Outcomes, with their limits attached

The result: UAP report corpora appear to differ from official/fireball controls not just in visual-light frequency but in the bundle of light, motion, and shape proxies, consistent with reporting-ecology and observer-opportunity mechanisms.

What it means: UFO reports do not differ from official aviation and fireball reports on just one feature. They differ as a package of light, motion, and shape wording at once, which is what you would expect if who reports and how they get to report shapes the stories.

What it is NOT: Not evidence about what UAP are, because the pattern tracks reporting channels, not objects. Not confirmed, because the coding needs one shared instrument applied to matched sources before it can be trusted.

Next test that could settle it: Replicate with matched official and eyewitness sources under one coding instrument.

Open question: What survives when the exploratory uap reporting ecology pattern is tested on validated held-out labels?

The result: Across the full registry, UAP rows separate instrument-backed cases from generic light/motion narratives, suggesting that evidence modality should be modeled as an independent axis rather than blended into phenomenological features.

What it means: UAP reports with instrument evidence (radar, camera, sensor) look different from purely narrative reports, which means "what kind of evidence exists" deserves to be its own axis instead of being blended into what the report says happened.

What it is NOT: Not a verdict on any case, because the evidence-channel labels have not been validated on held-out reports. Not a claim that instrument cases are more real, because better instruments may simply travel with different reporting channels.

Next test that could settle it: Validate evidence-channel labels and outcome differences on held-out cases.

Open question: What survives when the exploratory uap evidence channel pattern is tested on validated held-out labels?