Multi-LLM ensemble weighted by current physiological state — review before sending.
55M with central obesity, prediabetes and dyslipidaemia. ALT/GGT persistently elevated over 18 months; FIB-4 2.1 on latest bloods. Continuous glucose monitor pattern consistent with worsening insulin resistance despite metformin. Forward Horizon-1 trajectory places him in moderate-to-advanced fibrosis territory within 3 years on current management. Requesting elastography and specialist opinion on GLP-1 eligibility under shared care.