如何优化医学术语?机器学习预测高龄患者DVT风险的智能纠错方案

9小时前 MedSci xAi 发表于广东省
本文针对机器学习预测85岁及以上髋部骨折患者深静脉血栓风险的学术写作,详解'developing new DVT'到'new-onset DVT'的术语优化逻辑,提供医学术语标准化、年龄表述规范化等智能纠错方案,符合CONSORT/STROBE等国际指南要求。

修正:
Machine learning is used to predict the risk of new-onset deep vein thrombosis (DVT) in individuals aged 85 years and older following hip fracture surgery.

理由:

  1. “developing new DVT” → “new-onset DVT”
    “Developing new DVT” is redundant and clinically imprecise. In medical literature, “new-onset DVT” is the standard, concise, and semantically accurate term to denote the first occurrence or acute presentation of DVT (as opposed to recurrent DVT). “Developing new” conflates verb and adjective functions and suggests an ongoing process rather than a defined clinical event; “new-onset” is a well-established compound adjective modifying “DVT”.

  2. “people over 85 years old” → “individuals aged 85 years and older”

    • “People” is acceptable but less formal than “individuals” in scholarly biomedical writing; “individuals” is preferred for precision and neutrality.
    • “Over 85 years old” is grammatically ambiguous (e.g., does “over” modify “85” or “years old”?) and stylistically informal. The phrase “aged 85 years and older” is unambiguous, idiomatic in clinical epidemiology, and aligns with guidelines (e.g., CONSORT, STROBE) recommending inclusive, non-ageist phrasing (e.g., avoiding “elderly” or vague comparatives like “over”).
    • Note: “85 years and older” (not “85+” or “≥85”) is preferred in formal prose for readability and consistency with journal style guides (e.g., AMA Manual of Style).
  3. Additional minor improvements:

    • No comma is needed before “following…” because the participial phrase is restrictive (it specifies which hip fracture surgery — i.e., the one these individuals underwent — and is essential to the meaning).
    • Capitalization and punctuation are already correct; no changes needed there.

No other grammatical, syntactic, or semantic issues were present in the original sentence.

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