Research-Output Momentum →

A venture-thesis validation agent queries ADW-128 (Research-Output Momentum, annual refresh, OpenAlex US publication momentum as a patent-pipeline proxy, z-scored 0–100) when screening deep-tech investment theses: if the score is below 50 and trend is 'falling' — as it is now at 47.2 (30th percentile of a 10-year backtest ranging from 45.8 to 100.0) — the agent flags that the US research pipeline feeding commercialization is contracting relative to its own history, automatically downweighting pre-seed deep-tech positions in portfolio-rebalancing recommendations. The source_lineage tied to OpenAlex ensures the agent is not conflating publication volume with citation quality; methodology_version lets downstream fund-of-funds auditors verify the normalization window.

A corporate R&D strategy director at a pharmaceutical firm uses ADW-128 to calibrate external-innovation licensing budgets: a falling score (down 48% from its 2018 peak of 91.1) signals a thinner academic pipeline in the near-term, justifying a shift from wait-and-license to early-stage co-development agreements before competition for nascent discoveries intensifies. Previously the team relied on annual Science and Engineering Indicators reports from NSF — a 12-to-18-month lag versus ADW-128's annual refresh tied to real publication data.