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Claude Skills by Manoj-11-Dahal
github.com/Manoj-11-Dahal15,860 skills0 installs0 views
- Medical Imaging Annotator Qualification And CalibrationUse when a task involves planning annotator qualification and calibration for a research imaging label set to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance rev...Votes: 0GitHub stars: 2
- Medical Imaging Benchmark Contamination AuditUse when a task involves checking whether benchmark images or labels influenced training or model selection to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance re...Votes: 0GitHub stars: 2
- Medical Imaging Burned In Text Detection ReviewUse when a task involves planning quality checks for identifying patient information rendered inside medical image pixels to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data...Votes: 0GitHub stars: 2
- Medical Imaging Calibration Under Prevalence ShiftUse when a task involves assessing whether output calibration remains meaningful under a changed evaluation prevalence to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-go...Votes: 0GitHub stars: 2
- Medical Imaging Class Imbalance Metric SelectionUse when a task involves choosing evaluation summaries that remain interpretable when imaging labels are imbalanced to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-gover...Votes: 0GitHub stars: 2
- Medical Imaging Clinician Feedback Adjudication WorkflowUse when a task involves routing feedback about a medical imaging AI output to qualified reviewers to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance reviewers f...Votes: 0GitHub stars: 2
- Medical Imaging Confidence Interval And Sample PlanUse when a task involves planning sample sizes and uncertainty summaries for an imaging model evaluation to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance revie...Votes: 0GitHub stars: 2
- Medical Imaging Consent Scope To Data Use AlignmentUse when a task involves checking that imaging data use matches documented consent, waiver, and institutional approvals to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-g...Votes: 0GitHub stars: 2
- Medical Imaging Data Pipeline ReviewUse when a task involves reviewing a medical imaging pipeline for de-identification, modality metadata, transforms, and dataset integrity to identify the research or operational question, target population or system, relevant version, sensitive data, and approval boundary before acting. Use current primary sources, produce a traceable artifact, and verify it against explicit criteria. Trigger for planning, analysis, review, or troubleshooting in this focused domain; do not execute external wr...Votes: 0GitHub stars: 2
- Medical Imaging Dataset Release Manifest IntegrityUse when a task involves preparing a traceable manifest for an approved medical imaging research release to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance revie...Votes: 0GitHub stars: 2
- Medical Imaging Date Shift Longitudinal IntegrityUse when a task involves checking date transformations used to reduce direct identification while preserving approved longitudinal order to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regul...Votes: 0GitHub stars: 2
- Medical Imaging Degraded Input Challenge SetUse when a task involves building a bounded engineering challenge set for degraded or corrupted image inputs to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance r...Votes: 0GitHub stars: 2
- Medical Imaging Deidentification Profile DeclarationUse when a task involves documenting which DICOM confidentiality profile and options were applied to a research dataset to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-g...Votes: 0GitHub stars: 2
- Medical Imaging Derived Series Lineage RegisterUse when a task involves maintaining provenance for cropped, reconstructed, anonymized, or otherwise derived image series to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data...Votes: 0GitHub stars: 2
- Medical Imaging Detection Localization EvaluationUse when a task involves designing a reproducible evaluation for image-detection and localization outputs to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance revi...Votes: 0GitHub stars: 2
- Medical Imaging Dicom Series Coherence CheckUse when a task involves checking whether a DICOM directory contains one coherent image series with consistent geometry to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-g...Votes: 0GitHub stars: 2
- Medical Imaging Dicom To Nifti Geometry AuditUse when a task involves validating spatial geometry after converting a DICOM series into a research volume to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance re...Votes: 0GitHub stars: 2
- Medical Imaging Dicom Transfer PreflightUse when preparing an approved DICOM transfer for engineering or research evaluation, to confirm both the destination and the receiving pipeline's supported object classes to produce a DICOM transfer preflight covering approval, endpoint, protocol, recipient, retention, modality, SOP Class UID, and unknown-object handling. Success means the route is authorized and protected, every proposed object class has a supported or explicit reject/review path, and a synthetic transfer reconciles without...Votes: 0GitHub stars: 2
- Medical Imaging Dicom Transfer Syntax IntegrityUse when a task involves checking transfer syntax and pixel decoding before a medical imaging AI pipeline reads DICOM to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-gov...Votes: 0GitHub stars: 2
- Medical Imaging Domain Shift Stress Test MatrixUse when a task involves planning controlled tests for technical shifts between imaging development and evaluation environments to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, an...Votes: 0GitHub stars: 2
- Medical Imaging Evaluation Claim To Evidence TraceUse when a task involves checking that each technical performance claim maps to a versioned, reproducible evaluation artifact to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and ...Votes: 0GitHub stars: 2
- Medical Imaging External Site Validation ReadinessUse when preparing an approved external imaging evaluation site and defining the independent validation protocol that will run there to produce a site-readiness record and validation plan covering local approvals, data governance, scanner and workflow context, connectivity, roles and support, site independence, cohort and reference-standard criteria, sample size, endpoints, and analysis. Success means the site is authorized and technically ready, the validation design is independent and repro...Votes: 0GitHub stars: 2
- Medical Imaging Feedback Label GovernanceUse when a task involves governing clinician or user feedback that may later become a model evaluation label to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance r...Votes: 0GitHub stars: 2
- Medical Imaging Follow Up Completeness And CensoringUse when a task involves checking follow-up completeness and censoring for time-dependent imaging outcomes to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance rev...Votes: 0GitHub stars: 2
- Medical Imaging Header Schema Migration AuditUse when a task involves checking metadata compatibility when a DICOM library or schema version changes to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance review...Votes: 0GitHub stars: 2
- Medical Imaging Human Subjects Review ReadinessUse when a task involves preparing an imaging model study package for institutional human-subjects review to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance revi...Votes: 0GitHub stars: 2
- Medical Imaging Index Time And Outcome Window DefinitionUse when a task involves defining the temporal relationship between an index image and an outcome label to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance review...Votes: 0GitHub stars: 2
- Medical Imaging Inference Access And Audit ReviewUse when a task involves reviewing who can submit images to an inference service and view its outputs to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance reviewer...Votes: 0GitHub stars: 2
- Medical Imaging Intended Use And Target Population CardUse when a task involves writing a technical card that bounds a medical imaging AI evaluation's intended use to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance r...Votes: 0GitHub stars: 2
- Medical Imaging Inter Reader Variability Study DesignUse when a task involves designing a bounded study of variability among human image readers to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance reviewers for any ...Votes: 0GitHub stars: 2
- Medical Imaging Label Ontology Code MappingUse when a task involves mapping study labels to a versioned ontology or coding vocabulary for analysis to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance review...Votes: 0GitHub stars: 2
- Medical Imaging Label Version And Correction HistoryUse when a task involves maintaining an auditable history of label definitions and corrections across a dataset release to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-g...Votes: 0GitHub stars: 2
- Medical Imaging Lesion Level Label Identity AuditUse when a task involves checking that lesion labels refer consistently to the same object across image, mask, and outcome tables to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, ...Votes: 0GitHub stars: 2
- Medical Imaging Lossy Compression Impact AssessmentUse when a task involves assessing whether lossy compression could affect a defined engineering evaluation to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance rev...Votes: 0GitHub stars: 2
- Medical Imaging Manual Fallback And Fail State ReviewUse when a task involves reviewing system behavior when an imaging AI service fails, times out, or rejects an input to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-gover...Votes: 0GitHub stars: 2
- Medical Imaging Missing Label Pattern AssessmentUse when a task involves assessing whether missing image labels are systematic and could bias model evaluation to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance...Votes: 0GitHub stars: 2
- Medical Imaging Missing Modality Robustness CheckUse when a task involves testing a multimodal imaging workflow when an expected sequence or modality is absent to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance...Votes: 0GitHub stars: 2
- Medical Imaging Missing Slice Gap AssessmentUse when a task involves detecting potential missing or irregularly spaced slices in a medical image series to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance re...Votes: 0GitHub stars: 2
- Medical Imaging Model Card Limitations ReviewUse when a task involves checking whether an imaging model description states enough technical limits for responsible evaluation to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, a...Votes: 0GitHub stars: 2
- Medical Imaging Model Change Scope EnvelopeUse when a task involves defining permitted boundaries and review triggers for planned model changes to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance reviewers...Votes: 0GitHub stars: 2
- Medical Imaging Model Decommissioning And ArchiveUse when a task involves retiring an imaging model while preserving records needed for audit and reproducibility to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governan...Votes: 0GitHub stars: 2
- Medical Imaging Model Rollback And Fallback DrillUse when a task involves rehearsing a controlled rollback from a model release to a known technical fallback to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance r...Votes: 0GitHub stars: 2
- Medical Imaging Model Update Impact And Release GateUse when assessing the impact of a proposed imaging-model or preprocessing change and deciding what evidence is required before an approved technical release to produce a versioned change-impact inventory, validation plan, release decision, monitoring approach, and rollback criteria. Success means every changed component is linked to affected evidence and owners, comparisons and subgroup/site checks are predefined, the release gate is independently reviewed, and monitoring and rollback are ac...Votes: 0GitHub stars: 2
- Medical Imaging Monitoring Alert Threshold GovernanceUse when a task involves governing thresholds for technical alerts on a deployed imaging AI service to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance reviewers ...Votes: 0GitHub stars: 2
- Medical Imaging Multicenter Cohort Inclusion AuditUse when a task involves checking whether multicenter image cohorts follow the same inclusion rules at each site to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governan...Votes: 0GitHub stars: 2
- Medical Imaging Operating Point Tradeoff AnalysisUse when a task involves describing the sensitivity and specificity tradeoffs across prespecified imaging model thresholds to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and dat...Votes: 0GitHub stars: 2
- Medical Imaging Out Of Distribution Response CoverageUse when a task involves reviewing what an imaging system does when an input is unlike its development data to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance re...Votes: 0GitHub stars: 2
- Medical Imaging Output Communication Comprehension TestUse when a task involves testing whether users correctly understand a model output's scope and limitations to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-governance rev...Votes: 0GitHub stars: 2
- Medical Imaging Overlay And Graphics CleanupUse when a task involves checking whether DICOM overlays and presentation graphics are handled in a de-identification workflow to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and...Votes: 0GitHub stars: 2
- Medical Imaging Pacs Integration Contract ValidationUse when a task involves validating the technical contract between an imaging AI service and a PACS or imaging workflow to record whether the work is research, engineering, or an approved product-lifecycle activity; define data authorization, intended use, evaluation population, technical environment, accountable domain owner, and success criteria. Use synthetic or approved de-identified data, preserve provenance and limitations, and involve qualified clinical, privacy, regulatory, and data-g...Votes: 0GitHub stars: 2