Good afternoon, researcher.

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Identification: records from databases n = 1,248 (PubMed 512, Embase 436, Web of Science 300) and registers n = 32. Removed before screening: duplicates n = 318. Screenin…

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Top-to-bottom PRISMA layout on an 8px grid, viewBox ~1100×1000: narrow left phase bars (Identification / Scree…

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Enrollment: assessed for eligibility n = 420; excluded n = 120 (not meeting inclusion criteria 86, declined to participate 25, other reasons 9). Randomized n = 300. Alloc…

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CONSORT layout, viewBox ~1200×1050, 8px grid: single centered enrollment column on top with an exclusion box t…

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Encoder (×N = 6): input embedding + sinusoidal positional encoding → multi-head self-attention → Add & LayerNorm → position-wise feed-forward (d_ff = 2048) → Add & LayerN…

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Two vertical stacks side by side read bottom-to-top, viewBox ~1000×1100: encoder left, decoder right, each wra…

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Wet lab: tissue dissociation (collagenase, 37 °C, 30 min) → single-cell suspension QC (viability > 85%) → droplet encapsulation with barcoded beads (10x Chromium, ~10,000…

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Two horizontal swimlanes stacked (Wet lab on top, Dry lab below), viewBox ~1400×700, each lane a rounded zone…

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C57BL/6 mice, 8 weeks old, n = 10 per group (4 groups: sham, model, model + low dose, model + high dose). Day −7 to 0: acclimatization. Day 0: tumor cell inoculation (4T1…

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Horizontal timeline, viewBox ~1300×560: a thick 4px #37474F day axis with ticks every 7 days and bold day labe…

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Draw a seven-stage pipeline with arrows between consecutive stages: (1) Data collection: n = 12,400. (2) Cleaning and feature engineering: define cleaning rules and featu…

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Use a white SVG canvas, viewBox 0 0 1200 1000, with an 8px grid and a centered vertical spine. Place seven equ…

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Offline indexing: Documents → Chunking (512 tokens per chunk) → Embedding model → Vector database. Online query: User query → Query embedding (same embedding model) → Top…

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Use a white 1600×920 SVG viewBox on an 8px grid, with two horizontal lanes and a lower feedback row. Place fou…

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Illustrative counts. Hospital EHR, 2015–2022: 48,210 adults with type 2 diabetes → exclude 20,000 without an SGLT2i or DPP-4i prescription → 28,210 → exclude 5,000 with p…

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Use a white SVG canvas with viewBox 0 0 1200 1450 and an 8px grid. Arrange eligibility as a centered vertical…

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Input: single-channel MRI slice, 256×256×1. Encoder: two same-padded 3×3 convolutions per level produce 256×256×64, 128×128×128, 64×64×256 and 32×32×512. Each level is fo…

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Use a white SVG canvas, viewBox 0 0 1400 1080, on an 8px grid. Arrange four encoder blocks in a descending lef…

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Arrival with acute chest pain → obtain ECG within 10 minutes. STEMI on ECG? Yes → activate the cardiac catheterization laboratory for urgent reperfusion. No → measure hig…

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Use a top-to-bottom flowchart on a white 1440 × 1200 viewBox with an 8 px grid and generous 48 px outer margin…

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Central server: initialize global model; securely sum weighted, clipped model updates; add calibrated differential privacy noise; update the global model using FedAvg. Cl…

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Use a white 1200×800 SVG viewBox with an 8px grid and generous margins. Place one wide server card at the top…