Update app.py

app.py

@@ -4,14 +4,14 @@ from graphviz import Digraph
 
 st.markdown("""
 # Goals of Cognitive AI with Human Feedback (CAHF):
-    1. Use Models to predict outcomes
-    2. Use AI to predict conditions, disease, and flavors of AI with explainability.
-    3. Cognitive AI - Mimic how humans reason through decision making processes.
-    4. Reasoning cycles - "Recommended for You" reasoners - what type of person, classification of users, recommend what products
-    5. High Acuity Reasoners - Only make decisions on rules of what it can and cannot do within human feedback guidelines.
-        -Emphasis on explainability, transparency, removing administrative burden and protocolize what staff is doing.
-        -Vetted by SME's, adding value of judgement and training to pick up skills from human feedback.
-        -Alerts, Recommended Actions, and Clinical Terminology per entity including LOINC, SNOMED, ICD10, Drug Codes, HCPCS and CPT codes,
+    1. Use Models to predict **outcomes**
+    2. Use AI to predict **conditions, disease, opportunities** using flavors of AI with **explainability**.
+    3. **Cognitive AI** - Mimics how humans reason through decision making processes.
+    4. **Reasoning cycles** - "Recommended for You" reasoners - what type of person, classification of users, recommend what products
+    5. **High Acuity Reasoners** - Only make decisions on rules of **what it can and cannot do within human feedback** guidelines.
+        -Emphasis on **explainability, transparency, removing administrative burden** and **protocolize** what staff is doing.
+        -Vetted by SME's, adding value of **judgement and training** to pick up **skills from human feedback**.
+        -**Alerts, Recommended Actions, and Clinical Terminology** per entity including LOINC, SNOMED, ICD10, RXNORM. SMILES, HCPCS and CPT codes,
     6. Non static multi agent cognitive approach - real time series - factors predictive of outcome.
     7. Cognitive models take form of Ontology - for some type of computable set - relationships stored in Ontology can be ingested by reasoner
         -Use models of world to build predictions and recommendations with answers that are cumulative with information we know
@@ -20,39 +20,39 @@ st.markdown("""
 
 st.markdown("""
 # 📚 Clinical Terminology and Ontologies for Medications and Conditions for Behavioral Health
-1. 1️⃣ National Library of Medicine's RxNorm:
+1. 1️⃣ National Library of Medicine's **RxNorm**:
     - Standardized nomenclature for clinical drugs developed by NLM
     - Provides links between drug names and related information such as ingredients, strengths, and dosages
-    - Data type: controlled vocabulary
-    - Access through NLM's RxNorm website: https://www.nlm.nih.gov/research/umls/rxnorm/index.html
+    - **Data type: controlled vocabulary**
+    - Access through **NLM's RxNorm website**: https://www.nlm.nih.gov/research/umls/rxnorm/index.html
 2. 2️⃣ Centers for Medicare and Medicaid Services' Healthcare Common Procedure Coding System (HCPCS):
-    - Coding system used to identify healthcare services, procedures, and supplies
-    - Includes codes for drugs, biologicals, and other items used in medical care
-    - Data type: coding system
-    - Access through CMS website: https://www.cms.gov/Medicare/Coding/MedHCPCSGenInfo
+    - Coding system used to identify healthcare **services, procedures, and supplies**
+    - Includes **codes for drugs, biologicals, and other items** used in medical care
+    - **Data type: coding system**
+    - Access through **CMS website**: https://www.cms.gov/Medicare/Coding/MedHCPCSGenInfo
 3. 3️⃣ Unified Medical Language System (UMLS):
     - Set of files and software tools developed by NLM for integrating and mapping biomedical vocabularies
     - Includes RxNorm and other drug vocabularies, as well as other terminologies used in medicine
-    - Data type: controlled vocabulary
+    - **Data type: controlled vocabulary**
     - Access through UMLS Metathesaurus: https://www.nlm.nih.gov/research/umls/index.html
 4. 4️⃣ PubMed:
-    - Database of biomedical literature maintained by the National Center for Biotechnology Information (NCBI)
-    - Includes information about drugs, including drug names, chemical structures, and pharmacological actions
-    - Data type: bibliographic database
-    - Access through PubMed website: https://pubmed.ncbi.nlm.nih.gov/
+    - Database of **biomedical literature** maintained by the National Center for Biotechnology Information (NCBI)
+    - Includes information about **drugs, including drug names, chemical structures, and pharmacological actions**
+    - **Data type: bibliographic database**
+    - Access through **PubMed website**: https://pubmed.ncbi.nlm.nih.gov/
 5. 5️⃣ PubChem:
     - Database of chemical substances maintained by NCBI
-    - Includes information about drugs, including chemical structures, properties, and activities
-    - Data type: chemical database
-    - Access through PubChem website: https://pubchem.ncbi.nlm.nih.gov/
+    - Includes information about drugs, including **chemical structures, properties, and activities**
+    - **Data type: chemical database**
+    - Access through **PubChem website**: https://pubchem.ncbi.nlm.nih.gov/
 6. 6️⃣ Behavioral Health Code Terminology Sets:
     - Code terminology sets specific to behavioral health
-    - Includes DSM published by American Psychiatric Association, ICD published by World Health Organization, and CPT published by American Medical Association
-    - Data type: coding system
-    - Access through respective organizations' websites:
-        1. DSM: https://www.psychiatry.org/psychiatrists/practice/dsm
-        2. ICD: https://www.who.int/standards/classifications/classification-of-diseases
-        3. CPT: https://www.ama-assn.org/practice-management/cpt/current-procedural-terminology-cpt
+    - Includes **DSM** published by American Psychiatric Association, **ICD** published by World Health Organization, and **CPT** published by American Medical Association
+    - **Data type: coding system**
+    - Access through respective **organizations' websites**:
+        1. [DSM](https://www.psychiatry.org/psychiatrists/practice/dsm)
+        2. [ICD](https://www.who.int/standards/classifications/classification-of-diseases)
+        3. [CPT](https://www.ama-assn.org/practice-management/cpt/current-procedural-terminology-cpt)
 """)
 
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