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Jupyter Notebooks

Analysing ITO

/global-dynamics: Analyses and visualizations for the "Mapping global dynamics of benchmark creation and saturation in artificial intelligence" manuscript.

/descriptive_statistics_v0.92: Generate basic descriptive statistics of the ontology and knowledge graph

/adriano_trajectories_notebooks: Analyses of benchmark dynamics and AI performance trajectories

Related analyses

/AI_datasets_and_benchmarks: Analyses of a large, manually curated dataset of medical AI datasets and benchmarks, mapped to ITO classes

/clinical_benchmarks: Analyses for the paper 'Datasets driving Artificial Intelligence development fail to capture real-life needs of medical professionals'

Updating ITO

/papers_with_code_export: Code for updating ITO with new data from Papers With Code (newly created classes and properties are flagged for manual curation)

Exporting ITO

/JSON-export-of-terminology-hierarchies: Light-weight JSON export of AI process hierarchy and performance hierarchy (part of main distribution)

/performance_metrics_json_export: Export of the curated AI performance metric hierarchy (legacy)

/NLP_task_hierarchy_json_export: Example of a selective export of parts of the ITO class hiearchy to JSON (legacy)