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auditing-subgroup-fairness
Audit an OpenMed NER or de-identification model for performance disparities across demographic subgroups (sex, age band, race/ethnicity when available) using openmed.eval.fairness_report. Use when the user wants per-subgroup recall and leakage, wants to check whether de-identification under-protects a group, wants to surface a documentation gap where subgro…
tooluniverse-pharmacogenomics
Pharmacogenomics (PGx) research — drug-gene interactions (CPIC, PharmGKB), CPIC dosing guidelines, variant-drug-response associations, ethnic-allele-frequency considerations, and metabolizer-status scoring. Use for PGx-informed dosing recommendations, CYP/HLA pharmacogenomic allele interpretation, and clinically-actionable PGx report generation.
tooluniverse-pharmacogenomics
Pharmacogenomics (PGx) research — drug-gene interactions (CPIC, PharmGKB), CPIC dosing guidelines, variant-drug-response associations, ethnic-allele-frequency considerations, and metabolizer-status scoring. Use for PGx-informed dosing recommendations, CYP/HLA pharmacogenomic allele interpretation, and clinically-actionable PGx report generation.
cpra-sensitive-pi
CPRA §1798.121 sensitive personal information restrictions and compliance. Covers all 9 sensitive PI categories including SSN, precise geolocation, racial/ethnic origin, biometric, genetic, health, and sex life data. Right to limit use/disclosure, permitted purposes, and implementation.
ai-fabric-pattern
Design textile and fabric patterns using each::sense AI. Create seamless repeating patterns for fashion, upholstery, wallpaper, and packaging. Supports florals, geometrics, abstract, ethnic, animal print, and custom motifs. Use for: textile design, fabric printing, surface pattern, wallpaper design, packaging patterns, fashion prints. Triggers: fabric patte…
ai-fashion-model
Generate AI fashion model imagery using each::sense AI. Create photorealistic virtual models wearing garments for lookbooks, catalogs, and e-commerce. Supports diverse body types, ethnicities, poses, and studio or outdoor settings. Use for: fashion lookbooks, catalog photography, e-commerce product pages, social media campaigns, editorial spreads. Triggers:…
bias-gate
Enforce race, ethnicity, or religion-based exclusion rules in applicant screening, tenant approvals, and customer access workflows.
education-data-source-saipe
SAIPE — annual Census poverty estimates for school districts (Portal; county/state not in Portal). Use for district poverty, Title I context, or trends. ~18-month lag. No race/ethnicity disaggregation at district level — use ACS 5-year for that.
identity-preserved-neon-cyber-portrait-prompt
This prompt instructs the model to generate a highly realistic, identity-preserving vertical cinematic portrait of the provided subject, keeping facial proportions, age, skin tone, ethnicity, and any hair or head covering exactly unchanged while avoiding beautification or retouching. It places the subject in a neon-lit, rainy cyber street scene inspired by …
journal-of-chengdu-sport-university
Use when targeting 《成都体育学院学报》(Journal of Chengdu Sport University) — a CSSCI comprehensive sport-science journal hosted by Chengdu Sport University, distinctively strong in sport history, ethnic traditional sport, martial arts, traditional health-preservation (养生) and sport culture, alongside general sport science. Best for historically/culturally grounded …
minimal-studio-denim-portrait
This prompt instructs an image-generation model to create a photorealistic vertical studio fashion portrait that uses the provided photo as the definitive reference for the subject’s exact identity and ethnicity, while changing the scene to a clean minimalist studio setting. It specifies wardrobe, barefoot styling, natural makeup, a relaxed seated floor pos…
noir-elegance-vintage-portrait
This prompt instructs an image generator to produce a photorealistic, black-and-white, shoulders-up vintage studio portrait in a 1940s film-noir aesthetic, using provided variables (gender, ethnicity, hair, accessories, expression) to shape the subject’s appearance and mood. It specifies close-up framing, soft diffused key lighting with strong light–shadow …
old-portrait-photo-restoration-prompt
This prompt instructs the AI to restore an old portrait photograph by repairing physical damage and improving clarity while preserving the subject’s authentic appearance and the photo’s historical mood. It uses the provided ethnicity/nationality, age, gender, and chosen restoration type (color or black-and-white) to guide accurate, natural-looking enhanceme…
universal-character-creator
This prompt guides an AI image model to generate a hyper-realistic, cinematic studio portrait of a human character using user-specified traits (e.g., nationality/ethnicity, gender identity, age, framing, expression, and outfit), producing a natural, professionally lit casting-photo look. It enforces a softly lit warm off-white background, centered compositi…
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