuse Institute, Department of AI in Society, Science, and Technology, Berlin, Germany.
Jane L HollDepartment of Neurology, University of Chicago, Chicago, IL.
Omid NohadaniBenefits Science Technologies, Artificial Intelligence and Data Science, Boston, MA.
University of Chicago · USUniversity of Wisconsin–Madison · US

Funding

CHANGE OF GRANTEE INSTITUTION K23 HL146890 A Systems Approach to Align ICU Care with Patient Treatment GoalsK23HL146890 · NHLBI · UNIVERSITY OF WISCONSIN-MADISON · PI KRUSER, JACQUELINE MARIE · 2019 to 2023
$877k
A Novel, Patient-Centered Prognostic Tool for Adults with Critical IllnessF32HL140824 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KRUSER, JACQUELINE MARIE · 2018 to 2018
$60k
NHLBI NIH HHS F32 HL140824NHLBI NIH HHS K23 HL146890
6 · The paper itself

Abstract

importanceCharacterizing medical interventions delivered to ICU patients over time and their relationship to outcomes can help set expectations and inform decisions made by patients, clinicians, and health systems.

objectivesTo determine whether distinct and clinically relevant pathways of medical intervention can be identified among adult ICU patients with acute respiratory failure. DESIGN SETTING AND

participantsRetrospective observational study using all-payer administrative claims data from 2012 to 2014. Patients were identified from the Healthcare Cost and Utilization Project State Inpatient Databases from Maryland, Massachusetts, Nevada, and Washington. MAIN OUTCOMES AND MEASURES: Patterns of cumulative medical intervention delivery, over time, using temporal k-means clustering of interventions delivered up to hospital days 0, 5, 10, 20, and up to discharge.

resultsA total of 12,175 admissions were identified and divided into training (75%; CONCLUSIONS AND RELEVANCE: Most ICU admissions for acute respiratory failure follow one of three clinically relevant pathways of medical intervention which are associated with hospitalization outcomes. This study helps define the longitudinal nature of critical care delivery, which can inform efforts to predict patient outcomes, communicate with patients and their families, and organize critical care resources.

Indexed as

critical illnessintensive caremechanical ventilationrespiratory failure

Identifiers

PMID37868025
PMCPMC10589534
OpenAlexW4387784298

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.