output
20172025
most citedSleep and its relation to cognition and behaviour in preschool-aged children of the general population: a systematic review

157 citations

14 papers

stat.ME2025

Evaluating virtual-control-augmented trials for reproducing treatment effect from original RCTs

Alex Fernandes, Raphaël Porcher, Viet-Thi Tran +1

This study investigates the use of virtual patient data to augment control arms in randomised controlled trials (RCTs). Using data from the IST and IST3 trials, we simulated RCTs i…

q-bio.NC2025★ 1 cited

Why does tinnitus vary with naps? A polysomnographic prospective study exploring the somatosensory hypothesis

Robin Guillard, Vincent Philippe, Adam Hessas +6

Background: Tinnitus, defined as the conscious awareness of a noise without any identifiable corresponding external acoustic source, can be modulated by various factors. Among thes…

cs.CL2025

Real-world validation of a multimodal LLM-powered pipeline for High-Accuracy Clinical Trial Patient Matching leveraging EHR data

Anatole Callies, Quentin Bodinier, Philippe Ravaud +1

Background: Patient recruitment in clinical trials is hindered by complex eligibility criteria and labor-intensive chart reviews. Prior research using text-only models have struggl…

stat.ME2025

Optimal treatment regimes for the net benefit of a treatment

François Petit, Gérard Biau, Raphaël Porcher

We develop a mathematical framework to define an optimal individualized treatment rule (ITR) within the context of prioritized outcomes in a randomized controlled trial. Our optima…

eess.SP2024

Validation of a new, minimally-invasive, software smartphone device to predict sleep apnea and its severity: transversal study

Justine Frija, Juliette Millet, Emilie Bequignon +8

Obstructive sleep apnea (OSA) is frequent and responsible for cardiovascular complications and excessive daytime sleepiness. It is underdiagnosed due to the difficulty to access th…

stat.ME2024

Estimating Complier Average Causal Effects with Mixtures of Experts

François Grolleau, Céline Béji, Raphaël Porcher +1

Treatment non-compliance, where individuals deviate from their assigned experimental conditions, frequently complicates the estimation of causal effects. To address this, we introd…