Longitudinal tumour growth was assessed using a joint modelling approach from the Jmbayes2 package (version 0.3-1), which incorporates survival data and mixed linear modelling for longitudinal tumour growth to account for missing not at random (MNAR) data at timepoints where animals have been removed from the study due to ethical endpoints related to maximum tumour size

Efficacy Tracking MeAgain provides the structural foundation GLP-1 users need to understand how their body responds over time: Consistent weight logging with long-term trend visualization to identify plateaus without emotional overreaction Photo-based Journey Cards to document visual progress waist changes, face slimming, clothing fit capturing what the scale cannot Injection timing logged and aligned with changes in weight and symptoms, helping users understand how dose adjustments affect outcomes Food and Lifestyle Monitoring Because GLP-1 medications change appetite, digestion, and satiety, MeAgain adapts tracking to that reality: Barcode scanning and photo input for simplified nutrition logging that reduces friction without turning eating into a second job Dedicated protein tracking to support muscle preservation, energy levels, and metabolic health during appetite suppression Daily hydration logging to support digestion and reduce common GI side effects Activity logging designed around sustainability, not unrealistic targets Side-Effect Management Where competing apps ignore side effects entirely, MeAgain treats them as a core part of the journey: Symptom logging with severity ratings covering nausea, fatigue, GI discomfort, and more Pattern recognition connecting food, hydration, dose timing, and symptoms in one place helping users identify triggers and relief strategies over time Injection site tracking to reduce anxiety and support consistent treatment habits One System Instead of Five Disconnected Tools The expert analysis identified the core failure of generic tracking apps for GLP-1 users: they require people to manually stitch together a food tracker, a symptom journal, a notes app, a weight log, and a lab spreadsheet creating a patchwork system that introduces friction and guesswork at every step

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Contrave: Nausea, constipation, headache, insomnia Increased blood pressure and heart rate Other effects: anxiety, dizziness, dry mouth, tremors, risk of seizures in susceptible individuals Serious risks: liver problems, severe allergic reactions, neuropsychiatric events, including mood changes or suicidal thoughts Wegovy: Gastrointestinal issues: nausea, vomiting, diarrhea, constipation, abdominal pain Other effects: fatigue, headache, dizziness (especially during dose escalation) Serious risks: pancreatitis, gallbladder disease, thyroid tumors in high-risk patients, increased heart rate Important: Neither medication is a cure for obesity