Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs

v1v2 (latest)

Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs

17 June 2025

Alyssa H. Smith

Julia A Fukuyama

Ashia C. Wilson

ArXiv (abs)PDF HTML

Papers citing "Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs"

8 / 8 papers shown

Title
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 121 34 0 11 Jan 2024
Evaluating Probabilistic Classifiers: The Triptych Timo Dimitriadis T. Gneiting Alexander I. Jordan Peter Vogel UQCV 58 11 0 25 Jan 2023
Notes on the H-measure of classifier performance D. Hand C. Anagnostopoulos 62 12 0 22 Jun 2021
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation André M. Carrington D. Manuel Paul Fieguth T. Ramsay V. Osmani ... S. Hawken M. McInnes Olivia Magwood Yusuf Sheikh Andreas Holzinger 42 137 0 21 Mar 2021
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 121 1,775 0 19 Sep 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 383 9,511 0 28 May 2015
Learning Transferable Features with Deep Adaptation Networks Mingsheng Long Yue Cao Jianmin Wang Michael I. Jordan OOD 220 5,206 0 10 Feb 2015
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 139 1,185 0 10 Jan 2013