Package Overview¶

bijux-proteomics-lab owns assay consequence: readiness checks, control demands, material and queue burden, handoff honesty, and the observed outcomes that later tighten the upstream story. The package is only healthy when those downstream decisions stay distinct from scientific truth, recommendation policy, and runtime execution control.

flowchart LR
    gap["evidence gap or recommendation"]
    advisory["advisory assay plan"]
    design["controls · samples · dependencies"]
    readiness["materials · instrument · staff\ncost · queue · provenance"]
    authority["laboratory authorization"]
    handoff["frozen executable handoff"]
    observation["external execution observations"]
    promotion["promotion, rerun, narrow, or stop"]
    gap --> advisory --> design --> readiness --> authority --> handoff --> observation --> promotion

Each arrow can stop. A scientifically useful assay can be operationally unready; an operationally ready plan can remain unauthorized; a completed run can produce an inconclusive or non-promotable observation. Those stops are first-class outcomes, not missing workflow polish.

Owned Consequence Surfaces¶

Owner surface	Contract	Why it matters
`planning`	assay planning, material needs, and experimental route shaping	a promising idea becomes a priced and staged follow-up instead of a slogan
`readiness`	control demand, queue discipline, and preflight burden	the repository can say when a follow-up is not yet ready
`handoffs`	lab-facing bundle preparation and honest downstream instructions	analytical confidence becomes actionable without turning into hidden tribal knowledge
`design`	experimental design-facing structures	controls and comparison logic stay explicit
`benchmarks`	rehearsal and benchmark-facing lab surfaces	public evidence can be stress-tested against follow-up reality
`outcomes` and `reconciliation`	requested-versus-observed outcome capture and closure loops	later trust language can narrow because of what actually happened
`lifecycle`	consequence state transitions	follow-up burden and refusal state stay durable

What It Owns¶

plan assay work with explicit burden, readiness, and control requirements
capture observed outcomes against requested work and blocked work alike
publish honest handoffs, refusal surfaces, and follow-up consequence records
preserve the gap between "analytically attractive" and "worth real assay spend now"

What Readers Commonly Underestimate¶

this package is where queue or material burden becomes a release boundary, not just a project-management detail
this package decides whether downstream execution is justified, not merely whether it is technically possible
this package makes observed outcomes part of later scientific judgment instead of leaving them as isolated run notes

Audit A Proposed Follow-Up¶

Review question	Evidence required
What uncertainty would the assay resolve?	named evidence gap, proposed observation, and decision consequence
Is the design scientifically discriminating?	contrast, controls, replication, randomization, censoring and failure criteria
Is the batch operationally ready?	material, instrument, staffing, queue, cost, provenance, and control findings
Who authorized execution?	named authority, approved plan identity, rationale, and unresolved warnings
What was actually observed?	raw replicate values, units, QC, normalization, dispersion, censoring, lineage
Can the outcome enter knowledge?	promotion verdict, evidence identity, support limits, and contradiction impact

What It Refuses¶

evidence truth or contradiction resolution
recommendation policy or ranking posture
general execution orchestration, replay, or provider control

Continue By Consequence¶

Need	Read next	Review closes when
separate recommendation from executable work	Planning and outcome contracts	advisory and executable identities, gates, and authority are distinct
inspect readiness and lifecycle transitions	Execution model	blockers, authorization, handoff, observation, and promotion form one history
determine the claim ceiling after follow-up	Lab consequence	requested and observed work, QC, uncertainty, and downstream sentence agree
interpret a non-confirming result	Outcome learning loops	technical, biological, reproducibility, and inconclusive outcomes remain distinct
refuse unjustified spend	Workflow refusal handbook	the failed condition and evidence required to reconsider are explicit