huang-sir1/radiology-skills

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name: radiology-acquisition-qc

description: Audit imaging acquisition, reconstruction, series eligibility, quantitative transforms and protocol drift; not model training.

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name: radiology-annotation

description: Design/audit imaging truth, readers, ROI geometry, reproducibility and label noise; not model training.

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name: radiology-bibliometrics

description: Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.

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name: radiology-citation

description: Verify claim-level sources and DOI/PMID; export checked citations. Not discovery or evidence synthesis.

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name: radiology-clinical-domain

description: Set disease pathways, endpoints, reference standards and treatment timelines; not patient care.

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name: radiology-consensus-guideline

description: Design/audit consensus and evidence-to-recommendation products; not review synthesis or endorsement.

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name: radiology-data

description: Plan/audit imaging provenance, DICOM de-identification, sharing, repositories and retention; not ethics approval.

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name: radiology-deep-learning

description: Design/train/audit imaging DL pipelines, splits, tuning and validation; not deployment studies.

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name: radiology-design

description: Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution. CN: 可行性、课题设计、样本量、外部验证

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name: radiology-dissemination

description: Create traceable posters, conference abstracts, summaries and media; not papers, decks or figures.

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name: radiology-ethics

description: Audit IRB, consent, privacy, IACUC/IBC, biosafety and dual use; not logistics or lab execution.

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name: radiology-experiment-design

description: Design/audit tissue, cell, organoid, animal, perturbation and rescue validation; not physical SOP execution.

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name: radiology-figure

description: Create/audit publication plots, visual abstracts and imaging panels with render QA; not tables or decks. CN: 统计图、ROC、森林图、影像图版

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name: radiology-frontier

description: Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice.

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name: radiology-grant

description: Develop/review radiology grants against a live call, including current NSFC rules, code/call routing, funder criteria and imaging feasibility; not papers or decks. CN: 标书、国自然、基金评审

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name: radiology-health-economics

description: Plan/audit imaging economic evaluation, decision models, budget impact, uncertainty and HTA reporting.

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name: radiology-innovation-transfer

description: Assess disclosure, prior-art handoff, rights and transfer readiness; not patentability, FTO or legal advice.

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name: radiology-journal

description: Match a near-finished imaging paper to live journal scope and tier; not scientific review or file audit.

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name: radiology-method-evaluation

description: Audit parameter provenance, metric fit, fair comparisons and robustness; not execution or paper review.

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name: radiology-paper2ppt

description: Plan/create/audit evidence-led research decks for defenses, meetings and talks, with render QA. CN: PPT、答辩、组会汇报

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name: radiology-pipeline

description: Mentor and route ambiguous, multistage or resumed radiology research; tutoring defaults to read-only. CN: 总控、课题导航、下一步

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name: radiology-polishing

description: Polish existing research prose while preserving facts and claims; not drafting or scientific repair.

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name: radiology-prereview

description: Run author, peer or editorial scientific review with traceable findings; not checklists or upload audits. CN: 模拟审稿、预审、大修风险

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name: radiology-qualitative-mixed-methods

description: Design/audit qualitative and mixed-methods sampling, reflexivity, integration and claim limits.

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name: radiology-radiogenomics

description: Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings.

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name: radiology-radiomics

description: Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation.

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name: radiology-reader

description: Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design.

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name: radiology-reporting

description: Select/audit reporting guidelines across imaging AI, diagnosis, reviews, guidelines and economics.

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name: radiology-reproducibility

description: Audit/package computational replay with manifests, environments, provenance and evidence levels.

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name: radiology-research-integrity

description: Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication.