Public · curated · auditable
How, and at what level, is BenchEWS research being taken up beyond its own publication environment?
This public view contains curated resonance findings only. Visitor, campaign, and behavioural analytics remain in the protected owner area.
01 / Status
Verifiable external scholarly and semantic discovery has been reached; independent human scientific reception has not yet been publicly verified.
Discovery ≠ Reception ≠ ValidationStage 2 has been reached. Stage 3 has not yet been publicly verified.How is the resonance index determined? ↓Last documented review: 9/9/2026Intended review interval: weekly · in-depth monthly review
02 / Discovery ≠ Reception
BenchEWS is no longer discoverable only through first-party sources. OpenAIRE and other already documented external metadata and discovery environments surface publications bibliographically; individual works are also processed semantically or algorithmically. An automatically extracted or AI-generated paper summary is therefore a discovery signal, not independent human scientific reflection.
The first three levels in this representation are evidenced; independent human reflection and every subsequent reception stage have not yet been publicly verified.
Latest change9 Sep 2026 — Reception status refined to exactly 2.0 out of 5: external scholarly and semantic discovery verified; independent human scientific reception still not publicly verified.
03 / Resonance index methodology
The resonance index is not a standard bibliometric index, a quality grade, or a measure of scientific truth. It is a curated, evidence-bound assessment of position: how far has BenchEWS moved from first-party publication through external discoverability toward independent scrutiny and application?
Works are published in first-party environments that provide durable references.
Independent scholarly search, metadata, discovery, or aggregation systems catalog the works.
Identifiable independent people meaningfully discuss, interpret, or critique the content.
Formal citation or substantive methodological scholarly engagement is verifiable.
Third parties demonstrably apply, replicate, test, or extend methods or concepts.
The value marks the highest fully evidenced stage; it is neither a weighted arithmetic formula nor a quality grade. Stage 2 is evidenced by external scholarly discovery and semantic or algorithmic processing. Without publicly verified human reflection, no fraction of Stage 3 is added.
This supports a conservative value of 2.0 out of 5: external scholarly and semantic discovery is evidenced; the threshold to Stage 3 has not yet been publicly verified.
Verifiable external indexing or scholarly discovery.
Identifiable human engagement with a hypothesis, method, or result.
Formal citation or substantive methodological scholarly engagement.
Documented independent application or replication.
04 / In-depth review · 9 Sep 2026
BenchEWS has reached verifiable external scholarly and semantic discovery. Independent human scientific reception has not yet been publicly verified.
Publications are now being indexed, bibliographically surfaced, and in some cases semantically or algorithmically processed outside the project’s own website and Zenodo infrastructure. This discovery must, however, be clearly distinguished from scientific reception. Independent human scientific reflection, substantive scholarly citation, or independent application or replication has not yet been publicly verified.
Discovery ≠ Reception ≠ ValidationOutlook: The next qualitative threshold would be reached when an independent person or institution substantively discusses, cites, reproduces, or applies a BenchEWS publication to an external research object. Executable BenchEWS Studio releases and a potential peer-reviewed publication of the CRTI core would provide additional independent entry points into the research programme.
05 / Evidence log
OpenAIRE records the framework's title, author, DOI and core concepts. This improves scholarly discoverability but is not an assessment or citation.
Several BenchEWS publications are discoverable through OpenAlex-derived metadata. Unattributed platform metrics are not counted as human reflection or citation.
Third-party algorithmic indexing with an AI summary; no reader assessment and no scientific citation. The peer-review label is unsupported.
A previously observed thematically related Chinese publication could not be verified upon re-examination as a direct reference to BenchEWS, CRTI, or Mallinckrodt and is therefore no longer counted as a reception signal.
Statistical aggregation of first-party posts and interactions; no identifiable scholarly reception.
Automatically mirrored first-party Bluesky posts; no independent authorship or original commentary.
Identical BenchEWS content appears in profile or repost contexts without original interpretation. Recorded separately as reposting or mirroring, not counted as independent attention or reflection.
Methodological boundary: Views, downloads, indexing, metadata harvesting, and algorithmic processing are activity and discovery signals, not scientific reception or validation. First-party sources, reposts, search-engine copies, and RSS mirrors likewise do not count as independent scholarly reflection. Ambiguous findings remain provisional until reviewed.