Image classification from raw photos to reviewable results
Plan the collection, transformations, evaluation groups, and review process behind a meaningful visual classification.
Read the guide ↗INTERFACES & DISCOVERY
Pharmaceutical Imagery Neuro Browser
Explore visual research records through provenance, acquisition context, annotation, and careful separation of observation from interpretation.
TOPIC GUIDE / 06 · READ, QUESTION, EXPLORE
Preserve the experimental record
When a research workflow uses imagery, keep each visual connected to its source material and acquisition context. Record preparation, transformations, and the meaning of annotations. A cropped panel or model label may be useful for discussion but should not replace the underlying record. Do not infer clinical efficacy or safety from a visual result alone.
Review comparisons carefully
Before comparing images across conditions, ask whether preparation, capture, and processing were comparable. Document unresolved differences rather than smoothing them away with a uniform thumbnail layout. Keep reviewer judgments separate from automated labels. Our imagery guides are educational and do not offer pharmaceutical image analysis, validated assays, laboratory services, or commercial research partnerships.
Three questions to take with you
01Can the image be traced to the experimental record?
02Were comparison conditions documented?
03Are automated labels separated from reviewer judgments?
Reference for this topic: W3C provenance overview. Read the original context alongside the guide.