History of Medical Diagnostics, Observability, and Debugging

From bedside signs, pulse, and urine inspection to laboratory medicine, medical imaging, molecular testing, continuous monitoring, and AI-assisted diagnosis

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We can consider the history of medical diagnostics as a history of acquiring evidence, recognizing patterns, and investigating possible mechanisms. A patient’s account, a tissue specimen, a physiological trace, and a medical image provide different views of human structure and behavior. Their interpretation depends on how, when, and under what conditions the evidence was obtained.

In History of Medical Diagnostics, Observability, and Debugging, we follow developments from early case histories and bedside examination to laboratory medicine, medical imaging, genomic testing, continuous monitoring, and diagnostic AI. For each development, we consider what became observable, what conclusions the evidence supported, and what could lead to an incorrect interpretation. Historical investigations illustrate how observations from different sources were combined and how established explanations were revised.

We also examine connections with our pattern-oriented software diagnostics. Recorded evidence, recognized patterns, and proposed mechanisms form different levels of diagnostic analysis. Missing observations, conflicting results, and premature conclusions can themselves become objects of investigation. From this perspective, observability concerns the evidence available for understanding hidden processes, while debugging concerns the investigation and correction of diagnostic methods and interpretations.

The book brings together 35 chapters, historical case studies, a selected chronology, a glossary, an evidence taxonomy, and 150 references. It provides a historical perspective for readers interested in medicine and in the recurring principles of diagnostic analysis across disciplines.