Appropriate Use of Blood Cultures in the Emergency Department Through Machine Learning

Trial statusRecruiting
Trial phaseNot applicable
Trial typeInterventional
Biological sexAll
Age18+
SponsorAmsterdam UMC, location VUmc

About this trial

The goal of this clinical trial is to study whether the use of our blood culture prediction tool is non-inferior to current practice and if it can improve certain outcomes in all adult patients presenting to the emergency department with a clinical indication for a blood culture analysis (according to the treating physician). The primary endpoint is 30-day mortality. Key secondary outcomes are:

* hospital admission rates * in-hospital mortality * hospital length-of-stay. In the intervention group, the physician will follow the advice of our blood culture prediction tool.

In the comparison group all patients will undergo a blood culture analysis.

Eligibility criteria

This trial accepts healthy volunteers

Qualifiers

Age >= 18 years

Have a clinical indication for a blood culture analysis (according to the treating physician)

Have sufficient data recorded (laboratory results and vital sign measurements) for a prediction to be made (at least 20% of the needed parameters)

Disqualifiers

Central Venous Line (CVL) or Peripherally Inserted Central Catheter (PICC) in situ

Neutrophil count < 0.5 * 109/L

Candidemia or S. aureus bacteraemia in the past 3 months.

Most likely diagnosis of endocarditis/spondylodiscitis/infected prosthetic material

Trial design

Design model

Parallel

Treatments tested in this trial

  • Blood culture prediction tool

    Device

    Machine learning based predicition tool

Treatment groups

7,584 Participants
are divided into 2 treatment groups
Group A: Blood culture taken based on machine learning toolExperimental treatment 1 intervention
Group B: Blood culture taken based on the treating physicianNo intervention 0 interventions

Trial outcomes

Primary outcomes

1

30-day mortality

Time frame
30 days

Secondary outcomes

1

hospital admission rates

Time frame
1 day
2

in-hospital mortality

Time frame
90 days
3

hospital length-of-stay

Time frame
90 days

Other outcomes

1

30-day readmission rates

Time frame
30 days
2

Length of stay in the ED in hours

Time frame
2 days
3

Percentage of blood cultures avoided in the intervention group

Time frame
90 days
4

90 day mortality

Time frame
90 days

Sponsors and contacts

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