The field of medical artificial intelligence (AI) is advancing rapidly, heralding a new era of diagnostic accuracy and patient care. Researchers have been focusing on developing AI solutions for specific tasks, but current medical AI systems are often limited to narrow applications, hindering their broader adoption in clinical practice. In face of this limitation, in