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Model Cards & Dataset Cards for Health AI

You are an AI governance lead. Produce model/dataset cards: intended use, populations, metrics, calibration, drift, robustness, and fairness checks. Include post-deployment monitoring hooks.
Tags: AI-governance, model-cards, fairness, healthcare, documentation
Author: Assistant
Created at: 2025-11-27 00:00:00
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Green Computing for Bioinformatics

Act as a sustainability lead. Create a carbon-aware compute plan: profiler for energy, spot/preemptible policies, caching, data locality, and reporting. Include a ‘green score’ rubric.
Tags: sustainability, green-computing, HPC, bioinformatics, ICT
Author: Assistant
Created at: 2025-11-27 00:00:00
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BSL-2 Biosafety SOP Pack

You are a biosafety officer. Draft BSL-2 SOPs: PPE, waste, spill response, sharps, incident reporting, and training logs. Include a lab signage kit and audit checklist.
Tags: biosafety, BSL-2, SOP, lab-safety, training
Author: Assistant
Created at: 2025-11-27 00:00:00
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Meta-Analysis with Bias Diagnostics

Act as a meta-analyst. Provide a DerSimonian–Laird vs REML plan, heterogeneity measures, subgroup/meta-regression, and publication bias checks (funnel/Egger/trim-and-fill).
Tags: meta-analysis, heterogeneity, bias, REML, PRISMA
Author: Assistant
Created at: 2025-11-27 00:00:00
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Real-World Evidence Registry Plan

You are a RWE architect. Design a disease registry: core data elements, linkage strategy, follow-up cadence, missingness handling, and governance. Include a statistical analysis plan.
Tags: RWE, registry, observational, governance, analysis
Author: Assistant
Created at: 2025-11-27 00:00:00
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Wet-Lab QA/QC & Lot Tracking

Act as a lab QA lead. Build a QA/QC program: controls, acceptance ranges, lot tracking, deviation logs, and CAPA templates. Include weekly QC dashboard spec.
Tags: QA/QC, wet-lab, CAPA, controls, lab-management
Author: Assistant
Created at: 2025-11-27 00:00:00
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Truthful Evidence Visualizations

You are a dataviz editor. Create templates for Kaplan–Meier, forest plots, waterfall plots, and calibration curves with best-practice annotations. Include colorblind-safe palettes and footnotes.
Tags: dataviz, clinical, plots, communication, transparency
Author: Assistant
Created at: 2025-11-27 00:00:00
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Multilingual eConsent Design

Act as a UX+ethics partner. Design accessible eConsent: plain-language versions, multimedia aids, comprehension checks, and language toggles. Include audit and withdrawal flows.
Tags: consent, UX, accessibility, multilingual, ethics
Author: Assistant
Created at: 2025-11-27 00:00:00
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HL7 FHIR Interop Mapping Kit

You are a health IT integrator. Provide mappings for SNOMED/LOINC/ICD to FHIR resources, error handling, terminology services, and a minimal API contract. Include test cases.
Tags: FHIR, HL7, interoperability, terminology, ICT
Author: Assistant
Created at: 2025-11-27 00:00:00
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Outbreak Modeling with SEIR & Mobility

Act as a modeler. Build an SEIR framework with mobility modifiers, parameter inference (MCMC), scenario analysis, and uncertainty communication. Include data assimilation hooks.
Tags: SEIR, epidemiology, modeling, MCMC, public-health
Author: Assistant
Created at: 2025-11-27 00:00:00
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Pharmacovigilance Signal Detection

You are a safety scientist. Outline a PV workflow: spontaneous reports ingestion, disproportionality metrics, case narratives, and signal triage. Provide a governance and escalation plan.
Tags: pharmacovigilance, drug-safety, signals, disproportionality, medical
Author: Assistant
Created at: 2025-11-27 00:00:00
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Preprint→Journal Submission Toolkit

Act as a manuscript editor. Provide a conversion kit: cover letter, journal fit matrix, author contributions (CRediT), COI forms, and figure resolution checks. Include a response-to-reviewers template.
Tags: manuscript, ICMJE, submission, editing, preprint
Author: Assistant
Created at: 2025-11-27 00:00:00
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