30 citations · 44 across the 5 of their papers we have counts for
5 papers
Modeling Expert AI Diagnostic Alignment via Immutable Inference Snapshots
Dimitrios P. Panagoulias, Evangelia-Aikaterini Tsichrintzi, Georgios Savvidis +1
Human-in-the-loop validation is essential in safety-critical clinical AI, yet the transition between initial model inference and expert correction is rarely analyzed as a structure…
Integrating Dynamic Correlation Shifts and Weighted Benchmarking in Extreme Value Analysis
Dimitrios P. Panagoulias, Elissaios Sarmas, Vangelis Marinakis +2
This paper presents an innovative approach to Extreme Value Analysis (EVA) by introducing the Extreme Value Dynamic Benchmarking Method (EVDBM). EVDBM integrates extreme value theo…
COGNET-MD, an evaluation framework and dataset for Large Language Model benchmarks in the medical domain
Dimitrios P. Panagoulias, Persephone Papatheodosiou, Anastasios P. Palamidas +4
Large Language Models (LLMs) constitute a breakthrough state-of-the-art Artificial Intelligence (AI) technology which is rapidly evolving and promises to aid in medical diagnosis e…
Dermacen Analytica: A Novel Methodology Integrating Multi-Modal Large Language Models with Machine Learning in tele-dermatology
Dimitrios P. Panagoulias, Evridiki Tsoureli-Nikita, Maria Virvou +1
The rise of Artificial Intelligence creates great promise in the field of medical discovery, diagnostics and patient management. However, the vast complexity of all medical domains…
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis
Dimitrios P. Panagoulias, Maria Virvou, George A. Tsihrintzis
Large language models (LLMs) constitute a breakthrough state-of-the-art Artificial Intelligence technology which is rapidly evolving and promises to aid in medical diagnosis. Howev…