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README.md

@@ -24,7 +24,7 @@ configs:
 default_config_name: sample_notes
 ---
 
-> **This is a public sample of the SHIELD dataset.** It contains a small subset of the data for exploring the schema and building your pipeline. For the **full dataset**, see [shc-research-tech/shield](https://huggingface.co/datasets/shc-research-tech/shield) (requires access approval).
+> **This is a public sample of the SHIELD dataset.** It contains a small subset of the data for exploring the schema and building your pipeline. For the **full dataset**, see [tds-research-tech/shield](https://huggingface.co/datasets/tds-research-tech/shield) (requires access approval).
 
 # SHIELD
 
@@ -33,7 +33,7 @@ SHIELD is a dataset of clinical text with PHI (Protected Health Information) spa
 ## Quickstart
 
 1. This **public sample** is available without access approval — use it to explore the schema and build your pipeline
-2. To access the **full dataset**, complete the [access request process](#access-requirements) at [shc-research-tech/shield](https://huggingface.co/datasets/shc-research-tech/shield)
+2. To access the **full dataset**, complete the [access request process](#access-requirements) at [tds-research-tech/shield](https://huggingface.co/datasets/tds-research-tech/shield)
 
 ## Dataset Structure
 
@@ -77,8 +77,8 @@ SHIELD is a dataset of clinical text with PHI (Protected Health Information) spa
 from datasets import load_dataset
 
 # Public sample (no access request needed)
-sample_notes = load_dataset("shc-research-tech/shield-sample", "sample_notes")
-sample_spans = load_dataset("shc-research-tech/shield-sample", "sample_spans")
+sample_notes = load_dataset("tds-research-tech/shield-sample", "sample_notes")
+sample_spans = load_dataset("tds-research-tech/shield-sample", "sample_spans")
 ```
 
 ### Loading the full dataset (requires access)
@@ -87,8 +87,8 @@ sample_spans = load_dataset("shc-research-tech/shield-sample", "sample_spans")
 from datasets import load_dataset
 
 # Full dataset (requires approved access)
-full_notes = load_dataset("shc-research-tech/shield", "full_notes")
-full_spans = load_dataset("shc-research-tech/shield", "full_spans")
+full_notes = load_dataset("tds-research-tech/shield", "full_notes")
+full_spans = load_dataset("tds-research-tech/shield", "full_spans")
 ```
 
 ---
@@ -105,7 +105,7 @@ Before applying, make sure you have the following:
 
 The access request process has six steps:
 
-1. **Request Access on Hugging Face** — Go to [shc-research-tech/shield](https://huggingface.co/datasets/shc-research-tech/shield) and click "Request Access" to register your Hugging Face account.
+1. **Request Access on Hugging Face** — Go to [tds-research-tech/shield](https://huggingface.co/datasets/tds-research-tech/shield) and click "Request Access" to register your Hugging Face account.
 2. **Complete CITI Training** — If you haven't already, complete the [CITI "Data or Specimens Only Research" course](https://physionet.org/about/citi-course/) and download your completion certificate.
 3. **Submit Access Request on REDCap** — Complete our [REDCap verification form](https://redcap.stanford.edu/surveys/?s=LJ77HAA3HXRLTFEP). Provide your name, institution, role, Hugging Face username, intended use, and upload your CITI completion certificate.
 4. **Sign the Data Use Agreement** — Read and electronically sign the DUA. You will be automatically redirected after step 3.