updated README

README.md

@@ -1,4 +1,26 @@
 # BERT-based deidentification model
 
-This repo contains model weights trained on the I2B2 dataset.
-See [OBI EHR deidentification] (https://github.com/obi-ds/ehr_deidentification) for more details and how to get started.
+This repo contains model weights trained on the I2B2 dataset. Note that the hosted inference API uses a different tokenizer than what we developed for this task.
+Please see [OBI EHR deidentification](https://github.com/obi-ds/ehr_deidentification) for more details and how to get started.
+
+
+
+---
+language:
+  - en
+thumbnail: "https://www.onebraveidea.org/wp-content/uploads/2019/07/OBI-Logo-Website.png"
+tags:
+- deidentification
+- medical notes
+license: "any valid license identifier"
+datasets:
+- I2B2
+metrics:
+- F1
+- Recall
+- AUC
+widget:
+- text: "Physician Discharge Summary Admit date: 10/12/1982 Discharge date: 10/22/1982 Patient Information Jack Smith, 54 y.o. male (DOB = 1/21/1928)."
+- text: "Home Address: 123 Park Drive, San Diego, CA, 03245. Home Phone: 202-555-0199 (home)."
+- text: "Hospital Care Team Service: Orthopedics Inpatient Attending: Roger C Kelly, MD Attending phys phone: (634)743-5135 Discharge Unit: HCS843 Primary Care Physician: Hassan V Kim, MD 512-832-5025."
+---