The bottleneck is attention
Summaries help only after the right paper has been chosen. ElixirFeed treats ranking as the core product, then uses summarization to make selected papers easier to inspect.
Biomedical research triage
Biomedical research triage for people who cannot read every abstract
ElixirFeed triages biomedical papers from PubMed, filters out low-signal studies, and turns selected research into concise evidence-aware briefs.
Scan
Score
Explain
biomedical research triage
Selection is the product.
Biomedical research moves faster than any one reader can follow. ElixirFeed is built as a triage system: scan broadly, rank rigorously, and explain only the papers that clear a high bar.
Designed around the product problem of selection
Reduces incremental, underpowered, or weakly actionable papers
Surfaces caveats alongside plain-language takeaways
Workflow
From research firehose to short ranked feed
ElixirFeed keeps the ranking workflow visible because the differentiator is the filter, not generic article rewriting.
Scan broad PubMed output
ElixirFeed starts with the biomedical firehose rather than one narrow keyword query.
Discard low-signal candidates
Records without usable abstracts and obvious low-impact matches are removed before enrichment.
Rank by evidence and impact
Human evidence, clinical relevance, public usefulness, novelty, journal context, and prominence signals shape the score.
Explain only selected papers
The highest-ranking studies become readable briefs with takeaways, caveats, categories, and source links.
Broad enough to catch surprises
Instead of relying on a single longevity or disease keyword, ElixirFeed screens broad biomedical output so high-signal papers can surface across categories.
Sparse by design
A good research triage feed should feel smaller than PubMed search results. The goal is fewer papers, stronger reasons for inclusion, and clearer uncertainty.
Built for high-signal readers
Science communicators looking for paper leads
Operators and founders monitoring biomedical shifts
Curious clinicians and researchers scanning outside their specialty
Questions readers ask
ElixirFeed is a research discovery product, not medical advice or a replacement for source-paper review.
Who is biomedical research triage for?
It is for readers who need awareness of important biomedical papers without spending hours on PubMed searches and abstract screening.
Does ElixirFeed score every paper manually?
No. The workflow uses automated filtering, scoring, and enrichment, with admin controls while the scoring model is tuned.
What happens after a paper is selected?
Selected papers receive a readable brief, category tags, caveats, actionable context, source links, and optional translation features.
Read the feed that already did the filtering
Start with the public preview, then create a free account when you want the regular recent feed.