Evidence map›Paper›PMID 42427835›Full record

ArticleResearch square2026

An Electronic Phenotype Series for Measuring Adherence to the Wake Up and Breathe Protocol in Mechanically Ventilated ICU Patients.

Andrew J King, Billie S Davis, Kathryn A Connell, Leigh A Bukowski, Kanupriya Soni, Susan Graf, Jeremy M Kahn

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In one paragraph

Article in Research square, 2026. 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
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.

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

7 authors.

Andrew J KingUniversity of Pennsylvania.
Billie S DavisUniversity of Pittsburgh.
Kathryn A ConnellUniversity of Pennsylvania.
Leigh A BukowskiUniversity of Pittsburgh.
Kanupriya SoniBeth Israel Deaconess Medical Center.
Susan GrafUniversity of Pittsburgh.
Jeremy M KahnUniversity of Pittsburgh.

Funding

Translational Training Program in Pulmonary Biology and MedicineT32HL007563 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Melanie Koenigshoff · 1985 to 2026
$12.3M
Organizational strategies for improving evidence-uptake in intensive careR35HL144804 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI KAHN, JEREMY M · 2019 to 2025
$6.6M
Multidisciplinary Training in Critical Care Outcomes ResearchT32HL007820 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Timothy D Girard, Jeremy M Kahn · 1996 to 2026
$6.4M
NHLBI NIH HHS R35 HL144804NHLBI NIH HHS T32 HL007563NHLBI NIH HHS T32 HL007820
6 · The paper itself

Abstract

Objective: The Wake Up and Breathe protocol integrates daily spontaneous awakening and breathing trials to facilitate earlier weaning from mechanical ventilation, improving outcomes for patients with acute respiratory failure. Measuring adherence to this multistep, interprofessional practice is essential but is challenged by informatics complexity and the risk of metric-specific gaming. Our objective was to define and validate an electronic phenotype series enabling retrospective, scalable, and reliable measurement of protocol adherence using real-world electronic health record data from a multi-hospital warehouse, with the patient-day as the unit of analysis and agreement against manual chart review of 200 stratified patient-days assessed using Cohen's Kappa. Results: Seven phenotypes were defined: two for upstream eligibility, four for protocol process steps, and one for a downstream outcome. Agreement with chart review ranged from moderate to near-perfect, with lower agreement linked to documentation granularity and rapid clinical events. This phenotype series offers a reusable framework for measuring adoption of the Wake Up and Breathe protocol and supports scalable quality measurement and retrospective analysis across ICU settings, though some protocol components remain unmeasured given current data availability.

Indexed as

Computable clinical guidelinesElectronic phenotypeMechanical ventilationSpontaneous awakening trialSpontaneous breathing trial

Identifiers

PMID42427835
PMCPMC13345512

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Registered trials

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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.