claude-handoff
MAmattpocock/skills288k近 7 天新增 10,178 个 star
Audit imaging acquisition, reconstruction, series eligibility, quantitative transforms and protocol drift; not model training.
Own the validity of the image as a measurement before annotation, feature extraction, model training, biological interpretation, or clinical deployment. Route to the smallest relevant modality playbook, freeze what was actually acquired and reconstructed, and return the strongest claim the verified measurement chain permits.
This skill owns:
Imaging measurement passport and PASS / CONDITIONAL / STOP measurement claim ceiling.It does not own disease eligibility or treatment rules, de-identification, ROI annotation, radiomics/DL execution, statistical inference, clinical reader studies, mechanism interpretation, or individual-patient care.
| Mode | Use when | Output emphasis |
|---|---|---|
plan | Designing acquisition/QC for a proposed study | minimum defensible protocol, stronger option, repeatability and shift plan |
audit | Images, DICOM exports, protocols, Methods or QC artifacts exist | provenance gaps, series-selection bias, artifacts, sensitivity and claim repair |
mentor | A learner has a clear acquisition/measurement question | decision ladder, physical rationale, falsifier, teach-back or transfer prompt |
interpret | Real QC, phantom, test-retest or protocol-shift results are supplied | magnitude, uncertainty, failure boundary and surviving measurement claim |
writing-handoff | Acquisition science is frozen | exact Methods/Results/Supplement fields, evidence state and prohibited upgrade |
Advisory and tutoring work is read-only. Create or update a passport only when the user requests a durable artifact.
Resolve the active modality and measurement decision before opening references. Load only the matching file or files:
| Active object | Load |
|---|---|
| CT, dual-energy/spectral CT, photon-counting CT, CT perfusion or CT-derived quantitative measurement | references/ct-acquisition-reconstruction.md |
| Structural/contrast-weighted MRI, DWI/ADC, DCE/DSC/ASL, quantitative mapping or MR reconstruction | references/mr-acquisition-reconstruction.md |
| MRS or MRSI, including metabolite ratios, fitted peaks or concentration estimates | MR core plus references/mr-spectroscopy.md |
| Task or resting-state BOLD fMRI, activation, connectivity or network measurement | MR core plus references/functional-mri.md |
| DTI, DKI, NODDI, fixel analysis, tractometry or tractography | MR core plus references/diffusion-tensor-tractography.md |
| PET, PET/CT, PET/MR, SPECT, SPECT/CT, SUV, kinetic or count-based measurement | references/pet-spect-acquisition-quantification.md |
| Ultrasound, Doppler, CEUS, strain or shear-wave elastography | references/ultrasound-ceus-elastography.md |
| Projection radiography, mobile radiography, mammography, DBT or synthetic 2D mammography | references/projection-radiography-mammo-dbt.md |
| Phantom, test-retest, longitudinal change, multicentre protocol shift, harmonisation or reconstruction sensitivity | references/phantom-test-retest-protocol-shift.md |
| Fluoroscopy, DSA/angiography, cone-beam CT, image-guided or interventional imaging | LOCAL_EXTENSION_REQUIRED; do not substitute the CT or projection-radiography playbook |
For PET/CT load PET/SPECT plus CT; for PET/MR load PET/SPECT plus MR. For multimodal studies, load only each modality that contributes to the requested measurement claim. Add the common phantom/shift playbook when repeatability, longitudinal, cross-scanner, cross-site or absolute quantitative equivalence is material.
Fluoroscopy, DSA/angiography, cone-beam CT and interventional imaging have time-dependent dose,
device, subtraction, geometry, procedural and safety contracts not represented here. Mark the route
LOCAL_EXTENSION_REQUIRED and stop acquisition-specific assurance until a dedicated, locally
verified playbook and responsible radiologist/physicist/procedural owner are supplied. Ordinary CT
or projection-radiography rules cannot be borrowed as a substitute.
AUTHOR_INPUT_NEEDED; do not infer settings from a series
description or filename.PASS, CONDITIONAL or STOP to the exact measurement claim, then hand off the
passport without upgrading its evidence state.Use templates/imaging-measurement-passport.md for a requested persistent/full audit artifact.
PASS: the acquisition, reconstruction, series rule, QC, units and applicable repeatability/
transport evidence are traceable and fit the stated claim.CONDITIONAL: the measurement remains usable for a narrower population, protocol, relative
comparison or sensitivity-bounded claim, with the unresolved source named.STOP: the central measurement is not identifiable or reproducible because the wrong/unknown
series, invalid units, result-dependent input selection, dominant unbroken acquisition
confounding, failed QC, or an unsupported quantitative transform determines the claim.A standardized protocol is not proof of cross-platform equivalence. Phantom repeatability is not clinical validity. Harmonisation is not a substitute for missing acquisition metadata, invalid quantification or an outcome-confounded site. A derived map or model output is not a direct physical measurement merely because it is stored as an image.
| Requested decision | Unique owner | Send from this skill |
|---|---|---|
| disease pathway, endpoint, reference standard, treatment timeline or current clinical rule | radiology-clinical-domain | measurement passport, protocol limits, artifacts and claim ceiling |
| cohort inventory, DICOM de-identification, release or repository plan | radiology-data; governance to radiology-ethics | series/object inventory and sensitive-data flags without asserting authorization |
| ROI/VOI or reader annotation procedure | radiology-annotation | eligible series, geometry, resolution and artifact constraints |
| radiomics preprocessing/extraction | radiology-radiomics | accepted input series, units, reconstruction/shift and repeatability fields |
| imaging model/reconstruction network training | radiology-deep-learning | measurement target, input provenance, paired reference and protected evaluation rule |
| parameter comparison, ablation or method-fit judgement | radiology-method-evaluation | frozen parameter ledger and acquisition claim; numerical inference to radiology-stats |
| radiologist reader study, threshold-to-action or prospective workflow | radiology-translation | intended image presentation, failure/nondiagnostic states and measurement ceiling |
| imaging-to-pathology/omics mechanism | radiology-radiogenomics | physical contrast candidates, measurement state and technical alternatives |
Return only the parts needed for the selected mode:
Route and evidence state — mode, modality/subtype, requested measurement and supplied artifacts.Measurement chain — acquisition -> reconstruction -> post-processing -> selected object -> value.Series and hierarchy lock — included/excluded objects, unit and repeated-measure structure.Coverage and disposition denominators — eligible, acquired, exported/received, QC-assessed,
accepted, nondiagnostic and excluded counts at the declared grain, with reconciled reasons.QC and physical-confounder map — artifact, likely effect, evidence, test and disposition.Repeatability/shift read — when applicable, represented/unseen levels, raw primary analysis,
adaptation status and sensitivity.Claim verdict — PASS / CONDITIONAL / STOP, allowed wording, prohibited upgrade and smallest
next action.Handoff — exact fields and unresolved assumptions for the unique receiving owner.LOCAL_EXTENSION_REQUIRED; this skill has no dedicated contract for them and must not upgrade a
generic CT or X-ray review into modality- or procedure-specific assurance.MAmattpocock/skills288k近 7 天新增 10,178 个 star
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