Use when after applying the CV_ratio() filtering function to a normalized
Metabolomics research — metabolite identification, study analysis, and database searches across HMDB, MetaboLights, Metabolomics…
Build a library of metacognitive prompts targeting planning, monitoring, or evaluation for a specific task.
Analyze and improve the improvement process.
Define, apply, or review a reusable metadata-based filename standard for files, folders, inventories, archives, and generated catalogs.
Plan and implement experimental Metal neural-rendering paths with MetalFX, Metal 4 machine-learning passes, Metal tensors, and Metal…
Guide native Apple-game MetalFX integration for spatial or temporal upscaling, frame interpolation, and temporal denoising.
Use when selecting or auditing the method for a Production and Operations Management (POM) manuscript — analytical modeling (optimization…
Use when deciding whether a project is a genuine methodological contribution for the Journal of Econometrics (JoE) versus a purely applied…
Use when choosing and defending the method for a Management Science (INFORMS) manuscript — selecting an analytical modeling approach…
Use when choosing and designing the evidence for a Journal of Public Policy & Marketing (JPP&M) manuscript — experiments with…
Use when the empirical/analytical approach is the bottleneck for a Marketing Science manuscript — choosing among structural econometrics…
Use when matching the method and identification to the operations problem for a Manufacturing & Service Operations Management (M&SOM)…
Use when choosing and justifying the research design for an Organization Studies (OS) manuscript — qualitative/ethnographic, process…
Use when research design, identification, or measurement is the bottleneck for a Research Policy (RP) manuscript — choosing and defending…
Compute epigenetic age from DNA methylation arrays using PyAging clocks from GEO accessions or local files.
Define UX metrics and KPIs that connect design decisions to measurable outcomes.
Build a metrics framework for any product, team, or business.
Generate a YouTube/video description for a Metro Church (Philadelphia) sermon from a raw sermon transcript.
Generate sermon title options for Metro Church (Philadelphia) videos, in Metro's established title format.
Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/.