Profile Imaging
Aperivue/medsci-skillsProfile a medical-imaging dataset before any modelling decision is made — the acquisition grid, voxel spacing and orientation spread, the intensity domain, which label values are actually present, how much of the volume the target occupies, and how large the target is in millilitres — then gate that profile against the researcher's declared plan. Catches, at the point where it is still cheap, the dataset facts that otherwise surface after a training run: a "test set" that carries no ground truth, labels whose grid does not match their image, a stray label index, a target occupying a fraction o...
At a glance
/plugin marketplace add Aperivue/medsci-skills
/plugin install profile-imaging
Setup, runtime and requirements describe Aperivue/medsci-skills, the repo this skill ships in.
Also in Aperivue/medsci-skills
View the repoMedical AI paper optimization for AI search engines (Perplexity, ChatGPT web, Elicit, Consensus, SciSpace) and RAG-based literature tools. A...
Add a new journal to the MedSci Skills profile database. Extracts metadata from author guidelines, generates write-paper (detailed) and find...
Statistical analysis for medical research papers. Generates reproducible Python/R code with publication-ready tables and figures. Supports d...
Choose a model architecture for a medical-imaging research question before scaffolding. Maps the task (classification, segmentation, detecti...
PubMed author profile analysis. Author name → PubMed fetch → study-type classification → visualization → strategy report → optional trajecto...
Generate N analysis scripts from a single methodology template × multiple exposure/outcome combinations. The "80-person team" pattern — same...
Interactive sample size calculator for medical research. Decision-tree guided test selection, reproducible R/Python code, effect size interp...
Check manuscript compliance with medical research reporting guidelines. Supports 49 guidelines including STROBE, STROBE-MR, RECORD, REMARK (...
Interactive data profiling and cleaning assistant for medical research. Three-stage workflow (profile, flag, code-generate) with user approv...
Offer your local changes back to the project — a journal profile you added, a checklist item you fixed, a skill you adapted to your departme...
End-to-end cross-national comparison study using KNHANES + NHANES + CHNS (or other parallel surveys). Variable harmonization, parallel weigh...
Literature-grounded variable operationalization for observational research. Turns a data dictionary + research question into a citation-back...