Spaces:

praiselab-picuslab
/

PIE-Med

Running

App Files Files Community

giuseppericcio commited on Feb 19

Commit

0b64aaf

1 Parent(s): cbaa3bb

Update .gitignore

Browse files

Files changed (17) hide show

.gitignore +0 -1
streamlit_results/explain_graph.html +321 -0
streamlit_results/feature_importance_20240722_112914.png +3 -0
streamlit_results/feature_importance_20240722_151906.png +3 -0
streamlit_results/feature_importance_20240722_173758.png +3 -0
streamlit_results/feature_importance_20240730_094256.png +3 -0
streamlit_results/feature_importance_20241003_174255.png +3 -0
streamlit_results/feature_importance_20241004_101741.png +3 -0
streamlit_results/feature_importance_20250201_171443.png +3 -0
streamlit_results/feature_importance_20250202_172734.png +3 -0
streamlit_results/feature_importance_20250202_173758.png +3 -0
streamlit_results/feature_importance_20250203_104518.png +3 -0
streamlit_results/feature_importance_20250219_105049.png +3 -0
streamlit_results/medical_scenario.txt +35 -0
streamlit_results/prompt_internist_doctor.txt +46 -0
streamlit_results/prompt_recruiter_doctors.txt +51 -0
streamlit_results/recruited_doctors.json +1 -0

.gitignore CHANGED Viewed

	@@ -1 +0,0 @@
1	- streamlit_results/

streamlit_results/explain_graph.html ADDED Viewed

	@@ -0,0 +1,321 @@

+<html>
+    <head>
+        <meta charset="utf-8">
+            <script>function neighbourhoodHighlight(params) {
+  // console.log("in nieghbourhoodhighlight");
+  allNodes = nodes.get({ returnType: "Object" });
+  // originalNodes = JSON.parse(JSON.stringify(allNodes));
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    highlightActive = true;
+    var i, j;
+    var selectedNode = params.nodes[0];
+    var degrees = 2;
+    // mark all nodes as hard to read.
+    for (let nodeId in allNodes) {
+      // nodeColors[nodeId] = allNodes[nodeId].color;
+      allNodes[nodeId].color = "rgba(200,200,200,0.5)";
+      if (allNodes[nodeId].hiddenLabel === undefined) {
+        allNodes[nodeId].hiddenLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+    var connectedNodes = network.getConnectedNodes(selectedNode);
+    var allConnectedNodes = [];
+    // get the second degree nodes
+    for (i = 1; i < degrees; i++) {
+      for (j = 0; j < connectedNodes.length; j++) {
+        allConnectedNodes = allConnectedNodes.concat(
+          network.getConnectedNodes(connectedNodes[j])
+        );
+      }
+    }
+    // all second degree nodes get a different color and their label back
+    for (i = 0; i < allConnectedNodes.length; i++) {
+      // allNodes[allConnectedNodes[i]].color = "pink";
+      allNodes[allConnectedNodes[i]].color = "rgba(150,150,150,0.75)";
+      if (allNodes[allConnectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[allConnectedNodes[i]].label =
+          allNodes[allConnectedNodes[i]].hiddenLabel;
+        allNodes[allConnectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+    // all first degree nodes get their own color and their label back
+    for (i = 0; i < connectedNodes.length; i++) {
+      // allNodes[connectedNodes[i]].color = undefined;
+      allNodes[connectedNodes[i]].color = nodeColors[connectedNodes[i]];
+      if (allNodes[connectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[connectedNodes[i]].label =
+          allNodes[connectedNodes[i]].hiddenLabel;
+        allNodes[connectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+    // the main node gets its own color and its label back.
+    // allNodes[selectedNode].color = undefined;
+    allNodes[selectedNode].color = nodeColors[selectedNode];
+    if (allNodes[selectedNode].hiddenLabel !== undefined) {
+      allNodes[selectedNode].label = allNodes[selectedNode].hiddenLabel;
+      allNodes[selectedNode].hiddenLabel = undefined;
+    }
+  } else if (highlightActive === true) {
+    // console.log("highlightActive was true");
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      // allNodes[nodeId].color = "purple";
+      allNodes[nodeId].color = nodeColors[nodeId];
+      // delete allNodes[nodeId].color;
+      if (allNodes[nodeId].hiddenLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].hiddenLabel;
+        allNodes[nodeId].hiddenLabel = undefined;
+      }
+    }
+    highlightActive = false;
+  }
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    // console.log("Nothing was selected");
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        // allNodes[nodeId].color = {};
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+function filterHighlight(params) {
+  allNodes = nodes.get({ returnType: "Object" });
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    filterActive = true;
+    let selectedNodes = params.nodes;
+    // hiding all nodes and saving the label
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = true;
+      if (allNodes[nodeId].savedLabel === undefined) {
+        allNodes[nodeId].savedLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+    for (let i=0; i < selectedNodes.length; i++) {
+      allNodes[selectedNodes[i]].hidden = false;
+      if (allNodes[selectedNodes[i]].savedLabel !== undefined) {
+        allNodes[selectedNodes[i]].label = allNodes[selectedNodes[i]].savedLabel;
+        allNodes[selectedNodes[i]].savedLabel = undefined;
+      }
+    }
+  } else if (filterActive === true) {
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = false;
+      if (allNodes[nodeId].savedLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].savedLabel;
+        allNodes[nodeId].savedLabel = undefined;
+      }
+    }
+    filterActive = false;
+  }
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+function selectNode(nodes) {
+  network.selectNodes(nodes);
+  neighbourhoodHighlight({ nodes: nodes });
+  return nodes;
+}
+function selectNodes(nodes) {
+  network.selectNodes(nodes);
+  filterHighlight({nodes: nodes});
+  return nodes;
+}
+function highlightFilter(filter) {
+  let selectedNodes = []
+  let selectedProp = filter['property']
+  if (filter['item'] === 'node') {
+    let allNodes = nodes.get({ returnType: "Object" });
+    for (let nodeId in allNodes) {
+      if (allNodes[nodeId][selectedProp] && filter['value'].includes((allNodes[nodeId][selectedProp]).toString())) {
+        selectedNodes.push(nodeId)
+      }
+    }
+  }
+  else if (filter['item'] === 'edge'){
+    let allEdges = edges.get({returnType: 'object'});
+    // check if the selected property exists for selected edge and select the nodes connected to the edge
+    for (let edge in allEdges) {
+      if (allEdges[edge][selectedProp] && filter['value'].includes((allEdges[edge][selectedProp]).toString())) {
+        selectedNodes.push(allEdges[edge]['from'])
+        selectedNodes.push(allEdges[edge]['to'])
+      }
+    }
+  }
+  selectNodes(selectedNodes)
+}</script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+<center>
+<h1></h1>
+</center>
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+             #mynetwork {
+                 width: 100%;
+                 height: 500px;
+                 background-color: #ffffff;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+        </style>
+    </head>
+    <body>
+        <div class="card" style="width: 100%">
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+        <script type="text/javascript">
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"color": "#20b2aa", "id": "patient_0", "label": "patient_0", "opacity": 2.7773168683052063, "shape": "dot", "size": 10, "type": "patient"}, {"color": "#fa8072", "id": "visit_0", "label": "visit_0", "opacity": 11.941373348236084, "shape": "dot", "size": 11, "type": "visit"}, {"color": "#98fb98", "id": "Unspecified problem with special functions", "label": "Unspecified problem with special functions", "opacity": 0.2980312518775463, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Systemic lupus erythematosus", "label": "Systemic lupus erythematosus", "opacity": 0.32912302762269974, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Atresia and stenosis of aorta", "label": "Atresia and stenosis of aorta", "opacity": 0.2311965450644493, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Coarctation of aorta (preductal) (postductal)", "label": "Coarctation of aorta (preductal) (postductal)", "opacity": 0.434977151453495, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#cd853f", "id": "Atrioventricular block, complete", "label": "Atrioventricular block, complete", "opacity": 0.37939630448818207, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#98fb98", "id": "Conduction disorder, unspecified", "label": "Conduction disorder, unspecified", "opacity": 0.29761018231511116, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Heart failure, unspecified", "label": "Heart failure, unspecified", "opacity": 0.269064512103796, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Anemia, unspecified", "label": "Anemia, unspecified", "opacity": 0.23666711524128914, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Generalized pain", "label": "Generalized pain", "opacity": 0.3131905570626259, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Aortic valve disorders", "label": "Aortic valve disorders", "opacity": 0.34145116806030273, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#98fb98", "id": "Portal hypertension", "label": "Portal hypertension", "opacity": 0.23520531132817268, "shape": "dot", "size": 10, "type": "symptom"}, {"color": "#cd853f", "id": "Cardiac complications, not elsewhere classified", "label": "Cardiac complications, not elsewhere classified", "opacity": 0.2846589684486389, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#cd853f", "id": "Diseases of tricuspid valve", "label": "Diseases of tricuspid valve", "opacity": 0.33642858266830444, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#cd853f", "id": "Atrial flutter", "label": "Atrial flutter", "opacity": 0.3480660915374756, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#cd853f", "id": "Rheumatic heart failure (congestive)", "label": "Rheumatic heart failure (congestive)", "opacity": 0.42175475507974625, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#cd853f", "id": "Acute posthemorrhagic anemia", "label": "Acute posthemorrhagic anemia", "opacity": 0.32012488692998886, "shape": "dot", "size": 10, "type": "diagnosis"}, {"color": "#da70d6", "id": "Extracorporeal circulation auxiliary to open heart surgery", "label": "Extracorporeal circulation auxiliary to open heart surgery", "opacity": 0.5365786328911781, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#da70d6", "id": "Transfusion of other serum", "label": "Transfusion of other serum", "opacity": 0.47056324779987335, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#da70d6", "id": "Open and other replacement of mitral valve", "label": "Open and other replacement of mitral valve", "opacity": 0.9560432285070419, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#da70d6", "id": "Annuloplasty", "label": "Annuloplasty", "opacity": 0.3526274859905243, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#da70d6", "id": "Other endoscopy of small intestine", "label": "Other endoscopy of small intestine", "opacity": 0.51371019333601, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#da70d6", "id": "Other electric countershock of heart", "label": "Other electric countershock of heart", "opacity": 0.447126105427742, "shape": "dot", "size": 10, "type": "procedure"}, {"color": "#87ceeb", "id": "HMG CoA reductase inhibitors, plain lipid modifying drugs", "label": "HMG CoA reductase inhibitors, plain lipid modifying drugs", "opacity": 4.706129431724548, "shape": "dot", "size": 10, "type": "medication"}]);
+                  edges = new vis.DataSet([{"color": "#20b2aa", "from": "patient_0", "to": "visit_0", "type": ["patient", "visit"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Unspecified problem with special functions", "type": ["visit", "symptom"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Systemic lupus erythematosus", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Atresia and stenosis of aorta", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Coarctation of aorta (preductal) (postductal)", "type": ["visit", "symptom"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Atrioventricular block, complete", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Conduction disorder, unspecified", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Heart failure, unspecified", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Anemia, unspecified", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Generalized pain", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Aortic valve disorders", "type": ["visit", "symptom"], "width": 1}, {"color": "#98fb98", "from": "visit_0", "to": "Portal hypertension", "type": ["visit", "symptom"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Cardiac complications, not elsewhere classified", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Diseases of tricuspid valve", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Atrial flutter", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Rheumatic heart failure (congestive)", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#cd853f", "from": "visit_0", "to": "Acute posthemorrhagic anemia", "type": ["visit", "diagnosis"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Extracorporeal circulation auxiliary to open heart surgery", "type": ["visit", "procedure"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Transfusion of other serum", "type": ["visit", "procedure"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Open and other replacement of mitral valve", "type": ["visit", "procedure"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Annuloplasty", "type": ["visit", "procedure"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Other endoscopy of small intestine", "type": ["visit", "procedure"], "width": 1}, {"color": "#da70d6", "from": "visit_0", "to": "Other electric countershock of heart", "type": ["visit", "procedure"], "width": 1}, {"color": "#87ceeb", "from": "visit_0", "to": "HMG CoA reductase inhibitors, plain lipid modifying drugs", "type": ["visit", "medication"], "width": 1}]);
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+                  var options = {"layout": {"randomSeed": 5}, "interaction": {"hover": true, "navigationButtons": true}};
+                  network = new vis.Network(container, data, options);
+                  return network;
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>

streamlit_results/feature_importance_20240722_112914.png ADDED Viewed

Git LFS Details

SHA256: 6aa9d3dde08fd0174dea44fd4fe78d1f0e93768a9d0806b91115741c85c84f39
Pointer size: 130 Bytes
Size of remote file: 50.5 kB

streamlit_results/feature_importance_20240722_151906.png ADDED Viewed

Git LFS Details

SHA256: 50bcc308b416e9562c00a203ff186bc479038cbe35f45d4913fc1bb62c24dd10
Pointer size: 130 Bytes
Size of remote file: 51.2 kB

streamlit_results/feature_importance_20240722_173758.png ADDED Viewed

Git LFS Details

SHA256: f1920bd3548d94aa7b779b1d6941239a2576b1f048eeb43f73c5797ebefe1e32
Pointer size: 130 Bytes
Size of remote file: 53.1 kB

streamlit_results/feature_importance_20240730_094256.png ADDED Viewed

Git LFS Details

SHA256: f1920bd3548d94aa7b779b1d6941239a2576b1f048eeb43f73c5797ebefe1e32
Pointer size: 130 Bytes
Size of remote file: 53.1 kB

streamlit_results/feature_importance_20241003_174255.png ADDED Viewed

Git LFS Details

SHA256: a681a30956e6a27dd1693e1157e0ddfb5a6276924a48053eb9aec1d8eef0f7d4
Pointer size: 130 Bytes
Size of remote file: 50.8 kB

streamlit_results/feature_importance_20241004_101741.png ADDED Viewed

Git LFS Details

SHA256: 3b982b0dfe9d4f88d5320ade80f79c5bcc4ac982addca9fe3c0fd81cc5aac561
Pointer size: 130 Bytes
Size of remote file: 46.4 kB

streamlit_results/feature_importance_20250201_171443.png ADDED Viewed

Git LFS Details

SHA256: 4f45bd3ee650b271fc244597f2e8e7e98be5aa11ce89574d09e16b3b5cd3504c
Pointer size: 130 Bytes
Size of remote file: 46.8 kB

streamlit_results/feature_importance_20250202_172734.png ADDED Viewed

Git LFS Details

SHA256: 51100dd68bb4c251e43cdf8572ebe84a203567cb42efecc0f1c2f18879ecd18a
Pointer size: 130 Bytes
Size of remote file: 49.1 kB

streamlit_results/feature_importance_20250202_173758.png ADDED Viewed

Git LFS Details

SHA256: f46a57709d7e1df8e3ff6a8ac141e32fd6bf360fa7e1ef8d55880cf46c82b086
Pointer size: 130 Bytes
Size of remote file: 49.8 kB

streamlit_results/feature_importance_20250203_104518.png ADDED Viewed

Git LFS Details

SHA256: 3229625ccbf2452aeb9f72d5d805562a1b1152f746343017bb58e5150e614423
Pointer size: 130 Bytes
Size of remote file: 48.9 kB

streamlit_results/feature_importance_20250219_105049.png ADDED Viewed

Git LFS Details

SHA256: f46a57709d7e1df8e3ff6a8ac141e32fd6bf360fa7e1ef8d55880cf46c82b086
Pointer size: 130 Bytes
Size of remote file: 49.8 kB

streamlit_results/medical_scenario.txt ADDED Viewed

	@@ -0,0 +1,35 @@

+**Symptoms** presented by the patient found to be important from the system (ordered by level of importance):
+- Coarctation of aorta (preductal) (postductal) - Importance level: 0.0217
+- Aortic valve disorders - Importance level: 0.0171
+- Systemic lupus erythematosus - Importance level: 0.0165
+- Generalized pain - Importance level: 0.0157
+- Unspecified problem with special functions - Importance level: 0.0149
+- Conduction disorder, unspecified - Importance level: 0.0149
+- Heart failure, unspecified - Importance level: 0.0135
+- Anemia, unspecified - Importance level: 0.0118
+- Portal hypertension - Importance level: 0.0118
+- Atresia and stenosis of aorta - Importance level: 0.0116
+**Procedures** performed on the patient results important from the system (ordered by level of importance):
+- Open and other replacement of mitral valve - Importance level: 0.0478
+- Extracorporeal circulation auxiliary to open heart surgery - Importance level: 0.0268
+- Other endoscopy of small intestine - Importance level: 0.0257
+- Transfusion of other serum - Importance level: 0.0235
+- Other electric countershock of heart - Importance level: 0.0224
+- Annuloplasty - Importance level: 0.0176
+Patient **diagnosis** important from the system (ordered by level of importance):
+- Rheumatic heart failure (congestive) - Importance level: 0.0211
+- Atrioventricular block, complete - Importance level: 0.019
+- Atrial flutter - Importance level: 0.0174
+- Diseases of tricuspid valve - Importance level: 0.0168
+- Systemic lupus erythematosus - Importance level: 0.0161
+- Acute posthemorrhagic anemia - Importance level: 0.016
+- Cardiac complications, not elsewhere classified - Importance level: 0.0142
+**Medications** already administered to the patient found important from the system (ordered by level of importance):
+- No medications found

streamlit_results/prompt_internist_doctor.txt ADDED Viewed

	@@ -0,0 +1,46 @@

+ANALYZE the medical scenario of Visit 0, in which the MEDICATION RECOMMENDATION system recommended: "HMG CoA reductase inhibitors, plain lipid modifying drugs".
+USE MEDICAL EXPERTISE to EXPLAIN the recommendation and evaluate its CORRECTNESS.
+Provide guidance on the ALIGNMENT between the patient's condition in the medical scenario and the recommended medication, emphasizing key factors.
+Ensure clarity and conciseness in the analysis in 100 words.
+THE FOLLOWING MEDICAL SCENARIO of the patient in the visit 0, in which the importance values of each condition are highlighted, is obtained from the explainability phase of the recommendation system, which aims to provide the conditions that the system has deemed important for recommendation purposes. In particular, the scenario includes:
+**Symptoms** presented by the patient found to be important from the system (ordered by level of importance):
+- Coarctation of aorta (preductal) (postductal) - Importance level: 0.0217
+- Aortic valve disorders - Importance level: 0.0171
+- Systemic lupus erythematosus - Importance level: 0.0165
+- Generalized pain - Importance level: 0.0157
+- Unspecified problem with special functions - Importance level: 0.0149
+- Conduction disorder, unspecified - Importance level: 0.0149
+- Heart failure, unspecified - Importance level: 0.0135
+- Anemia, unspecified - Importance level: 0.0118
+- Portal hypertension - Importance level: 0.0118
+- Atresia and stenosis of aorta - Importance level: 0.0116
+**Procedures** performed on the patient results important from the system (ordered by level of importance):
+- Open and other replacement of mitral valve - Importance level: 0.0478
+- Extracorporeal circulation auxiliary to open heart surgery - Importance level: 0.0268
+- Other endoscopy of small intestine - Importance level: 0.0257
+- Transfusion of other serum - Importance level: 0.0235
+- Other electric countershock of heart - Importance level: 0.0224
+- Annuloplasty - Importance level: 0.0176
+Patient **diagnosis** important from the system (ordered by level of importance):
+- Rheumatic heart failure (congestive) - Importance level: 0.0211
+- Atrioventricular block, complete - Importance level: 0.019
+- Atrial flutter - Importance level: 0.0174
+- Diseases of tricuspid valve - Importance level: 0.0168
+- Systemic lupus erythematosus - Importance level: 0.0161
+- Acute posthemorrhagic anemia - Importance level: 0.016
+- Cardiac complications, not elsewhere classified - Importance level: 0.0142
+**Medications** already administered to the patient found important from the system (ordered by level of importance):
+- No medications found
+COMPOSE a summary JUSTIFYING the recommendation of the medication. HIGHLIGHT the positive and negative aspects of administering the medication to the patient taking into account the medical scenario.
+Clearly articulate the rationale for administering the prescribed medication.
+In the absence of a discernible correlation between the patient's condition and the recommended medication, explain why the recommendation is not justified.

streamlit_results/prompt_recruiter_doctors.txt ADDED Viewed

	@@ -0,0 +1,51 @@

+You are a MEDICAL EXPERT specialised in classifying a specific medical scenario in specific areas of medicine.
+Generate a JSON file that lists a maximum of 5 MOST RELEVANT and COMPETENT doctors/specialists in the administration of the medication:
+"HMG CoA reductase inhibitors, plain lipid modifying drugs" at visit 0 and on the patient's condition.
+THE FOLLOWING MEDICAL SCENARIO of the patient in the visit 0, in which the importance values of each condition are highlighted, is obtained from the explainability phase of the recommendation system, which aims to provide the conditions that the system has deemed important for recommendation purposes. In particular, the scenario includes:
+**Symptoms** presented by the patient found to be important from the system (ordered by level of importance):
+- Coarctation of aorta (preductal) (postductal) - Importance level: 0.0217
+- Aortic valve disorders - Importance level: 0.0171
+- Systemic lupus erythematosus - Importance level: 0.0165
+- Generalized pain - Importance level: 0.0157
+- Unspecified problem with special functions - Importance level: 0.0149
+- Conduction disorder, unspecified - Importance level: 0.0149
+- Heart failure, unspecified - Importance level: 0.0135
+- Anemia, unspecified - Importance level: 0.0118
+- Portal hypertension - Importance level: 0.0118
+- Atresia and stenosis of aorta - Importance level: 0.0116
+**Procedures** performed on the patient results important from the system (ordered by level of importance):
+- Open and other replacement of mitral valve - Importance level: 0.0478
+- Extracorporeal circulation auxiliary to open heart surgery - Importance level: 0.0268
+- Other endoscopy of small intestine - Importance level: 0.0257
+- Transfusion of other serum - Importance level: 0.0235
+- Other electric countershock of heart - Importance level: 0.0224
+- Annuloplasty - Importance level: 0.0176
+Patient **diagnosis** important from the system (ordered by level of importance):
+- Rheumatic heart failure (congestive) - Importance level: 0.0211
+- Atrioventricular block, complete - Importance level: 0.019
+- Atrial flutter - Importance level: 0.0174
+- Diseases of tricuspid valve - Importance level: 0.0168
+- Systemic lupus erythematosus - Importance level: 0.0161
+- Acute posthemorrhagic anemia - Importance level: 0.016
+- Cardiac complications, not elsewhere classified - Importance level: 0.0142
+**Medications** already administered to the patient found important from the system (ordered by level of importance):
+- No medications found
+For each doctor in the JSON file, include:
+- 'role': 'Specify medical speciality'
+- 'description': 'You are a [role identified] with expertise in [describe skills]'
+The structure of the JSON:
+'doctors': [
+	'role':
+	'description':
+]

streamlit_results/recruited_doctors.json ADDED Viewed

	@@ -0,0 +1 @@

+ "{\n\"doctors\": [\n{\n\"role\": \"Cardiologist\",\n\"description\": \"You are a cardiologist with expertise in diagnosing and treating heart conditions, including aortic valve disorders, coarctation of the aorta, and heart failure.\"\n},\n{\n\"role\": \"Rheumatologist\",\n\"description\": \"You are a rheumatologist with expertise in treating autoimmune diseases such as systemic lupus erythematosus, and managing related conditions like anemia and portal hypertension.\"\n},\n{\n\"role\": \"Gastroenterologist\",\n\"description\": \"You are a gastroenterologist with expertise in performing endoscopies, including small intestine endoscopy, and managing conditions related to the digestive system.\"\n},\n{\n\"role\": \"Anesthesiologist\",\n\"description\": \"You are an anesthesiologist with expertise in managing anesthesia during surgical procedures, including open heart surgery, and monitoring patients' vital signs during medical procedures.\"\n},\n{\n\"role\": \"Electrophysiologist\",\n\"description\": \"You are an electrophysiologist with expertise in diagnosing and treating heart rhythm disorders, including atrial flutter and complete atrioventricular block.\"\n}\n]\n}"