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researcher

F. Pellegrini

3 papers hereh-index 6522.5k citations281 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • stat.ME2
  • stat.ML1
same name
  • F. Pellegrini — 19 papers, h 10
  • F. Pellegrini — 11 papers, h 27
  • F. Pellegrini — 3 papers, h 14
  • F. Pellegrini — 2 papers, h 17

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20192022
most citedDecision curve analysis for personalized treatment choice between multiple options

40 citations · 72 across the 3 of their papers we have counts for

collaborators

3 papers

stat.ME2022★ 40 cited

Decision curve analysis for personalized treatment choice between multiple options

Konstantina Chalkou, Andrew J. Vickers, Fabio Pellegrini +2

Decision curve analysis can be used to determine whether a personalized model for treatment benefit would lead to better clinical decisions. Decision curve analysis methods have be…

stat.ME2020★ 32 cited

A two-stage prediction model for heterogeneous effects of many treatment options: application to drugs for Multiple Sclerosis

Konstantina Chalkou, Ewout Steyerberg, Matthias Egger +3

Treatment effects vary across different patients and estimation of this variability is important for clinical decisions. The aim is to develop a model to estimate the benefit of al…

stat.ML2019

Estimation and Validation of Ratio-based Conditional Average Treatment Effects Using Observational Data

Steve Yadlowsky, Fabio Pellegrini, Federica Lionetto +2

While sample sizes in randomized clinical trials are large enough to estimate the average treatment effect well, they are often insufficient for estimation of treatment-covariate i…

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