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Data & Analytics
Data analysis, BI, visualization, datasets, statistics, and ML workflows
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Showing 1,009–1,032 of 12,625 skills
- 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 Alert Fatigue And Priority ReviewUse when a task involves reviewing the volume, urgency, and routing of model-generated imaging alerts 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
- Patternlab Statistical Evidence Assessment Small Samples Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Pattern recognition and applied machine learning: statistical evidence assessment for small samples. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Report sample count, unit of analysis, uncertainty range, and the limits of generalizing from a small sample. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use pe...Votes: 0GitHub stars: 2
- Patternlab Statistical Evidence Assessment Dataset Shift Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Pattern recognition and applied machine learning: statistical evidence assessment for dataset shift. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Separate training and evaluation by time/source where appropriate and test for drift against the baseline distribution. Success means the owner, constraints, baseline, and acceptance signal are explic...Votes: 0GitHub stars: 2