Skill UI

Guidance and local audit tooling for Python workflows using GeoPandas GeoSeries, GeoDataFrame, spatial operations, and vector data I/O, covering reproducible environments, CRS and antimeridian rules, correctness gates, and privacy safeguards.

Implements a robust data pipeline for handling large documents with the Grammarly API. This utility manages text chunking to comply with API character limits (max 100k), processes text in manageable segments, and aggregates multiple scoring metrics (like correctness, clarity, and tone) into a single, comprehensive report. Ideal for large-scale content analysis and data ingestion.

This guide provides a comprehensive framework for understanding the academic peer review process used at AISTATS, covering everything from OpenReview submission workflows and author-reviewer dynamics to advanced decision criteria (correctness, significance, empirical support). It helps researchers strategize their submissions and responses to maximize acceptance chances in statistics and machine learning.

This guide details the rigorous review process for papers in Mathematical Finance, covering single-blind peer review standards, from editor screening to line-by-line proof verification by referees. Learn what reviewers prioritize—methodological novelty, proof correctness, and financial applicability—to avoid common submission pitfalls and improve your chances of acceptance.

Resolve free-text scientific labels to ontology IDs and validate existing CURIEs using EBI OLS4, Bioregistry, and Identifiers.org. Supports annotating biological fields like tissue, disease, and phenotype. Ensures metadata accuracy for submissions to GEO, ENA, and BioSamples by checking obsolescence and prefix correctness.

This guide details the rigorous and multi-stage academic review process for submissions to the PODS conference. It moves beyond simple accept/reject decisions, explaining the importance of multi-cycle revisions, shepherded rounds, and the strict focus on mathematical proofs and theoretical correctness. It helps authors understand how to strategically strengthen their work for high-impact, theory-based venues.