Research map: Selective classification under imbalance in multiclass settings: A novel metric for bias-aware risk–coverage evaluation
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Papers in this map
On optimum recognition error and reject tradeoff
· C. Chow · 1970 · 923 citations · Cited by this paper
Biomedical multimodal large language models: From model-centric development to clinically grounded evaluation and integration
· 2026 · Related
Data imbalance in classification: Experimental evaluation
· Fadi Thabtah · 2019 · 864 citations · Cited by this paper
Multisite evaluation of automated electronic case report form data entry from electronic health records
· 2026 · Related
The Nearest Neighbor Classification Rule with a Reject Option
· Martin E. Hellman · 1970 · 222 citations · Cited by this paper
Mitigating hallucinations in synthesized clinical texts to improve multimodal deep learning for dermatology
· 2026 · Related
Least Ambiguous Set-Valued Classifiers With Bounded Error Levels
· Mauricio Sadinle · 2017 · 158 citations · Cited by this paper
Towards interpretable AI in personalized medicine through a radiological-biological radiomics dictionary linking semantic Lung-RADS and imaging radiomics features
· 2026 · Related
Nonparametric Machine Learning and Efficient Computation with Bayesian Additive Regression Trees: The BART R Package
· Rodney Sparapani · 2021 · 131 citations · Cited by this paper
Multimodal AI in healthcare: Review of vision–language foundation models for real-world medical applications
· 2026 · Related
Machine learning with a reject option: a survey
· Kilian Hendrickx · 2024 · 93 citations · Cited by this paper
Evaluation of temporal preservation in synthetic longitudinal patient data
· 2026 · Related
Imbalance accuracy metric for model selection in multi-class imbalance classification problems
· Ebrahim Mortaz · 2020 · 86 citations · Cited by this paper
DynaMamba: Multi-scale dynamic interacting Mamba network for irregular clinical time series classification
· 2026 · Related
A Selective Multiclass Support Vector Machine Ensemble Classifier for Engineering Surface Classification Using High Definition Metrology
· Shichang Du · 2014 · 62 citations · Cited by this paper
A study of large language models for patient information extraction: Model architecture, fine-tuning strategy, and multi-task instruction tuning
· 2026 · Related
Performance measures for classification systems with rejection
· Filipe Condessa · 2016 · 37 citations · Cited by this paper
Towards Reliable Clinical Data: A Collaborative Data Governance Architecture with Lifecycle Integration
· 2026 · Related
Linear Classifier with Reject Option for the Detection of Vocal Fold Paralysis and Vocal Fold Edema
· Constantine L. Kotropoulos · 2009 · 25 citations · Cited by this paper
Heat and hearts: An exposure-anchored computational phenotyping framework for assessing cardiovascular vulnerability during extreme heat
· 2026 · Related
Selective prediction for extracting unstructured clinical data
· Akshay Swaminathan · 2023 · 20 citations · Cited by this paper
Bayesian Design of Decision Rules for Failure Detection
· Edward Chow · 1984 · 17 citations · Cited by this paper
Augmenting the Softmax with Additional Confidence Scores for Improved Selective Classification with Out-of-Distribution Data
· Guoxuan Xia · 2024 · 16 citations · Cited by this paper
InsightSleepNet: the interpretable and uncertainty-aware deep learning network for sleep staging using continuous Photoplethysmography
· Borum Nam · 2024 · 13 citations · Cited by this paper
A Model-Agnostic Heuristics for Selective Classification
· Andrea Pugnana · 2023 · 10 citations · Cited by this paper
SelANet: decision-assisting selective sleep apnea detection based on confidence score
· Beomjun Bark · 2023 · 10 citations · Cited by this paper
Cost-sensitive Multi-class SVM with Reject Option: A Method for Steam Turbine Generator Fault Diagnosis
· Chao Zou · 2011 · 8 citations · Cited by this paper
Overcoming Common Flaws in the Evaluation of Selective Classification Systems
· Jeremias Traub · 2024 · 8 citations · Cited by this paper
Selective Prediction With Long Short-term Memory Using Unit-Wise Batch Standardization for Time Series Health Data Sets: Algorithm Development and Validation
· Borum Nam · 2022 · 7 citations · Cited by this paper
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