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This titration schedule was designed around brand-name pre-filled pens, not compounded multi-dose vials

We initialize both the number and centroid of clusters using a density-based clustering algorithm called Hierarchical Density-Based Spatial Clustering of Applications with Noise (HDBSCAN) first and fine-tune the assignment of discussions into the appropriate topics using KMeans clustering

My general framework: Start with semaglutide if cost is a significant concern, or if there is no strong reason to expect poor tolerance Start with tirzepatide if the patient has tried semaglutide before and struggled with side effects, if faster initial response matters clinically, or if the patients goals require larger total weight loss Switch to tirzepatide if a patient on semaglutide is experiencing persistent nausea or has plateaued and escalation options are limited One pattern worth noting: men I see a consistent pattern with male patients who struggle to tolerate semaglutide nausea and GI disruption can be particularly disruptive for them, and theyre often less willing to push through it

The markup between Chinese factories and US pharmacies is approximately 800%

Related Stories I trained at the highest level, ate a clean diet, pushed myself, and still, after having kids, my body just wouldnt respond

Your consistency with the same day each week matters more than the specific time