Current Volume 9
Abstract
Identifying rare diseases is one of the toughest hurdles in modern medicine be-cause information is scarce and symptoms are often confusingly diverse, which fre-quently leads to long and stressful diag-nostic delays for patients. To solve this, we created CliniFlow AI, an intelligent platform designed to help doctors spot these rare conditions much earlier using a unique "brain" called Anomaly-Aware Adaptive Multimodal Fusion (A²MF), al-lowing it to recognize over 230 rare dis-eases even when data is extremely lim-ited. The system connects the dots by ana-lyzing clinical text with BioBERT, spot-ting abnormalities in medical images with a customized ResNet-50, and tracking a patient's health history over time using LSTM networks. By flagging unusual pat-terns through Anomaly Detection and learning from a small number of examples via Few-Shot Learning, CliniFlow AI pro-vides doctors with clear risk levels and diagnostic insights, making it a powerful and easy-to-scale tool for real-world hos-pitals. Beyond simple automation, this framework acts as a second pair of eyes that stays sharp during high-stakes medi-cal screenings where every minute counts. It effectively bridges the gap between massive amounts of raw hospital data and the specialized, actionable knowledge cli-nicians need to save lives.
Keywords
Rare Disease Detection, Mul-timodal Learning, Clinical Decision Sup-port System, Medical Image Analysis, Bi-oBERT, Few-Shot Learning, Anomaly De-tection, Explainable AI.
Citations
IRE Journals:
Soham Mhatre, Dr. P. D. Adkar "Intelligent Rare Medical Event Detection" Iconic Research And Engineering Journals Volume 9 Issue 11 2026 Page 1479-1485
IEEE:
Soham Mhatre, Dr. P. D. Adkar
"Intelligent Rare Medical Event Detection" Iconic Research And Engineering Journals, 9(11)
About IRE Journals
IRE Journals is an open access online journals established with an aim to publish high quality of research work in various diciplines. We have more than 6 years in publications. Over 2500+ papers already published.
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