Truth finding - Dealing with imperfect data in prediction research

Bas Kellerhuis

doi:10.33540/3233

Truth finding - Dealing with imperfect data in prediction research

Bas Kellerhuis

Julius Center, dept. Epidemiology & Health Economics

Research output: Thesis › Doctoral thesis 1 (Research UU / Graduation UU)

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Abstract

This PhD thesis includes various methodological studies that aim to improve handling of missing and imperfect index test and outcome data in diagnostic and prognostic research. The studies focus on guidance for diagnostic and prognostic research and dealing with missing or imperfect index test or outcome data in diagnostic and prognostic research.

Original language	English
Qualification	Doctor of Philosophy
Awarding Institution	University Medical Center (UMC) Utrecht
Supervisors/Advisors	Moons, Carl, Supervisor Hooft, Lotty, Supervisor Jenniskens, Kevin, Co-supervisor Schuit, Ewoud, Co-supervisor
Award date	17 Nov 2025
Publisher	Utrecht University
Print ISBNs	978-94-6522-809-9
DOIs	https://doi.org/10.33540/3233
Publication status	Published - 17 Nov 2025

Keywords

Prediction
Expert panel
Consensus Diagnosis
Diagnosis
Missing Data
Reference standard
Ground Truth
Diagnostic Test Accuracy
Methodology

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10.33540/3233

kellerhuisproefschrift - 6906874a60aa8Final published version, 10.1 MB

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title = "Truth finding - Dealing with imperfect data in prediction research",

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AB - This PhD thesis includes various methodological studies that aim to improve handling of missing and imperfect index test and outcome data in diagnostic and prognostic research. The studies focus on guidance for diagnostic and prognostic research and dealing with missing or imperfect index test or outcome data in diagnostic and prognostic research.

KW - Prediction

KW - Expert panel

KW - Consensus Diagnosis

KW - Diagnosis

KW - Missing Data

KW - Reference standard

KW - Ground Truth

KW - Diagnostic Test Accuracy

KW - Methodology

U2 - 10.33540/3233

DO - 10.33540/3233

M3 - Doctoral thesis 1 (Research UU / Graduation UU)

SN - 978-94-6522-809-9

PB - Utrecht University

ER -

Truth finding - Dealing with imperfect data in prediction research

Abstract

Keywords

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