Package Overview

bijux-proteomics-intelligence exists to turn evidence and program constraints into scores, scenarios, recommendations, and explanations. The package is useful only when that role stays narrow enough that a reviewer can say why it exists without naming several different owners at once.

The package is more concrete now than this overview used to imply. It owns several distinct analytical families: candidate ranking, interpretation, judgment, recommendation posture, benchmark review, and learning refinement. Those families now expose real public surfaces instead of one vague "decision" layer.

Why This Package Feels More Real Now

• the package now exposes challenge, confidence, regret, and bounded recommendation surfaces that outsiders can inspect directly
• recommendation posture is no longer hidden inside one summary judgment; it is broken into candidate pressure, scenario reading, review packets, and follow-up learning loops
• the analytical layer now has enough public shape that readers can tell where intelligence adds judgment and where it must still defer to truth owners

Concrete Analytical Families

owner surface	current substance	why it matters
candidates	ranking, shortlist pressure, and falsifier-aware selection	recommendation starts from explicit competitive pressure instead of soft preference
claims	recommendation-facing claim shaping and policy-bearing summaries	public analytical language stays inspectable
interpretation	typed run summaries, differential-abundance reading, PTM interpretation, and workflow-review synthesis	biological outputs become bounded analytical narratives
judgment	review-board decision paths, escalation rules, and disposition logic	a recommendation can be challenged as policy, not mistaken for truth
posture	evidence readiness, downgrade pressure, regret, and refusal posture	overconfidence becomes a first-class artifact
reviews	benchmark-backed analytical review packets	outsiders can inspect where recommendation language came from
learning	refinement loops based on review and observed follow-up	the package can change because of outcomes instead of only argumentation

Why This Package Exists Separately

• knowledge can own grounded evidence and contradiction state without also owning ranking or recommendation policy
• core can own scientific truth and workflow contracts without collapsing into product-facing review posture
• lab can own assay consequence without pretending it owns analytical ranking or review-board judgment

What It Owns

• score and rank candidates
• evaluate scenarios, review-board paths, and challenge loops
• render explanations and reports for decisions
• publish bounded recommendation posture, downgrade evidence, and review surfaces without claiming scientific truth
• preserve analytical regret and refusal state when the next sentence should be weaker rather than smoother

What Readers Commonly Underestimate

• this package is not just a recommendation button; it owns the public record of where analytical confidence breaks
• this package names regret and overconfidence explicitly, which means public recommendation authority can now be challenged with its own artifacts
• this package is where benchmark evidence turns into bounded policy language, not where benchmark evidence becomes truth

What A Serious Reader Can Verify

• whether the current recommendation survived candidate pressure or only one plausible route was examined
• whether the repository shipped confidence-sounding language without a visible downgrade or regret surface
• whether interpretation and judgment were kept separate from grounded evidence, contradiction, and lab consequence
• whether follow-up learning loops can actually narrow the next recommendation instead of merely annotating the old one

What It Refuses

• evidence truth and contradiction state
• durable program contracts
• execution orchestration

Strongest First Checks

• start in candidates, judgment, and posture when the question is why one recommendation survived and another was downgraded
• start in interpretation and reviews when the question is how a workflow result becomes a bounded analytical reading
• hand off to knowledge when the missing argument is grounding or contradiction, not recommendation logic

Best Reader Route

• start here when the question is whether bijux-proteomics has a real analytical layer or only careful prose around benchmark packets
• continue to Workflow Recommendation Challenges when you need to see how recommendations behaved under hidden evidence
• continue to Workflow Recommendation Confidence when you need to see where current posture is still too easy to overstate

First Proof Check

• packages/bijux-proteomics-intelligence/src/bijux_proteomics_intelligence
• packages/bijux-proteomics-intelligence/tests
• confidence, challenge, and review artifacts once a claim narrows to one decision surface
• neighboring handbook branches once a change crosses the local role