Visual Medical Reasoning Model

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Computational modeling of human reasoning processes …

https://www.nature.com/articles/s41598-020-77550-9

Visual reasoning is critical in many complex visual tasks in medicine such as radiology or pathology. It is challenging to explicitly explain reasoning processes due to the dynamic nature...

Medical Reasoning and Thinking | The Oxford Handbook …

https://academic.oup.com/edited-volume/34559/chapter/293252828

The study of medical reasoning and thinking underlies much of medical cognition and has been the focus of research in cognitive science and artificial intelligence in medicine. …

A Universal Model of Diagnostic Reasoning : Academic …

https://journals.lww.com/academicmedicine/fulltext/2009/08000/A_Universal_Model_of_Diagnostic_Reasoning.14.aspx

Dual-process theory has emerged as the predominant approach, positing two systems of decision making, System 1 (heuristic, intuitive) and System 2 (systematic, analytical). The …

Medical Visual Question Answering via Conditional …

https://dl.acm.org/doi/10.1145/3394171.3413761

Medical visual question answering (Med-VQA) aims to accurately answer a clinical question presented with a medical image. Despite its enormous potential in healthcare …

Conveying clinical reasoning based on visual …

https://link.springer.com/article/10.1007/s11251-012-9218-5

Although no studies have yet investigated which differences in visual observation skills exist between experts and novices when processing dynamic stimuli in …

Models of clinical reasoning with a focus on general …

https://pubmed.ncbi.nlm.nih.gov/28979912/

Results: Six models of clinical reasoning were identified including hypothetic-deductive model, pattern recognition, a dual process diagnostic reasoning model, pathway for …

Cross-modal knowledge reasoning for knowledge-based …

https://www.sciencedirect.com/science/article/abs/pii/S0031320320303666

We propose a recurrent reasoning model that has three obvious novelties: First, it is a parallel reasoning model that applies modality-oriented controllers for …

A Virtual Clinical Reasoning Case for Medical Students …

https://pubmed.ncbi.nlm.nih.gov/33768149/

We designed a red eye clinical reasoning case for preclinical medical students, which can be delivered virtually, using video conference software. Methods: We …

Hybrid deep learning model for answering visual medical …

https://link.springer.com/article/10.1007/s11227-022-04474-8

The model consists of three steps: (1) the classification of medical questions based on a BERT model; (2) image and text feature extraction using a deep learning …

Does CLIP Benefit Visual Question Answering in the …

https://arxiv.org/abs/2112.13906

Our experiments are conducted on two MedVQA benchmark datasets and investigate two MedVQA methods, MEVF (Mixture of Enhanced Visual Features) and …

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