Create new file

app.py

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+import gradio as gr
+
+def ner(text):
+    api = gr.Interface.load("ugaray96/biobert_ncbi_disease_ner", src='models')
+    spans = api(text)
+    replaced_spans = [(key, None) if value=='No Disease' else (key, value) for (key, value) in spans]
+    return replaced_spans
+
+interface = gr.Interface(ner, inputs=gr.Textbox(label="Input", value="Patient is 50 yo M experienced a right bundle branch block (RBBB) yet tests for arrythmia found no results and heart health.  Top goals."), outputs="highlightedtext")
+
+interface.launch()