Automated README summary
Automatically summarized from the README on 30 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A demo that screens PubMed abstracts for one systematic review question: whether faecal microbiota transplantation or a live bacterial product improves immune checkpoint inhibitor outcomes in cancer. Plain code makes every decision; people get the records nobody should guess about.
How it uses Jev
For each abstract, Jev answers six narrow questions in a single call. The answers feed confidence gates in code, which route the record to include, exclude, or human_review. Jev never makes the final decision.
Primitives:choicescorenoul
Technique worth stealing
Tiered routing: rules in code first, then Jev's six typed questions, then confidence gates in code decide.
Try it
python -m jev_triage triage --mock --out out/mock
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectFound in material0.98
- Shows a System One patternFound in material0.96
- Describes handling uncertaintynot found in the excerpt0.02
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolnot found in the excerpt0.26
- Top-10 learning shortlist signalnot found in the excerpt0.26
- Is a replica of the modelnot found in the excerpt0.02
- Solves a common problem (0–2)score on a 0–2 scale0.49 / 2
- About JevFound in material0.99
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 30 Oct 2026.