Laparoscopic Endoscopic and Robotic Surgery · 2025 · 54 citations · 15 references
MedicineCritical Care NursingSurgeryPerioperative Critical CareResuscitationSepsisCardiopulmonary ResuscitationFluid ResuscitationHemodynamic ResuscitationSepsis ManagementSeptic ShockShock ManagementClinical Fluid ResuscitationEmulationResuscitation Fluid TherapySepsis Fluid ManagementSepsis Fluid ResuscitationSeptic Shock ManagementShock Fluid ResuscitationTitrated Fluid Resuscitation
To develop and demonstrate a comprehensive methodological framework for target trial emulation (TTE) implementation via post-laparoscopic septic shock fluid management as a clinical case study. We designed a simulated study of 10,000 patients in which colloid resuscitation was compared with crystalloid resuscitation. The framework incorporated precise eligibility criteria, standardized intervention protocols, and balanced treatment allocation with temporal anchoring. The primary analyses focused on 28-day mortality and were evaluated through survival analysis and comparative statistics. The methodological framework successfully demonstrated the systematic implementation of TTE principles, providing reproducible protocols for eligibility determination, intervention standardization, and outcome assessment in observational studies. This work bridges the gap between TTE theory and practice by providing a detailed technical roadmap that enhances methodological transparency and reproducibility in comparative effectiveness research.
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C. Suetens, Katrien Latour, Tommi Kärki et al. · Eurosurveillance · 2018 · 1.1K citations · Full text
Veterinary Medicine, Infectious Disease Control, Infectious Diseases +17
Miguel A. Hernán, Wei Wang, David E. Leaf · JAMA · 2022 · 841 citations
mlr3: A modern object-oriented machine learning framework in R
Michel Lang, Martin Binder, Jakob Richter et al. · The Journal of Open Source Software · 2019 · 463 citations · Full text