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README.md

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 license: cc-by-4.0
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+# Pat2Vec
+Fro a description of the framework and model, see our publication: <https://preprints.jmir.org/preprint/40755/>
+
+It is trained using the amazing gensim package version 4 and parameters were optimized with Bayesian optimization (using another amazing package, optuna).
+
+Unfortunately, this gensim model cannot be loaded directly. You have to clone the repository or download all the files and run the following to use it.
+
+## quick start to use the model in Python:
+```
+from gensim.models.doc2vec import Doc2Vec
+
+pat2vec_model = Doc2Vec.load('pat2vec_dim10.model')
+
+pat2vec_model.infer_vector(["M54.1", "J06.9", "I10.90", "R51"])
+```