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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Water-Borne Orb Splashless Air–Water Interface Transitions: Expanded Retrospective SuperGrok AI Coding Analysis - Split by Luminous Orbs vs. Non-Luminous Classes

Authors: Beecham, James E.;

Water-Borne Orb Splashless Air–Water Interface Transitions: Expanded Retrospective SuperGrok AI Coding Analysis - Split by Luminous Orbs vs. Non-Luminous Classes

Abstract

This analysis extends the pre-registered retrospective survey by applying the exact same inclusion/exclusion criteria, legitimacy tiers, splashless coding rules (strict positive indication of no disturbance/smooth/silent transition), Data Extraction Form, and secondary variables to two distinct classes of water-interface objects. The split is exploratory/descriptive (Tier 3/4 emphasis) but maintains all pre-registered comparator logic, decision thresholds, and blinded-coding principles. Key Insight: Splashless transition occurs at rates exceeding pre-registered Moderate Support thresholds (25–39%) in both classes, with luminous orbs showing a modestly higher signal. This is inconsistent with random narrative embellishment or ordinary ballistic entry. Non-luminous cases often emphasize “metallic” or “solid” appearance with silent/no-disturbance entry/exit.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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