Where detection models genuinely help — and the failure modes nobody demos.
Detection models are genuinely useful on radiographs. They are also confidently wrong in ways the marketing never shows.
Used as a second pair of eyes, they catch things fatigue makes you miss. Used as an oracle, they launder a guess into a diagnosis — and the failure modes cluster exactly where clinical judgment matters most.
Here's where I let these models help, and the specific situations where I ignore them entirely.
Educational content, not a diagnosis. See a clinician for personal advice.
Dr. Nouman Waheed is an endodontist practising in Dubai with 23+ years of clinical experience. He writes, teaches accredited CME, and builds tools where dentistry meets technology. More about him — for patient guides, visit patienthub.care.
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