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Claude Skills by Manoj-11-Dahal
github.com/Manoj-11-Dahal15,860 skills0 installs0 views
- Medical Imaging Pathology Image Linkage IntegrityUse when a task involves validating links between imaging studies and pathology or outcome records in a governed cohort 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 Patient Site Split Strategy ReviewUse when a task involves choosing partition boundaries that test patient independence and site generalization 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 Pixel Metadata Identity CrosscheckUse when a task involves checking for identity mismatches between image pixels, DICOM headers, and linked research records 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 Pixel Value Rescale ProvenanceUse when a task involves preserving modality-specific pixel-value semantics through image conversion and normalization 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 Pixel Vs Lesion Unit AnalysisUse when a task involves checking whether a reported imaging metric counts pixels, lesions, studies, or patients consistently 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 Post Deployment Population Shift PlanUse when a task involves planning privacy-preserving monitoring for changes in a deployed imaging input population 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-govern...Votes: 0GitHub stars: 2
- Medical Imaging Post Index Feature Leakage AuditUse when a task involves checking whether outcome or post-event information entered an imaging model's input features 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 Prediction Provenance And Model Version LogUse when a task involves recording technical provenance for an imaging model output used in an approved 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-govern...Votes: 0GitHub stars: 2
- Medical Imaging Preprocessing Leakage CheckUse when a task involves checking whether preprocessing or normalization was fit using evaluation 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 reviewe...Votes: 0GitHub stars: 2
- Medical Imaging Private Tag Inventory And PolicyUse when a task involves reviewing private DICOM elements that may contain identifiers or useful acquisition metadata 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 Protocol Device Mix InventoryUse when a task involves summarizing scanner, protocol, reconstruction, and site variation in an imaging 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-governan...Votes: 0GitHub stars: 2
- Medical Imaging Quality Artifact Failure MatrixUse when a task involves cataloguing image-quality conditions that can affect 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 revi...Votes: 0GitHub stars: 2
- Medical Imaging Reader Disagreement Adjudication LogUse when a task involves recording disagreement and adjudication for imaging labels without hiding uncertainty 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 Reader Model Interaction EvaluationUse when planning an approved technical evaluation of how intended readers interact with imaging-model outputs, including whether the reader workstation presents those outputs clearly to produce an evaluation plan with user and task definitions, interface, comparator, outcome measures, versioned baseline, data and human-subjects approvals, analysis, and limitations. Success means human-and-system performance and key usability, error, and comprehension signals are measured under a bounded prot...Votes: 0GitHub stars: 2
- Medical Imaging Reader Study Session Bias ControlUse when a task involves reducing order, recall, and fatigue effects in a human reader 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 reviewers fo...Votes: 0GitHub stars: 2
- Medical Imaging Reference Standard Selection PlanUse when a task involves selecting and documenting an appropriate reference standard for an imaging model study 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-governanc...Votes: 0GitHub stars: 2
- Medical Imaging Reidentification Risk AssessmentUse when a task involves assessing residual re-identification risk before sharing a de-identified imaging 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-governa...Votes: 0GitHub stars: 2
- Medical Imaging Repeat Series Duplicate Instance DetectionUse when a task involves distinguishing repeated acquisitions and duplicate DICOM instances in a research cohort 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 Report Derived Label ProvenanceUse when a task involves documenting how report text was transformed into an imaging-study 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 reviewers for...Votes: 0GitHub stars: 2
- Medical Imaging Report Text Label Extraction ValidationUse when a task involves validating an automated extraction step that maps imaging reports into research labels 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-governanc...Votes: 0GitHub stars: 2
- Medical Imaging Resampling Interpolation Impact ReviewUse when a task involves reviewing how resampling changes medical image and label geometry before 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-govern...Votes: 0GitHub stars: 2
- Medical Imaging Research Data Authorization CheckUse when a task involves confirming that a proposed imaging research task is covered by the approved data-use basis 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 Safety Event Reporting WorkflowUse when a task involves routing a possible safety-related event associated with an imaging AI 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-governance review...Votes: 0GitHub stars: 2
- Medical Imaging Scanner Stratified Performance ReportUse when a task involves reporting imaging model performance across scanner and protocol strata 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 ...Votes: 0GitHub stars: 2
- Medical Imaging Scanner Vendor Shift BaselineUse when a task involves establishing a baseline for scanner and vendor variability before comparing model results 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-govern...Votes: 0GitHub stars: 2
- Medical Imaging Segmentation Contour Continuity ReviewUse when a task involves reviewing slice-to-slice continuity and topology of an image segmentation annotation 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 Segmentation Mask Geometry QcUse when a task involves checking that segmentation masks align with their source images and coordinate space 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 Segmentation Metric Suitability ReviewUse when a task involves choosing segmentation metrics that reflect a defined technical use and structure size 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 Silent Mode Evaluation GovernanceUse when a task involves planning a non-actionable silent-mode evaluation before considering a workflow change 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 Site Specific Reference Standard ReviewUse when a task involves checking whether reference labels are constructed consistently across contributing sites 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-governa...Votes: 0GitHub stars: 2
- Medical Imaging Software Version Compatibility AuditUse when a task involves checking compatibility among imaging parsers, preprocessors, model runtimes, and interface versions 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 d...Votes: 0GitHub stars: 2
- Medical Imaging Structured Report Deidentification ScopeUse when a task involves defining de-identification coverage for DICOM structured reports linked to imaging studies 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 Study Level Inference CompletenessUse when a task involves checking that a multi-series imaging study is complete before a study-level inference result is emitted 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 Study Series Eligibility Rule ReviewUse when a task involves reviewing technical inclusion and exclusion rules used to select image series for a model 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 dat...Votes: 0GitHub stars: 2
- Medical Imaging Subgroup Definition And Support CheckUse when a task involves verifying subgroup definitions and sample support before reporting model performance 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 Subgroup Performance Uncertainty ReportUse when a task involves summarizing model performance uncertainty across prespecified patient or acquisition subgroups 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 Temporal Validation FreezeUse when a task involves freezing a time-separated evaluation cohort for a medical imaging model 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...Votes: 0GitHub stars: 2
- Medical Imaging Third Party Model Supply Chain ReviewUse when a task involves reviewing provenance and change transparency for a third-party imaging model or component 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-govern...Votes: 0GitHub stars: 2
- Medical Imaging Train Test Patient Overlap AuditUse when a task involves checking that repeated studies from the same patient do not leak across model data partitions 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 Uid Pseudonymization Map GovernanceUse when a task involves governing replacement DICOM identifiers when longitudinal linkage is approved for research 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 Uncertainty Calibration AuditUse when a task involves checking whether uncertainty estimates correspond to observed errors on a defined image cohort 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 Validation Set Tuning Exposure AuditUse when a task involves checking whether repeated model or threshold choices have overfit a validation cohort 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 Volume Axis Orientation ValidationUse when a task involves validating the axis and coordinate convention of a stored medical imaging 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 revi...Votes: 0GitHub stars: 2
- Medical Imaging Weak Label Noise CharacterizationUse when a task involves estimating uncertainty and systematic error in labels derived from weak or indirect sources 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-gove...Votes: 0GitHub stars: 2
- Medical Imaging Workflow Observation ProtocolUse when a task involves planning a non-interventional observation of an imaging workflow for engineering design 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
- Astronomy Observation Data AnalysisUse when a task involves analyzing astronomical observations with explicit coordinate frames, units, calibration, and uncertainty 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 writes or ...Votes: 0GitHub stars: 2
- Computational Chemistry WorkflowUse when a task involves designing a computational chemistry workflow with explicit molecular identity, method, solvent, and convergence assumptions 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 ...Votes: 0GitHub stars: 2
- Experimental Uncertainty Propagation BudgetUse when a task involves building an uncertainty budget for a physics measurement or derived quantity to define the target, lifecycle stage, controlling artifact, authoritative evidence, version or operating conditions, sensitivity, and approval boundary before applying the method. Separate observed facts from assumptions and model output. Verify the result with appropriate independent checks, preserve provenance, and report uncertainty and limitations. Do not perform production, financial, h...Votes: 0GitHub stars: 2
- Grover Oracle Correctness ReviewUse when a task involves checking the phase oracle and marked-state assumptions in a Grover workflow to define the target, lifecycle stage, controlling artifact, authoritative evidence, version or operating conditions, sensitivity, and approval boundary before applying the method. Separate observed facts from assumptions and model output. Verify the result with appropriate independent checks, preserve provenance, and report uncertainty and limitations. Do not perform production, financial, de...Votes: 0GitHub stars: 2
- Inverse Problem Identifiability AuditUse when a task involves checking whether observations can identify parameters in a physical inverse problem to define the target, lifecycle stage, controlling artifact, authoritative evidence, version or operating conditions, sensitivity, and approval boundary before applying the method. Separate observed facts from assumptions and model output. Verify the result with appropriate independent checks, preserve provenance, and report uncertainty and limitations. Do not perform production, finan...Votes: 0GitHub stars: 2