2023
DOI: 10.1001/jamanetworkopen.2023.37789
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Model-Guided Decision-Making for Thromboprophylaxis and Hospital-Acquired Thromboembolic Events Among Hospitalized Children and Adolescents

Shannon C. Walker,
Benjamin French,
Ryan P. Moore
et al.

Abstract: ImportanceRates of hospital-acquired venous thromboembolism (HA-VTE) are increasing among pediatric patients. Identifying at-risk patients for whom prophylactic interventions should be considered remains challenging.ObjectiveTo determine whether use of a previously validated HA-VTE prognostic model, together with pediatric hematologist review, could reduce pediatric inpatient rates of HA-VTE.Design, Setting, and ParticipantsThis pragmatic randomized clinical trial was performed from November 2, 2020, through J… Show more

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Cited by 7 publications
(7 citation statements)
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“…Table 1 provides a summary of the extracted features. Missing values were imputed with the cohort median [ 46 47 ]. Multimedia Appendix 1 provides the full cohort characteristics, including missing values and a full list of measures.…”
Section: Methodsmentioning
confidence: 99%
“…Table 1 provides a summary of the extracted features. Missing values were imputed with the cohort median [ 46 47 ]. Multimedia Appendix 1 provides the full cohort characteristics, including missing values and a full list of measures.…”
Section: Methodsmentioning
confidence: 99%
“…What needs to change? In one word: “Randomization.” The excuses for why randomization is not an option are plentiful and roll off the tongue, yet in our experience, the excuses frequently turn out to be unjustified [ 2 5 6 ]. The reason that we have safe and effective prescription drugs in the US is that the US Food and Drug Administration (FDA) demands evidence from rigorous randomized controlled trials (RCTs) and would never consider the excuses used for not randomizing that are tolerated in the AI field.…”
mentioning
confidence: 99%
“…Some will argue that the RCT will take many years to complete, and with the fast-moving developments in AI, informatics, and technology, this is an unacceptable pace. We have demonstrated, however, that pragmatic RCTs can be performed rapidly [ 6 7 8 9 ] and are a superior option to weaker study designs. Speed and rigor are not mutually exclusive; in fact, rigor nearly always increases the speed of introducing new methods to medicine in a responsible and ethical way.…”
mentioning
confidence: 99%
“…1 Walker and colleagues 2 performed a randomized clinical trial to assess the effect of an intervention to decrease pediatric HA-VTE based on an electronic medical record (EMR)-driven algorithm, titled the Children's Likelihood of Thrombosis (CLOT) trial. 2 The primary outcome was the incidence of imaging-confirmed HA-VTE during hospitalization. The study population consisted of 17 838 pediatric admissions to a large, tertiary care children's hospital.…”
mentioning
confidence: 99%
“…What were the barriers? eTable 6 in Supplement 2 of the article by Walker et al 2 shows that the most common reason the primary team rejected recommendations was "physician preference" (119 of 225 [53%]). A sentence from the Discussion is illustrative: "Clinicians and clinical teams often voiced strong acceptance or opposition to thromboprophylaxis recommendations."…”
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confidence: 99%