Instruction: Discuss your approach to data collection, preprocessing, model selection, training, and validation, including how you would handle the ethical considerations involved.
Context: This question assesses the candidate's ability to work with complex healthcare data, requiring an understanding of technical, ethical, and regulatory considerations.
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I would treat this as a clinical decision-support system, not an autonomous diagnosis system. That distinction matters because the design has to optimize for clinician trust, calibration, and safe workflow integration, not just benchmark accuracy.
Data quality and labeling are critical. I would want representative...