About this trial
We plan to adapt an innovative, validated emergency department (ED) CDS tool based on consensus guidelines for pneumonia care (ePNa) to function in urgent care clinics (Instacares at Intermountain) and combine it seamlessly with Stanford's CheXED artificial intelligence model using an interoperable platform currently under development by Care Transformation Information Services at Intermountain. We will then deploy it to one of two groups of Instacares (randomly selected) using the CFIR framework for Implementation Science best practice.
Eligibility criteria
This trial accepts healthy volunteersQualifiers
All patients ≥ 12 years of age with pneumonia: defined by the J-18.X pneumonia code or acute respiratory failure or sepsis with secondary pneumonia codes
Disqualifiers
Patients without radiographic confirmation of pneumonia
Subsequent episodes of pneumonia within 12 months (so as not to over-represent patients with recurrent pneumonia caused by recurrent aspiration or structural lung disease).
Trial design
Parallel
Treatments tested in this trial
Physician Survey
Other interventionOur questionnaire includes questions on respondent demographics and Likert-style questions about respondent experiences with ePNa. We will validate our modified questionnaire by calculating component loadings and Cronbach Alphas (i.e., internal consistency) of Likert questions loading onto the same components.
ePNa-CheXED
DeviceePNa-CheXED will incorporate Stanford University's artificial intelligence CheXED model to provide electronic classification of chest images in \<1 second for elements of pneumonia diagnosis and treatment (radiographic pneumonia, single vs multiple lobes, and pleural effusion).
Treatment groups
Trial outcomes
Primary outcomes
ePNa utilization and impact on the UCC clinical environment
Frequency of clinicians' disagreement with different ePNa recommendations will be monitored along with a tally of the structured reasons for disagreement entered by clinicians into ePNa.
Secondary outcomes
Number of unplanned subsequent ED Visits
Number of unplanned hospitalizations
Accuracy of pneumonia diagnosis given
defined by compatible chief complaint (cough, dyspnea, chest pain, fever) plus . 1 pneumonia sign/symptom (temperature . 38.0C or \< 36.0C, white blood cell count \>10,000/ul or \<4000/ul), bandemia \>10%, SpO2\<90% on room air, respiratory rate \>20/minute)19 and radiographic confirmation
The change in the transfer rate of UCC pneumonia patients to an ED
we want a decrease of . 3% in the ePNa cluster with those transfers replaced by direct hospital admissions or discharge home.
Sponsors and contacts
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Intermountain Health Care, Inc.
Lead sponsor
Stanford University
Collaborator