Terminological collocations in different types of medical discourse
Bibliographic record
Abstract
Background. Every language is full of collocations. It is almost impossible to speak without collocations because the meaning of any word is determined and specified by the company it keeps. Collocations are widely used in all spheres of life and various types of professional discourse. Medical discourse is a special linguistic subsystem designed for professional communication, where a doctor acts as the communicative leader. Terminological collocations are actively used in authentic medical texts, publications, and doctor-patient communication. We should always keep in mind that the general meaning of such combinations is not equal to the meaning of each component, they cannot always be translated word by word, that`s why correct translation and use of terminological collocations is extremely important while working with medical information. Purpose – to analyze the lexical content of well-known courses of medical English, authentic dictionaries and textbooks on medicine to identify and classify the main models of terminological collocations in different types of medical discourse. Materials and methods. Contemporary courses of medical English: «Check Your English Vocabulary for Medicine» (A&C Black); «Medicine 1 / 2» (S. McCarter); «Nursing 1 / 2» (T. Grice); «Professional English in Use: Medical» (E.H. Glendinning); «Test Your Professional English: Medical» (A. Pohl); some medical dictionaries (London Dictionary of Medical Terms, Dictionary of Nursing, Illustrated Medical Dictionary) and textbooks on general and clinical medicine: Anatomy and Physiology for Health Professionals (J. Moini); Eyewitness. Human Body (R. Walker); How it Works Book of the Human Body (Imagine Publishing Ltd); The Facts on File Illustrated Guide to the Human Body (The Diagram Group), Harrison`s Pulmonary and Critical Care Medicine (McGraw-Hill Education), Williams Textbook of Endocrinology (S. Melmed et al.), Nadas' Pediatric Cardiology (Elsevier Inc.), Shaw’s Textbook of Gynaecology (V.G. Padubidri, S.N. Daftary), Adams and Victor’s Principles of Neurology (A.H. Ropper et al.), Pediatric Otolaryngology. Principles and Practice Pathways (R.F. Wetmore, H.R. Muntz, T.J. McGill), etc. Results. Analysis of the lexical content shows that each type of medical discourse is attributed by the following semantic groups of terminological collocations: collocations describing the structure and work of the human body ("anatomy and physiology"); word combinations naming the most common symptoms and signs of different diseases ("signs and symptoms"); collocations naming diseases and conditions of various organs and systems («diseases and conditions»); combinations describing medical personnel, instruments, medicines, technologies used in diagnosis and treatment ("diagnosis and treatment"). A special group includes terminological collocations, which are considered to be proper names. The article presents different examples of the most common terminological collocations used in various types of medical discourse (cardiology, pulmonology, gastroenterology, neurology, endocrinology).
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".