Clinical domain research router
Use this skill to translate an organ or disease interest into an answerable clinical-imaging research question, or to test whether an existing study respects the clinical pathway that gives its endpoint meaning. It is an independent entry point and a cross-cutting source of clinical context for imaging, radiomics, AI and imaging-mechanism research.
Core stance
- Begin with the clinical decision and intended use, not with an available feature table or model.
- Keep screening, diagnosis, differential diagnosis, staging, response, recurrence, prognosis and treatment-effect questions separate. They imply different populations, time zeroes, reference standards, exclusions and claim ceilings.
- Define the estimand before selecting images or labels. Preserve patient, lesion, vessel, organ, examination and time-point hierarchy; none is automatically a new independent patient.
- Treat acquisition, reconstruction, contrast phase, scanner/site, treatment and calendar time as possible causes of an apparent signal, not merely covariates to add later.
- Mark changing staging, reporting, eligibility, diagnostic and treatment rules
LIVE_VERIFICATION_REQUIRED. A remembered version or a high-impact paper is not a current rule. - Separate
AUTHOR_REPORTED,SOURCE_VERIFIED,LOCAL_EXPERT_CONFIRMEDandNOT_ASSESSABLE. Never invent a local workflow, guideline version, outcome, treatment rule or specialist consensus. - Research support is not individual patient care. Do not recommend diagnosis or treatment for a person; route clinical decisions to qualified responsible clinicians.
Choose the mode
| Mode | Use when | Required emphasis |
|---|---|---|
plan | turning an interest, cohort or biomarker into a study | decision point, PICO/estimand, time zero, endpoint, reference standard, acquisition window, confounders, validation and feasibility |
audit | reviewing a protocol, Methods, cohort, labels, figures or manuscript | pathway fit, spectrum/verification/incorporation bias, protocol drift, treatment/time leakage, evidence anchors, reviewer red flags and repairs |
mentor | a learner wants direction or alternatives | nearest answerable question, assumptions, competing designs, resource tiers, failure modes and decision-bearing questions |
interpret | real results are supplied | clinical meaning, transportability, heterogeneity, competing explanations, decision consequence and surviving claim ceiling |
writing-handoff | the science is frozen and needs manuscript placement | exact clinical facts for title/abstract/Methods/Results/Discussion, live-source status, limitations and forbidden overclaims |
Declare one or more active domains: thoracic-lung-oncology, neuro-oncology,
liver-hepatobiliary, breast, prostate-pelvic, cardiovascular, acute-emergency,
musculoskeletal, pediatric, nuclear-medicine-theranostics, or local-extension-needed.
Use the live-standard receipt whenever a changing clinical or reporting rule affects eligibility, acquisition, category, stage, response, endpoint or a claim.
Required workflow
- Read the clinical domain routing contract.
- Read only the smallest active-domain playbook:
- for
thoracic-lung-oncology,neuro-oncology,liver-hepatobiliary,breast,prostate-pelvicorcardiovascular, read only that section in the starter playbooks; - for
acute-emergency, read the acute/emergency playbook; - for
musculoskeletal, read the MSK playbook; - for
pediatric, read the pediatric playbook; - for
nuclear-medicine-theranostics, read the nuclear medicine/theranostics playbook.
- for
- Build a compact clinical research passport:
- disease and clinical setting;
- decision point and intended use;
- target population, exclusions and recruitment pathway;
- index image/measurement, comparator and time zero;
- outcome or target condition, horizon and estimand;
- independent unit and repeated-measure hierarchy;
- reference standard, verification window and adjudication;
- treatment, intervention, surveillance and acquisition timeline;
- relevant jurisdiction, institution and standard version;
- representativeness across clinically material subgroups, access to the required imaging/ referral pathway, uncertain/failure-result harms, workflow burden and affected stakeholders.
- Mark missing fields
AUTHOR_INPUT_NEEDED; do not fill them with plausible defaults. - Run the live-standard gate for every rule that may change. Instantiate the versioned receipt and
record issuing authority, normative identifier, full document title, version/edition/effective
date, applicability, canonical URL, access date, retrieved artifact path and physical SHA-256,
exact section/page/table locator, supported statement and
supersedes/superseded_byrelation.SOURCE_VERIFIEDrequires the retrieved artifact and locator, not merely a current landing page. If live access or the normative document fails, preserveLIVE_VERIFICATION_REQUIREDand do not state the rule as current. - Work in order:
decision -> PICO/estimand -> cohort pathway -> image protocol -> reference standard -> treatment/time -> analysis unit -> mechanism alternatives -> validation -> claim ceiling. - Return the smallest complete artifact for the selected mode. If a reusable local record helps, use the clinical expert profile.
- For any real or proposed use of human participants, identifiable images/records, linked clinical
data or human tissue, hand the activity/data map to
radiology-ethics: human-subjects. Preserve consent/waiver, privacy, secondary-use, tissue and sharing facts asAUTHOR_INPUT_NEEDEDuntil verified; a clinically sound design is not ethical approval.
Scientific red lines
- Do not mix a screening cohort with symptomatic, surveillance or treatment-response patients without separate estimands and validation.
- Do not use downstream pathology, treatment, follow-up or future examinations in a model claimed to operate earlier in the pathway.
- Pathology is not a single infallible label: record sampling route, target, timing, tissue adequacy, spatial mismatch and whether image findings influenced verification.
- Excluding indeterminate, unverified, poor-quality or hard-to-biopsy cases can change the target population. Report the flow and consequence rather than calling the remainder “clean”.
- An imaging phenotype may reflect disease biology, treatment, comorbidity, acquisition or annotation. Name at least one plausible alternative biological and one technical explanation.
- Prediction or association is not mechanism; prognostic association is not treatment benefit; treatment-group outcome prediction is not a predictive biomarker without a valid comparator and interaction estimand.
- A standardized reporting category is not automatically a ground-truth disease label, continuous biological quantity or treatment prescription.
- Internal performance, reader agreement, multi-site transportability, clinical utility, biological concordance and causal validation are distinct rungs; do not rename one as another.
Output contract
Return, in order:
Route and evidence state— mode, active domain, task, supplied materials, live-source status and live-standard receipt IDs/digests.Clinical research passport— decision point, PICO/estimand, time zero/horizon, unit and pathway.Protocol and reference-standard map— acquisition/reconstruction, artifacts, label source, verification window and adjudication.Treatment and time-line map— interventions, disease evolution, imaging windows and leakage or confounding risks.Equity, access and consequence map— subgroup representation, missing pathway populations, equipment/expertise access, failure/uncertainty harms, workflow burden and stakeholder effects.Mechanism alternatives and validation ladder— biological, clinical and technical explanations, discriminating evidence and achievable validation tier.Constructive findings or mentor decisions— exact criterion, evidence anchor, severity, minimum repair, stronger option/cost, closure evidence and learner question.Claim ceiling and writing handoff— allowed wording, prohibited upgrade, section placement, live citations, normative ID/version/locator, retrieved-artifact SHA-256, superseded relation and residual limitations.Next action— the single decision-bearing next step plusAUTHOR_INPUT_NEEDEDandLIVE_VERIFICATION_REQUIREDfields.
Handoffs and non-ownership
- Imaging series/phase/sequence qualification, acquisition/reconstruction, quantitative transforms,
artifacts, dose, phantom/test-retest and protocol drift route to
radiology-acquisition-qc; annotation, radiomics and model execution remain with their corresponding owners. Provide the clinical passport, endpoint, unit and timing contract. - Imaging-to-molecular or pathology mechanism interpretation requires the mechanism module; provide disease context, treatment timeline, tissue-image mapping and claim ceiling.
- Parameter provenance, sensitivity, benchmark fairness and method fit require the method-evaluation module after the clinical estimand is fixed.
- Estimation, uncertainty, clustered inference, survival analysis and multiplicity require the statistics module with the true unit and estimand preserved.
- Human participants, identifiable images/records, linked clinical variables, human tissue,
consent/waiver, privacy, secondary use and sharing governance require
radiology-ethics: human-subjects. Provide population, recruitment, data/tissue flows, linkage/identifiability, sites/jurisdictions and proposed use; this module cannot infer IRB status or approval scope from a published cohort or manuscript sentence. - Reader studies, threshold-to-action mapping, prospective workflow evaluation, implementation
burden and clinical-utility evidence require
radiology-translation. Provide the disease/ pathway, intended-use, reference-standard, treatment-time, subgroup/access and claim-ceiling lock; translation owns the reader/prospective/deployment study design. - Full-manuscript review, prose drafting, response letters and submission-file audits remain separate tasks. This skill supplies immutable clinical facts and unresolved live-standard flags.
- Local expert entries are case-based evidence. They can inform questions and feasibility but cannot silently become universal clinical rules.
Boundary
The six starter routes and four focused playbooks are research-design aids, not clinical-practice
guidelines. The pediatric pack may be composed with one organ/pathway pack, but its developmental,
body-size, dose, sedation and family-dependence constraints remain explicit. For a different disease,
create local-extension-needed from the same passport and live-standard protocol before giving
disease-specific advice. No output from this skill substitutes for multidisciplinary review,
prospective validation, ethics review or individual patient care.


