patient risk stratification 2025-10-27T11:39:57Z

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My stethoscope felt like an iron shackle that Tuesday. Thirteen complex cases back-to-back - the diabetic foot ulcer weeping through dressings, the toddler's wheeze rattling like marbles in a tin can, Mrs. Henderson's tremor making her teacup dance during our entire consultation. Each encounter piled invisible paperwork bricks on my shoulders until my spine creaked under the weight. I'd developed a Pavlovian flinch every time my EMR login screen flashed, anticipating hours of robotic typing that

Rain lashed against my office window as I rubbed my aching temples, staring at the fourteenth patient file of the day. Mr. Henderson's complex hypertension case swam before my exhausted eyes - beta-blockers clashing with his new asthma medication, blood thinners interacting dangerously with NSAIDs he'd casually mentioned. My handwritten notes blurred into indecipherable scribbles when the notification chimed. That sleek interface I'd reluctantly downloaded three days earlier flashed a crimson al

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The fluorescent lights hummed overhead as I stared at Mr. Peterson's chaotic rhythm strip. Atrial fibrillation danced across the telemetry like angry static, but his creatinine levels screamed kidney disease - the anticoagulant dilemma from hell. Sweat prickled my collar as I mentally juggled CHA₂DS₂-VASc and HAS-BLED scores, each calculation crumbling under pressure. That's when my trembling fingers found the icon on my phone. This wasn't just another medical app; it was the computational twin

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Rain lashed against my apartment window, that familiar hollow ache settling in my chest. Thursday nights used to mean battered arena seats, the metallic tang of cheap beer, and Tim's obnoxious goal celebrations echoing off concrete walls. Six months into lockdown, the silence was suffocating. My thumb mindlessly scrolled through app store sludge – productivity tools, meditation guides, endless Zoom clones – until a jagged streak of blue ice cut through the monotony. A pixelated puck mid-slapshot

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