Scientific terminology change tracker

For research consortia maintaining shared vocabularies, turn approved ontology releases and project data dictionaries into research terminology migration brief. Address this specific problem: terminology changes break comparability across studies. The aim: trace vocabulary changes to project-specific data definitions. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies approved ontology releases and project data dictionaries, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final research terminology migration brief before use. Retain source links and a version history for the next cycle.

How the AI works

Suggest semantic mappings with explicit uncertainty. Keep model suggestions separate from verified facts. Link factual outputs to authorized input evidence and show missing information explicitly. Use deterministic checks for counts, dates, identifiers and arithmetic where applicable. A designated reviewer validates consequential outputs and signs off the delivered result.

Safeguards

Preserve original data, methods, citations and research limitations. Use researcher review and document every substantive transformation. Approved source releases; no automatic historical data rewriting. Require appropriate access and publication approval. Preserve source material, label AI drafts and make corrections traceable. Measure false positives and missed cases alongside speed.

What to build first

Costed pilot: Approved source releases; no automatic historical data rewriting. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: compare vocabulary versions; flag retired terms. Support the third task through an assisted review queue: link affected variables. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of research terminology migration brief. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

What it can connect to

Authorized datasets, papers, protocols, code and research records. Permitted feeds, published document sources, email digests and internal briefing channels. Verify collection rights and source reliability before selling coverage commitments. Begin with uploads and exports of approved ontology releases and project data dictionaries. Any named system or connector is a candidate requiring current access and compatibility checks; no live connection is included by default.

The screens in detail

Use a watchlist with source health and last-checked dates, a chronological change feed, and a reviewable briefing editor. Display original evidence beside each alert. Let users mute irrelevant topics and record whether a change led to action. Open with term watchlist; move into version comparison for the detailed task; finish in mapping review for review and handoff. Show the source record, uncertainty and approval status beside each proposed output.