Caveats and pitfalls of ROC analysis in clinical microarray research (and how to avoid them)

Berrar, D., Flach, P.·2012·Briefings in Bioinformatics

Cited by (136)

Items 101–136 of 136

  1. Chemical imaging and machine learning for sub‐classification of oesophageal tissue histology
    Abigail Keogan, Thi Nguyet Que Nguyen, James Joseph Phelan, Naoimh J. O’Farrell, Niamh Lynam‐Lennon, Brendan J. Doyle, Dermot O’Toole, John Vincent Reynolds, Jacintha N O'Sullivan, Aidan D. Meade · 2021 · Translational Biophotonics
  2. International external validation of the SORG machine learning algorithm for predicting sustained postoperative opioid prescription after anterior cervical discectomy and fusion using a Taiwanese cohort of 1,037 patients
    Yu-Yung Chen, Hung‐Kuan Yen, Jui‐Yo Hsu, Ta-Chun Lin, Hao-Chen Lin, Chih‐Wei Chen, Ming‐Hsiao Hu, Olivier Quinten Groot, Joseph Hasbrouck Schwab · 2025 · The Spine Journal
  3. Metabolic and Immune Adaptations in Preterm Neonates at Early Postnatal Period: Integrated Analysis of Key Metabolites and Pathways
    Xiaofan Li, Yue Gan, Ming Tan, Yuxi Lin, Pengxi Zhou, Jue Wang, Bing Yang, Quan Tang · 2025 · Human Mutation
  4. Predicting Micro-Level Behavior in Online Communities for Risk Management
    Philippa Hiscock, Athanassios N. Avramidis, Jörg Fliege · 2015 · Studies in classification, data analysis, and knowledge organization
  5. Binary disease prediction using tail quantiles of the distribution of continuous biomarkers
    Michiel H. J. Paus, Edwin R. van den Heuvel, Marcus J. M. Meddens · 2022 · Journal of nonparametric statistics
  6. Construct validity of the Single Arm Military Press (SAMP) test for upper limb function in patients with neck pain
    Ahmad Salah Eldin Alreni, Heba Rohy Abdo Aboalmaty, Willem De Hertogh, Omar S. Wakwak, Sionnadh Mairi McLean · 2022 · Musculoskeletal Science and Practice
  7. Prediction Model of Delayed Hemothorax in Patients with Traumatic Occult Hemothorax Using a Novel Nomogram
    Junepill Seok, Soo Young Yoon, Jonghee Han, Yook Kim, Jong Myeon Hong · 2024 · The Korean Journal of Thoracic and Cardiovascular Surgery
  8. Towards an Accurate ECG Biometric Authentication System with Low Acquisition Time
    Juan Sebastian Arteaga-Falconi · 2020 · uO Research (University of Ottawa)
  9. Construction of a Risk Prediction Model for Postoperative Urinary Tract Infection in Women Undergoing Transvaginal Gynecologic Urinary Surgery
    Fang Wang, Wu Di, Yixin Jia, Juanjuan Chen · 2024 · Clinical and Experimental Obstetrics & Gynecology
  10. Assessment of Salivary Biomarkers of Gastric Ulcer in Horses from a Clinical Perspective
    Marta Matas-Quintanilla, Lynsey K. Whitacre, Ignacio Rodolfo Ipharraguerre, Cándido Gutiérrez Panizo, Ana María Gutiérrez · 2025 · Animals
  11. Network pharmacology combined with experimental verification for exploring the potential antidepressant mechanism of Traditional Chinese Medicine Buyang Huanwu Decoction in lipopolysaccharide-induced depressed mouse model
    Sashuang Liu, Yihe Wang, Xinyu Zhou, Yijing Zhao, Zhen Wang, Dexiang Liu · 2025 · Brain Research
  12. Using workload capacity indicators to evaluate rule-based early warning tools and their relationship to escalation events
    Anton H. van der Vegt, Victoria K Campbell, Imogen Mitchell, Oliver Redfern, CP Subbe, Roger Conway, Arthas Flabouris, Robin D. Blythe, Rudolf J Schnetler, Christopher Perkins et al. · 2026 · Digital Health
  13. Redox-immunological imbalance is associated with clinical stages of Chagas cardiomyopathy: A cross-sectional study
    Azul Victoria Pieralisi, Ignacio G. Mazzitelli, Silvia Analía Repetto, Mónica Gili, Juan Gagliardi, Nora Goren, Federico Penas, Ágata Carolina Cevey · 2026 · International Journal of Cardiology
  14. A problem-oriented taxonomy of evaluation metrics for time series anomaly detection
    Kaixiang Yang, Jiarong Liu, Yupeng Song, Shuang‐Hua Yang, Yujue Zhou · 2026 · Neurocomputing
  15. An integrated spatial framework for electric vehicle charging station deployment to support transport sector decarbonization in India
    Garima Panwar, Sunanda Sinha · 2026 · Sustainable Energy Grids and Networks
  16. Improving the Prediction of 1-Year Right Ventricular Failure After Left Ventricular Assist Device Implantation
    Faezeh Movahedi, James F. Antaki · 2024 · ASAIO Journal
  17. Diagnostic Accuracy of Transient Ischemic Attack from Physician Claims
    Jodi D. Edwards, Mieke W Koehoorn, Lara A. Boyd, Boris G. Sobolev, Adrian R. Levy · 2017 · Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques
  18. EER Calculation and DET Approximation in a Multi-Threshold Biometric System
    Juan Sebastian Arteaga-Falconi, Diana P. Tobón, Abdulmotaleb El Saddik · 2018 · IEEE International Symposium on Medical Measurements and Applications (MeMeA)
  19. State of the Strait: Coordinating Conservation in the St. Clair-Detroit River System
    Steven N. Francoeur, Jan J. H. Ciborowski, John E. Gannon, Donna R. Kashian, Katherine J. Kahl · 2016
  20. Using predictive machine learning models for drug response simulation by calibrating patient-specific pathway signatures
    Sepehr Golriz Khatami, Sarah Mubeen, Vinay Srinivas Bharadhwaj, Alpha Tom Kodamullil, Martin Hofmann‐Apitius, Daniel Domingo‐Fernándéz · 2020 · bioRxiv (Cold Spring Harbor Laboratory)
  21. LOCC: a novel visualization and scoring of cutoffs for continuous variables
    George Luo, John J. Letterio · 2023 · bioRxiv (Cold Spring Harbor Laboratory)
  22. Performance Measures for Binary Classification
    Daniel Berrar · 2024 · Elsevier eBooks
  23. A Problem-Oriented Taxonomy of Evaluation Metrics for Time Series Anomaly Detection
    Kaixiang Yang, Jiarong Liu, Yupeng Song, Shuang‐Hua Yang, Yujue Zhou · 2026 · SSRN Electronic Journal
  24. Establishment of predictive blood-based signatures in medical large scale genomic data sets: Development of novel diagnostic tests
    Mathematisch-naturwissenschaftlichen Fakultät I · 2012
  25. Towards optimal model evaluation: enhancing active testing with actively improved estimators
    JooChul Lee, Likhitha Kolla, Jinbo Chen · 2024 · Scientific Reports
  26. LOCC: a novel visualization and scoring of cutoffs for continuous variables with hepatocellular carcinoma prognosis as an example
    George Luo, Toby Chen, John J. Letterio · 2024 · BMC Bioinformatics
  27. Sensitivity Analysis of the Soil Criterion in Forest Road Planning
    Carla Américo, Roberta Averna Valente · 2025 · Revista de Gestão Social e Ambiental
  28. Spatially mapping the mechanical and structural properties of the seedling uterine fibroid-myometrium interface
    Daniella M. Fodera, Alara Sutcu, Arielle S. Joasil, Aidan M. Therien, Johanna L. L. Jackson, Arnold Patrick Advincula, Xiaowei Chen, Christine P. Hendon, Michelle L. Oyen, Tal Korem et al. · 2026 · npj Women s Health
  29. Additional file 1 of The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
    Davide Chicco, Giuseppe Jurman · 2023 · Figshare
  30. Review of the psychometric properties and measurement invariance of the Adult Self-Report Scale for ADHD in a sample of employees in Puerto Rico
    Ernesto Rosario-Hernández, Lillian V. Rovira-Millán, Rafael A. Blanco-Rovira · 2026 · Frontiers in Psychiatry
  31. Assessing Injury Prediction with Human Body Models: Application to Rib Fracture Risk Prediction Using SAFER HBM
    Bengt Pipkorn, Yash Niranjan Poojary, Jonas Östh, Karl-Johan Larsson, Johan Iraeus · 2026 · SAE International Journal of Transportation Safety
  32. Evaluating unsupervised and rule-based phenotyping methods versus administrative code counts for systemic sclerosis identification
    Yiming Luo, Gongbo Zhang, Aradhna Agarwal, Chunhua Weng, Elana J. Bernstein · 2026 · Seminars in Arthritis and Rheumatism
  33. Biomarkers in Clinical Medicine Research: A Literature Survey in the PubMed Database and a Critical Evaluation
    Dimitrios Tsikas, Katharina Habler, Prof Stefan Ückert · 2026 · Journal of Clinical Medicine
  34. FB-TDF1: A Fuzzy-Boundary, Timeliness- and Dispersion-Weighted Evaluation Metric for Anomaly Detection in Satellite Remote Sensing
    Kaixiang Yang, Jiarong Liu, Jian He, Chengrong Yang, Shuang‐Hua Yang, Yujue Zhou · 2026 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  35. Exploring Binary Regression and Hidden Markov Models for Early Warning Systems
    Luca Brusa, Fulvia Pennoni, Romina Peruilh Bagolini, Francesco Bartolucci · 2026 · Springer proceedings in mathematics & statistics
  36. A Criterion Related Validity Study of the WJ-IV ECAD with the WPPSI-IV
    R. Lanai Jennings, Monica DellaMea, Sandra S. Stroebel, Savannah McHenry, Leslie Smith, Chloe Murphy-Williams, Kaylyn Pryor, Jordan Hileman-Reiser · 2026 · Contemporary School Psychology