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---
title: README
emoji: 👁
colorFrom: indigo
colorTo: purple
sdk: static
pinned: false
---

## FHIR - CT - Graph

# FHIR:
https://huggingface.co/spaces/awacke1/Clinical-Terminology-FHIR-Assessment
https://huggingface.co/spaces/awacke1/SMART-FHIR-Assessment-Observation-SDKs
https://huggingface.co/spaces/awacke1/SMART-FHIR-Kits-SDC-HL7
https://huggingface.co/spaces/awacke1/SMART-FHIR-Assessment-Blood-Pressure
https://huggingface.co/spaces/awacke1/SMART-FHIR-Assessment-Exercise

# Clinical Terminology:
https://huggingface.co/spaces/awacke1/Ontology-Gradio
https://huggingface.co/spaces/awacke1/Biomed-NLP-AI-Clinical-Terminology
https://huggingface.co/spaces/awacke1/ClinicalTerminologyNER-Refactored
https://huggingface.co/spaces/awacke1/ClinicalTerminologyAISearch
https://huggingface.co/spaces/awacke1/ClinicalTerminologyAISearch1215

# Graph, Clinical Terminology, FHIR Apps and Services:
https://huggingface.co/spaces/awacke1/Git-GPG-Git-Actions-01-GraphViz
https://huggingface.co/spaces/awacke1/Dice-Roll-Treemap-Plotly
https://huggingface.co/spaces/awacke1/GraphVis3
https://huggingface.co/spaces/awacke1/GraphViz-Demo
https://huggingface.co/spaces/awacke1/StreamlitGraphViz
https://huggingface.co/spaces/awacke1/CardGameActivity-GraphViz

# CP Matplotlib, NetworkX, Streamlit, PyVis, st-click0detector, graphviz:
https://huggingface.co/spaces/awacke1/CPVisGraph

# OMS and LOCUS:
https://huggingface.co/spaces/awacke1/NLPGraphOMSandLOCUS

# Technical Architecture - Open Source Graph ML Libraries:
NetworkX: https://networkx.org/
PyTorch GNN: https://github.com/microsoft/ptgnn
Jraph: https://github.com/deepmind/jraph
Spektral: https://graphneural.network/
Graph Nets: https://github.com/deepmind/graph_nets
Deep Graph Library (DGL): https://github.com/dmlc
PyTorch Geometric: https://github.com/pyg-team/pytorch_geometric

# Provider Graph - Maps of Hospitals

https://huggingface.co/spaces/awacke1/MN.Map.Hospitals.Top.Five
![image](https://user-images.githubusercontent.com/30595158/226150906-65fcdb27-b234-4500-8cd8-c6b88d1afa05.png)



# MediaPipe
### A cross language SDK for AI that is real time, 3d, camera responsive, and on any device for nearly any language
#### Vision
#### Natural Language
#### Audio

Mediapipe has fast and flexible AI/ML pipelines.
Examples with Javascript Links!

1. Image Classifier: https://mediapipe-studio.webapps.google.com/demo/image_classifier
2. Object Detector: https://mediapipe-studio.webapps.google.com/demo/object_detector
3. Text Classification: https://mediapipe-studio.webapps.google.com/demo/text_classifier
4. Gesture Recognizer: https://mediapipe-studio.webapps.google.com/demo/gesture_recognizer
5. Hand Landmark Detection: https://mediapipe-studio.webapps.google.com/demo/hand_landmarker
6. Audio Classifier: https://mediapipe-studio.webapps.google.com/demo/audio_classifier


Get started with just Javascript!!
Getting Started: https://google.github.io/mediapipe/getting_started/javascript.html

Javascript Solutions - Ready to Demo:
1. Face Mesh: https://codepen.io/mediapipe/full/KKgVaPJ
2. Face Detection: https://codepen.io/mediapipe/full/dyOzvZM
3. Hands: https://codepen.io/mediapipe/full/RwGWYJw
4. Face, Hands, Body: https://codepen.io/mediapipe/full/LYRRYEw
5. Objectron: https://codepen.io/mediapipe/full/BaWvzdY
6. Full Skeletal Pose: https://codepen.io/mediapipe/full/jOMbvxw
7. Self Segmentation From Background: https://codepen.io/mediapipe/full/wvJyQpq




# Mermaid Model for Core NLP Tasks:

```mermaid
graph LR;
    A[Reader]-->B[Classifier];
    A-->C[Retriever];
    A-->D[Summarizer];
    B-->E[Ranker];
    B-->F[Query Classifier];
    D-->G[Generator];
    F-->H[Question Generator];
    H-->G;
    I[File Converter]-->J[Preprocessor];
    J-->A;
    I-->C;
    K[Snowflake]-->B;
    L[Oracle]-->B;
    M[Pandas CSV]-->A;
    N[Index]-->C;
    N-->E;
    O[Query with Filters]-->F;
    P[Evaluation]-->E;
    P-->F;
    Q[Retraining]-->B;
    Q-->E;
    R[Annotation]-->B;
```

# Core NLP Task Model for QA

Tasks:
1. Reader
2. Summarizer
3. Classifier
4. Retriever
5. Ranker
6. Query Classifier
7. Question Generator
8. Generator

Connectors:
1. File Converter
2. Preprocessor
3. Snowflake
4. Oracle
5. Pandas CSV

Supported Workflow:
1. Index
2. Query with Filters
3. Evaluation
4. Retraining
5. Annotation


Assess Topic| Assess Metric | Code Emoji | Code Topic | Code Type  |  Code	
------------|---------------|------------|------------|------------|-----------
Childhood Immunization| % of children immunized by age two |🧒💉 | Clinical Code| ICD10 | Z28.2
Breast Cancer Screening| % of women with mammogram in past 2 yrs |🩺🎀 | Clinical Code| CPT| 77067
Colorectal Cancer Screening| % of adults screened for colorectal cancer| 🩺💩 | Clinical Code| CPT| 82274
Comprehensive Diabetes Care| % of diabetic patients who had all recommended tests| 🩺🩹 | Clinical Code| LOINC| 4548-4
Controlling High Blood Pressure| % of patients with controlled blood pressure| 🩺💊 | Clinical Code| ICD10|I10
Medication Management for Asthma| % of asthma patients with proper meds| 💊🌬️ | Clinical Code| SNOMED|195967001
Follow-up After Mental Illness Hospitalization| % of patients with follow-up care| 🩺🏥 | Clinical Code| HCPCS|G0181
Prenatal & Postpartum Care| % of pregnant women with proper care |🤰🩺 | Clinical Code| ICD10|Z34
Comprehensive Eye Exam| % of diabetic patients with eye exam |🩺👀 | Clinical Code| CPT| 92014
Childhood Weight Assessment| % of children with BMI assessment |🧒📏 | Clinical Code| ICD10| Z00.121
Chlamydia Screening in Women| % of sexually active women screened| 🩺👩 | Clinical Code| CPT|87491
Avoidance of Antibiotic Treatment for Acute Bronchitis| % of patients without antibiotics |🩺💊 | Clinical Code| ICD10|J20.9
Osteoporosis Management in Women|% of women with bone density test |🩺💪 | Clinical Code| CPT|77080
Use of High-Risk Medications in the Elderly| % of elderly with safe meds |💊👴👵 | Clinical Code| HCPCS |G9612
Diabetes Screening for Schizophrenia or Bipolar Disorder| % of patients with mental illness screened |🧠🩺 | Clinical Code| SNOMED| 169609005
All-Cause Readmissions| % of patients readmitted within 30 days |🩺🏥 | Clinical Code| ICD10| Z51.5
Antidepressant Medication Management| % of depressed patients with proper meds & follow-up |🩺🧠 | Clinical Code| CPT|96127
Follow-up Care for Children Prescribed ADHD Medication|% of children with follow-up care |🩺🧒 | Clinical Code| ICD10|F90
Imaging Studies for Low Back Pain| % of patients without imaging studies|🩺📊 | Clinical Code| ICD10|M54.5
Spirometry Testing for COPD|% of COPD patients with spirometry testing |🩺🫁 | Clinical Code|CPT|94010