Nei, Scott D.

ABSTRACT Pharmacy preceptors are central to experiential learning, yet there is a lack of guidance on how to integrate generative artificial intelligence (GenAI) into precepting. This paper serves as a practical “how‐to” resource, offering actionable strategies and examples to help preceptors implement GenAI into clinical education. Based on examples from multiple institutions and the best available literature in pharmacy practice and education, we outline step‐by‐step approaches for designing learning activities, adapting assessment methods, and modeling effective artificial intelligence (AI) use, with a focus on optimizing learner engagement, personalizing instruction, cultivating critical thinking, and building AI literacy. Implementation guidance includes creating transparent AI use policies, safeguarding confidentiality, preventing deskilling, and embedding GenAI into feedback and evaluation processes. By incorporating these recommendations, preceptors can augment experiential education into a setting where learners can explore GenAI applications and build the judgment required to use AI responsibly in pharmacy practice.

Activated partial thromboplastin time (aPTT) is the standard for monitoring bivalirudin but demonstrates a nonlinear response at higher drug concentrations. The objective of this study was to assess the relationship between bivalirudin dose and aPTT in patients receiving extracorporeal membrane oxygenation (ECMO) to determine a threshold where aPTT unresponsiveness occurs. Two hundred fourteen adults receiving bivalirudin during ECMO between 2018 and 2022 were included. Piecewise regression in a linear mixed effects model was used to determine a bivalirudin dose threshold of 0.21 mg/kg/hr for aPTT unresponsiveness. For doses of less than 0.21 mg/kg/hr (n = 135), every 0.1 mg/kg/hr dose increase led to an aPTT increase of 11.53 (95% confidence interval [CI] = 9.85–13.20) seconds compared to only a 3.81 (95% CI = 1.55–6.06) seconds increase when dose was greater than or equal to 0.21 mg/kg/hr (n = 79) (p interaction < 0.001). In multivariable logistic regression, venovenous configuration (odds ratio [OR] = 2.83, 95% CI = 1.38–5.77) and higher fibrinogen concentration (OR = 1.22, 95% CI = 1.05–1.42) were associated with greater odds of unresponsiveness, whereas older age (OR = 0.79, 95% CI = 0.63–0.98), kidney dysfunction (OR = 0.48, 95% CI = 0.25–0.92), and a higher baseline aPTT (OR = 0.89, 95% CI = 0.82–0.97) were associated with lower odds. Alternative methods are necessary to ascertain bivalirudin’s hemostatic impact when doses exceed 0.21 mg/kg/hr during ECMO.

This study described the outcomes of patients receiving topical, nebulized, endobronchial, or systemic tranexamic acid (TXA) for bleeding events while on extracorporeal membrane oxygenation (ECMO). We performed a single-center case series including adult patients >18 years old supported on either venovenous (VV) or venoarterial (VA) ECMO from January 1, 2014, to April 21, 2021. The primary outcome was hemostatic control defined as a composite of initial cessation of therapeutic interventions to mitigate bleeding or resumption of anticoagulation if previously held. Secondary outcomes included changes in transfusion requirements and lysis at 30-minute (LY30) values, venous thromboembolism (VTE) events, and seizures. In total, 47 patients were included for full analysis. There were 19 patients with surgical bleeds, 18 patients with medical bleeds, and 10 patients with multiple bleeds. Overall, initial hemostatic control was achieved in 79%, 67%, and 90% of patients, respectively. Pre- and post-TXA transfusion requirements were not significantly different (p = 0.2), although the intraindividual change in median LY30 was −5.1% compared with baseline (95% confidence interval [CI], −12.4% to −1.5%, p = 0.005). The occurrence of VTE and seizures was relatively low and similar among patient bleeding groups. Tranexamic acid provided initial hemostatic control in roughly three quarters of patients with bleeding events on ECMO and side effects were infrequent.

Background: Underweight patients may be at an increased risk of bleeding while receiving venous thromboembolism (VTE) prophylaxis. Additional evidence is needed to identify patient-specific factors associated with bleeding. The objective of the study was to describe the incidence and identify risk factors associated with bleeding in low-weight (⩽ 60 kg) adult patients receiving subcutaneous unfractionated heparin (SQH) for VTE prophylaxis. Methods: This was a single-center, retrospective, nested case–control study of low-weight patients receiving SQH for VTE prophylaxis for ⩾ 48 hours. Cases, patients with clinically relevant bleeding while receiving SQH, and controls, patients without a bleeding event, were matched in a 1:3 ratio for age, sex, primary service (surgical or medical), and time at risk of bleeding on SQH to determine factors associated with bleeding. Results: A total of 3761 patients met the inclusion criteria, of which 38 cases of clinically relevant bleeding were identified. The bleeding incidence was 1% at hospital day 6 and 2.8% at hospital day 14. Most patients in this study (69%) received SQH 5000 units three times daily. ICU admission at SQH start was associated with bleeding, OR 2.97 (95% CI 1.21–7.29). Conclusion: Bleeding in low-weight patients on prophylactic SQH was uncommon. Patients admitted to the ICU at time of SQH start may be at a higher risk of bleeding. Further studies are needed to detect additional risk factors associated with bleeding and investigate the effects of reduced dosing in this population.

AbstractCoagulopathy is common in critically ill patients and may result in complications such as bleeding or thromboembolic events. Viscoelastic testing (VET), including both thromboelastography (TEG®) and rotational thromboelastometry (ROTEM®), offers a benefit over conventional coagulation tests in that it provides a qualitative and quantitative assessment of the degree of coagulopathy, including the ability to measure fibrinolysis. This review is a “how‐to” primer for critical care pharmacists to interpret and utilize VET in practice across a spectrum of coagulopathies, including trauma and traumatic brain injury, neurologic injury and emergencies, cardiothoracic surgery, liver disease, and medication‐induced coagulopathy.

Abstract Purpose To describe the use of mechanical circulatory support in the setting of cardiac arrest and summarize pharmacists’ role in extracorporeal cardiopulmonary resuscitation (ECPR). Summary ECPR is increasingly used to reduce morbidity and improve mortality after cardiac arrest. ECPR employs venoarterial ECMO, which provides full circulatory perfusion and gas exchange in both adult and pediatric patients in cardiac arrest. After the emergency medicine team identifies potential candidates for ECPR, the ECMO team is consulted. If deemed a candidate for ECPR by the ECMO team, the patient is cannulated during ongoing standard cardiopulmonary resuscitation. A multidisciplinary team of physicians, nurses, perfusionists, pharmacists, and support staff is needed for successful ECPR. Pharmacists play a vital role in advanced cardiac life support (ACLS) prior to cannulation. Pharmacists intervene to make pharmacotherapy recommendations during ACLS, prepare medications, and administer medications as allowed by institutional and state regulations. Pharmacists also provide pharmacotherapy support in the selection of anticoagulation agents, ongoing vasopressor administration during ECMO cannulation, and the optimization of medication selection in the peri-ECPR period. Conclusion With the growing use of ECPR, pharmacists should be aware of their role in medication optimization during ECPR.