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researcher

Gary S. Collins

11 papers hereh-index 103.3k citations27 works total

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

author position
  • middle author9
  • last author1

Across the 10 of 11 papers where every author was matched, so the position is known.

fields
  • stat.ME7
  • cs.LG2
  • cs.CV1
  • cs.CY1
same name
  • Gary S. Collins — 1 paper, h 12
  • Gary S. Collins — 1 paper, h 5
  • Gary S. Collins — 1 paper, h 2

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
20232026
most citedUnderstanding metric-related pitfalls in image analysis validation

204 citations · 209 across the 10 of their papers we have counts for

collaborators
Showing 2024Show all

2 papers · 1 filter

stat.ME2024★ 2 cited

A decomposition of Fisher's information to inform sample size for developing fair and precise clinical prediction models -- part 1: binary outcomes

Richard D Riley, Gary S Collins, Rebecca Whittle +11

When developing a clinical prediction model, the sample size of the development dataset is a key consideration. Small sample sizes lead to greater concerns of overfitting, instabil…

stat.ME2024★ 1 cited

Extended sample size calculations for evaluation of prediction models using a threshold for classification

Rebecca Whittle, Joie Ensor, Lucinda Archer +10

When evaluating the performance of a model for individualised risk prediction, the sample size needs to be large enough to precisely estimate the performance measures of interest.…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.