@Aperivue
Aperivue
- Skills
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Top skills by Aperivue
Aperivue
Medsci Skills
Aperivueacademic-aio
Use when a medical AI paper should be found and cited by AI search engines and RAG tools. Optimizes the title, abstract, summary box (Key Points, Research in Context), keywords, preprint…
Aperivue
Medsci Skills
Aperivueanalyze-stats
Use when data needs statistical analysis. Runs reproducible Python/R code for Table 1, diagnostic accuracy, agreement, regression, survival, propensity score, survey-weighted and…
Aperivue
Medsci Skills
Aperivueauthor-strategy
Use when analyzing a researcher's publication record from PubMed. Fetches an author's papers, classifies study types and author position, charts the patterns and writes a strategy report…
Aperivue
Medsci Skills
Aperivuecalc-sample-size
Use when planning how many patients or cases a study needs before data collection (power analysis, IRB justification). Walks a decision tree to the right test and returns reproducible…
Aperivue
Medsci Skills
Aperivuecheck-reporting
Use when auditing a manuscript item by item against a reporting guideline or risk-of-bias tool. Covers 49 reporting guidelines and risk-of-bias tools (STROBE, CONSORT, STARD, TRIPOD+AI…
Aperivue
Medsci Skills
Aperivueclean-data
Use when a clinical CSV/Excel dataset needs profiling and cleaning before analysis (missing values, outliers, duplicates, type mismatches). Profiles, flags and generates cleaning code in…
Aperivue
Medsci Skills
Aperivuedeidentify
Use when clinical data may contain PHI and must be de-identified before any LLM-assisted analysis. A local Python script (no network or AI calls) detects identifiers with regex and…
Aperivue
Medsci Skills
Aperivuedesign-ai-benchmarking
Use when designing a study that benchmarks AI systems against a human-expert panel, before data collection. Plans the arms, decoupled rubrics with anchors, planted calibration probes…
Aperivue
Medsci Skills
Aperivuedesign-study
Use when checking a radiology or medical AI study design before drafting or submission. Reviews the analysis unit, cohort logic, leakage risks, comparator, validation strategy and…
Aperivue
Medsci Skills
Aperivuefill-icmje-coi
Use when each author needs an ICMJE Conflict of Interest disclosure form (coi_disclosure.docx) for submission. Clones a pre-filled synthetic seed with every item marked None and replaces…
Aperivue
Medsci Skills
Aperivuefill-protocol
Use when an institutional Word form (.doc/.docx IRB protocol, ethics application, grant template) must be filled without breaking its styles, tables, fonts or page layout. Renders content…
Aperivue
Medsci Skills
Aperivuefind-cohort-gap
Use when looking for research topics a longitudinal cohort database can answer (NHIS, UK Biobank, an institutional EMR or registry). Profiles the cohort, matches PI expertise, scans…
Aperivue
Medsci Skills
Aperivuefind-journal
Use when choosing where to submit a manuscript. Matches the abstract against curated journal profiles and returns ranked picks with scope fit, AI-disclosure policy, an acceptance-readiness…
Aperivue
Medsci Skills
Aperivuefulltext-retrieval
Use when you need full-text PDFs for a list of DOIs, such as a meta-analysis screening set. Batch-downloads open-access copies via Unpaywall, PMC, OpenAlex and Crossref, lists paywalled…
Aperivue
Medsci Skills
Aperivuehumanize
Use when a manuscript or response-to-reviewers letter reads as AI-written. Scans for 27 AI writing patterns and rewrites flagged passages, preserving technical accuracy and bounding how…
Aperivue
Medsci Skills
Aperivueimaging-data
Use when preparing a medical-imaging dataset (DICOM/NIfTI) for modelling. Profiles spacing, orientation, intensity, label integrity, foreground fraction and target volume, gates them…
Aperivue
Medsci Skills
Aperivuelit-sync
Use when references in a .bib file (often from /search-lit) should land in Zotero and Obsidian. Syncs them to the Zotero library, writes Obsidian literature notes and extracts cross-cutting…
Aperivue
Medsci Skills
Aperivuema-scout
Use when looking for a meta-analysis topic before any protocol exists. Starts from a professor's publication profile or from a clinical question, finds gaps, assesses feasibility and…
Aperivue
Medsci Skills
Aperivuemake-figures
Use when a paper needs publication-ready figures or a visual abstract. Makes ROC, forest, calibration, Kaplan-Meier and Bland-Altman plots, CONSORT/STARD/PRISMA flow diagrams, confusion…
Aperivue
Medsci Skills
Aperivuemanage-project
Use when managing a manuscript project over time. Scaffolds the project structure, tracks writing progress across phases, maintains project memory files, and generates submission checklists…
Aperivue
Medsci Skills
Aperivueadd-journal
Use when a target journal has no profile yet. Reads the journal's author guidelines and writes a detailed /write-paper profile plus a compact /find-journal profile, public or user-local…
Aperivue
Medsci Skills
Aperivuecontribute
Use when sending local changes back to the project (an added journal profile, a fixed checklist item, an adapted skill) or reporting a false positive or bug. Finds what changed, scans it…
Aperivue
Medsci Skills
Aperivuecross-national
Use when comparing an exposure-outcome association across countries with parallel national surveys (KNHANES, NHANES, CHNS). Harmonizes variables, runs parallel weighted analyses and builds…
Aperivue
Medsci Skills
Aperivuedefine-variables
Use when exposure, outcome, covariate or eligibility definitions and cutoffs need a citable basis before the protocol. Reads the data dictionary first, then maps each variable to a…
Aperivue
Medsci Skills
Aperivuegenerate-codebook
Use when a tabular dataset (CSV, Excel, Parquet, Stata, SAS) needs a data dictionary. Profiles every variable (type, levels, range, missingness) into codebook.md and codebook.json and flags…
Aperivue
Medsci Skills
Aperivueintake-project
Use when starting or inheriting a radiology research project and need to know what it is. Classifies the project type, summarizes its current state, lists missing inputs, recommends next…
Aperivue
Medsci Skills
Aperivuebatch-cohort
Use when one validated cohort analysis must be repeated across many exposure/outcome pairs. Generates one R/Python script per combination from a single methodology template, changing only…
Aperivue
Medsci Skills
Aperivuegrant-builder
Use when drafting a grant or challenge proposal for a radiology or medical AI project, including a Korean government industry-academia plan. Structures significance, innovation, approach…
Aperivue
Medsci Skills
Aperivuearchitecture-zoo
Renamed to /model-selection in v6 (removed in v7).
Aperivue
Medsci Skills
Aperivueexplainability
Renamed to /model-assessment in v6 (removed in v7).