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30 Nov 2021 ~ 3 min read

O3 Medical Image Analysis Example


Inspired by O3 guesses a photo’s location. This demo shows ChatGPT-O3’s thinking and analysis process. I pasted the results here, since the GPT share URL does not include images.

TODO: find a better pair of (goodcase, badcase)

NOTE: The first prompt does regular reasoning; this is the result of the second prompt, in which I explicitly asked it to:

Can you zoom in to check if there are any subtle abnormalities?

o3 medical image analysis step 1 o3 medical image analysis step 2 o3 medical image analysis step 3 o3 medical image analysis step 4 o3 medical image analysis step 5

Final Interpretations

What I Did to “Zoom In”

I loaded the raw pixel data, enlarged each quadrant to ≈4x native resolution, and then inspected:

  • Both subpleural crescents and costophrenic angles

  • Central hila and main bronchi

  • Segmental vessels out to the pleura

  • Bony cortices and surrounding soft tissue

What I Looked For (and Did Not See)

Region examinedSubtle findings that would raise concernObservation on this slice
Peripheral 1 cm strip (common spot for tiny subpleural nodules, early fibrosis, pleural plaques)Micronodules, reticulations, pleural tags, calcified plaquesThe pleural contour is smooth and continuous; there are no nodular densities or striae.
Secondary pulmonary lobules (centrilobular area-filling nodules < 3 mm, mosaic attenuation)Tree-in-bud pattern, ill-defined centrilobular dots, air trapping, focal ground glassLobules are uniformly aerated; interlobular septa are not thickened. No GG haziness; vessel caliber tapers normally.
Fissures (subtle pleural nodules or plaques)Irregular thickening, focal bulgesA minor normal curvilinear fissural line is present; there is no plaque or nodularity.
Hilar soft tissue (≈1 cm medial to main bronchi)Discrete rounded node, asymmetric density, vessel cutoff (emboli)All rounded opacities correspond to vascular cross-sections; their margins blend into contiguous vessels, and their size is symmetric L↔R.
Small airwaysWall thickening, luminal impaction, “signet-ring” bronchiectasisBronchial walls are hair-thin; lumens patent; adjacent artery-to-bronchus ratio appropriate; no cylindrical dilation.
Bone window checksSubtle lytic/blastic foci, occult fracture lineThe cortical outlines remain unbroken; the internal trabeculation is homogeneous.

Bottom-Line Interpretation of the Magnified Review

Even with close-in digital scrutiny, there is no evidence of a subtle nodule, ground-glass opacity, focal fibrosis, bronchiectasis, pleural disease, or occult bone lesion on this particular axial section.

Important Limitations and Next Steps

  • Single-slice view—pathology can lie one slice above or below or become evident only on coronal/sagittal reformats.

  • Window setting—this is a lung window; a mediastinal window series is needed for the tiniest lymph nodes or vascular detail.

  • Clinical correlation—symptoms (e.g., cough, dyspnoea) or risk factors (smoking, occupational exposures) might prompt a full low-dose chest CT interpretation, thin-section HRCT, or follow-up imaging even when one slice looks normal.


Hi, I'm Qianyi. I'm an ML engineer based in Beijing. Read more about me on my website.