predictive-persona-performance
Predict persona performance in specific task contexts.
Predict persona performance in specific task contexts.
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare datasets (MIMIC-III/IV, eICU, OMOP), or implementing deep learning models for healthcare applications (RETAIN, SafeDrug, Transformer, GNN).
Brutal technical white paper editor that performs merciless review with research-backed validation. Use when reviewing, editing, or improving white papers, technical documents, research papers, or any document requiring rigorous technical scrutiny. Triggers on requests to review white papers, validate citations, check technical accuracy, perform gap analysis, or score document quality.
Reference skill for Splatoon ability families, AP rungs, token constraints, and domain rules for mechinterp experiments
Comprehensive pre-submission review orchestrator. Coordinates methodology checks, bias detection, AI text detection, statistical validation, and reporting guideline compliance for journal submissions.
Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.
Alliance Memory MPN encoding patterns, suffix decoding, and handler guidance. Use when working with Alliance Memory SRAM, DRAM, or Flash components.
Use when working with logic IC similarity calculations - comparing 74xx series, CD4000 CMOS, technology families (LS, HC, HCT), function groups (NAND, NOR, flip-flops), or logic IC-specific similarity logic.
Use when working with transistor similarity calculations - comparing BJT MPNs, understanding NPN/PNP polarity matching, equivalent groups like 2N2222/PN2222, or transistor-specific similarity logic.
Hydrodynamic analysis using BEM, RAOs, added mass, damping, and wave loads for offshore structures
Use when working with memory IC similarity calculations - comparing EEPROM/Flash MPNs, understanding I2C/SPI interface matching, equivalent groups across manufacturers, or memory-specific similarity logic.
Use when working with ReLie in REDUCE (including inside Docker) to compute Lie group symmetries of differential equations, handle conditional/contact/variational/approximate symmetries or equivalence transformations, or interpret ReLie outputs and Lie algebra utilities.
ADR知見の体系的参照・適用。主要ADR抜粋(ADR_010, 013, 016, 019, 020, 021)・ADR検索・参照方法・技術決定パターン集・ADR作成判断基準。Phase C以降の技術決定時に使用。
Use this skill when troubleshooting OpenStudio or EnergyPlus energy models that fail to simulate, have geometry errors (intersecting surfaces, non-planar surfaces, story organization issues), need HVAC validation against Engineer of Record specifications, require LEED Appendix G baseline generation, or need systematic diagnostics for complex commercial building models. Handles model triage, geometry rebuild decisions, EOR specification mapping, and quality assurance for LEED compliance.