OpenAlex Author Name Disambiguation V3 Data - Disambiguation Model

<p>5 Separate files used in the OpenAlex (https://openalex.org) V3 Author Name Disambiguation Model Creation:</p> <ol> <li>ORCID_hard_negative_pairs: Pairs of ORCIDs where either the full name, family name, or given name are a match and would therefore be more difficult to disambiguate.</li> <li>Disambiguator_all_possible_training_data: Dataset created which contains all possible features for modeling and all possible samples of data. Eventually, this was split into train/val/test and also processed more to create a better balance of positive to negative samples for our purposes.</li> <li>Disambiguator_final_train_data: Final data which the disambiguator was trained on.</li> <li>Disambiguator_final_val_data: Data which was used to test the model during training to optimize the features/hyperparameters chosen.</li> <li>Disambiguator_final_test_data: Final dataset which gave model performance indication after all hyperparameters were tuned and features were chosen.</li> </ol> <p>More details can be found at&nbsp;https://github.com/ourresearch/openalex-name-disambiguation</p>