Editorial
How we report stories
Source ingestion, deduplication, clustering, drafting, and the human approval step before anything goes live.
What this page covers
How a story moves from a publisher’s RSS feed to a published Play The Kitchen article, and what a human editor approves before anything goes live.
1. Ingestion
Our scout fetches a curated set of pickleball publishers on a schedule (every 30 minutes for tier-1 sources, every hour for tier-2). Each item is normalized — we compute a content hash so we can recognise the same story arriving from a different outlet.
2. Clustering
Items reporting the same news are grouped into a story cluster. A cluster is the atomic unit our editors review — “Ben Johns wins Cincinnati” is one cluster, even if six outlets cover it.
3. Classification & scoring
Each cluster is classified into one of eight types (breaking news, match result, rankings update, player movement, tournament update, business, feature, or low-value). A combined score weighs source trust, corroboration, recency, and entity importance. Clusters below the threshold are held or discarded.
4. Drafting
Above-threshold clusters get a draft article generated from the underlying source bodies. The draft must reference at least two distinct cluster items, must not exceed a paragraph-level overlap threshold with any source, and must include a list of cited sources with URLs.
5. Human approval
Nothing publishes automatically. A human editor reviews every draft against a publish gate — headline length, source count, semantic overlap, factual claims — before the article goes live.
What we never do
- Publish a story sourced only from a single tier-3 (signal-only) source.
- Re-write a publisher’s article verbatim — overlap is checked at trigram and semantic levels.
- Strip attribution. Every claim links back to where we found it.
Related methodology
Editorial
Source trust tiers
How we classify sources as Official, Reported, or Signal — and what each means for what we publish.
Rankings
PPA Tour rankings
How the PPA's points-based ranking system works, refresh cadence, and known limitations.
Rankings
DUPR ratings
What a DUPR rating represents, how it differs from a tour ranking, and how often we refresh it.