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Jump Intelligence (JI): A Mechanism-Aware Lens for Diagnosing the Structure of Scientific Discovery from Literature-Only Signals

2026-01-08

Abstract excerpt

<p>Computational discovery systems generate numerous novel hypotheses but lackthe ability to distinguish scientifically plausible connections from mere statisticalsurprises. This gap between novelty detection and mechanistic evaluation representsa fundamental limitation of literature-based research.We introduce Jump Intelligence (JI), a diagnostic framework that integratestwo complementary dimensions: the Topologi...

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Literature Corpus work
ee4aae37-7296-59d4-92bf-7f7c95a02474
DOI
10.31222/osf.io/zvjfw_v1
Open publication

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Semantic proximity does not establish scientific evidence.

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Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Jump Intelligence (JI): A Mechanism-Aware Lens for Diagnosing the Structure of Scientific Discovery from Literature-Only SignalsDOI 10.31222/osf.io/zvjfw_v1
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