Table 3 OintmentX cluster themes identified by HDBSCAN algorithm
From: Advancing medical affair capabilities and insight generation through machine learning techniques
OintmentX cluster themes | ||
|---|---|---|
Cluster | Themes | Potential explorations |
Cluster -1 | Not enough cases to be identified as a cluster ex: stability once opened (Pharmacists) | NA |
Cluster 0 | Question was missing | NA |
Cluster 1 | Question was missing | NA |
Cluster 2 | Sample requests | Data visualization: MUFASA (Geographical explorations in future) |
Cluster 3 | MSDS | Data visualization: MUFASA |
Cluster 4 | MSDS (Mainly from pharmacists) | Data visualization: MUFASA |
Cluster 5 | Does it contain "…" (Ingredients) | Med Info Website |
Cluster 6 | PV cases (AE, Off Label) | Data visualization: MUFASA |
Cluster 7 | Product defects (cracks to the tube) | Data visualization: MUFASA |
Cluster 8 | Safety inside mouth | Med Info Website |
Can it be applied to inside of the noses | Med Info Website | |
Use of it more than 14Â days | Med Info Website | |
Cluster 9 | MRSA coverage w/OintmentX | Med Info Website |
| Â | Requests for OLA slides | Data visualization: MUFASA |
Cluster 10 | Availability (Backorder) | N/A |
Cluster 11 | Availability of pack size of 15Â g | Compare it with in-use stability |
Cluster 12 | MSDS requests | Med-Info Website |
Cluster 13 | Receiving documents | N/A |
Cluster 14 | Receiving samples | Geographic visualization |
Cluster 15 | Why is there a 3-month expiry date? (patients/pharmacists) | Med Info Website |
Cluster 16 | In-use stability after repackaging | Compare it with inquiry for availability of 15Â g inquiry |