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Qualitative data, cross-language research and AI translation: Three icebergs 定性数据、跨语言研究和人工智能翻译:三座冰山。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-13 DOI: 10.1111/medu.15671
Lorelei Lingard, Jennifer Klasen
{"title":"Qualitative data, cross-language research and AI translation: Three icebergs","authors":"Lorelei Lingard, Jennifer Klasen","doi":"10.1111/medu.15671","DOIUrl":"10.1111/medu.15671","url":null,"abstract":"<p>In qualitative research, language is data. But language is not neat, straightforward data. What is said in an interview is not a transparent, objective record of reality: It is a social construction, shaped by the interviewer's aims and the participant's motivations and perceptions. It is a co-construction, arising from the interaction between researcher and participant. And, as anyone who has read a transcript knows, it is nonlinear, often illogical, inevitably messy. Participants circle back, detour, cut off mid-thought, contradict themselves and mix their metaphors; they send both explicit and implicit messages; they do not always say what they mean or mean exactly what they say. All of this makes interview data inherently complex and subjective, and it necessarily shapes how we make meaning from it.<span><sup>1</sup></span></p><p>The <i>translation</i> of qualitative interview data further complicates an already complicated situation.</p><p>In their focused literature review on cross-language translation in qualitative HPE research, Schumann et al.<span><sup>2</sup></span> found that few papers ‘explicitly discuss the dilemmas and challenges of translation and offer strategies and recommendations’. Beyond this ‘tip of the iceberg’, they report that most papers leave the issue of translation ‘below the waterline’: They avoid translation altogether, translate without explicit acknowledgement or translate with only cursory acknowledgement of the decisions and strategies involved. Drawing on an existing framework,<span><sup>3</sup></span> the paper offers suggestions for how researchers should address the ‘why’, ‘when’, ‘what’, ‘who’ and ‘how’ of translation to incorporate it into qualitative research in a more methodologically robust way.</p><p>Schumann et al. encourage researchers to conceptualize translation as not merely a technical procedure but also one that presents significant methodological and ethical issues. Arguing that translation is ‘an essential means of ensuring the inclusion of diverse perspectives that might otherwise get lost’ (p. 3), they point to challenges beyond mere language accuracy, including cultural context, interpretive complexity and the unavoidable loss or change of meaning. This commentary aims to extend the paper's discussion by reflecting further on two related questions that researchers face in cross-language qualitative work: <i>How much</i> should we translate, and <i>how might artificial intelligence (AI) help or hinder</i> our translation efforts?</p><p>The question of <i>how much</i> translation is necessary remains unanswered in Schumann et al.'s review. Yet this question is essential to finding ‘the right balance between methodological rigor and practical feasibility’. Researchers must make individual, context-related judgements about the degree of translation needed to serve their purpose while remaining feasible within their resources. Should entire transcripts be translated? Only the passages that a","PeriodicalId":18370,"journal":{"name":"Medical Education","volume":"59 6","pages":"566-568"},"PeriodicalIF":4.9,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/medu.15671","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143616229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving breaking bad news communication skills through stress arousal reappraisal and worked examples. 通过压力唤醒重新评估和工作实例来提高突发坏消息的沟通技巧。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-12 DOI: 10.1111/medu.15658
Michel Bosshard, Sissel Guttormsen, Urs Markus Nater, Felix Schmitz, Patrick Gomez, Christoph Berendonk
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引用次数: 0
Developing a clinical competency committee for undergraduate medical education. 建立本科医学教育临床能力委员会。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-12 DOI: 10.1111/medu.15667
Siaw Cheok Liew, Jeffrey Mayne
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引用次数: 0
Artificial intelligence and gender equity: An integrated approach for health professional education. 人工智能与性别平等:卫生专业教育的综合方法。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15657
Margaret Bearman, Rola Ajjawi
{"title":"Artificial intelligence and gender equity: An integrated approach for health professional education.","authors":"Margaret Bearman, Rola Ajjawi","doi":"10.1111/medu.15657","DOIUrl":"https://doi.org/10.1111/medu.15657","url":null,"abstract":"<p><strong>Introduction: </strong>As artificial intelligence (AI) increasingly integrates into health workplaces, evidence suggests AI can exacerbate gender inequity. Health professional programmes have a role to play in ensuring graduates grasp the challenges facing working in an AI-mediated world.</p><p><strong>Approach: </strong>Drawing from feminist scholars and empirical evidence, this conceptual paper synthesises current and future ways in which AI compounds gender inequities and, in response, proposes foci for an integrated approach to teaching about AI and equity.</p><p><strong>Analysis: </strong>We propose three concerns. Firstly, multiple literature reviews suggest that the gender divide is embedded within AI technologies from both process (AI development) and product (AI output) perspectives. Next, there is emerging evidence that AI is reinforcing already entrenched health workforce inequities, where certain types of roles are seen as being the domain of certain genders. Finally, AI may disassociate health professionals' interactions with an embodied, agentic patient by diverting attention to a gendered digital twin.</p><p><strong>Implications: </strong>Responding to these concerns is not simply a matter of teaching about bias but needs to promote an understanding of AI as a sociotechnical phenomenon. Healthcare curricula could usefully provide clinically relevant educational experiences that illustrate how AI intersects with inequitable gendered knowledge practices. Students can be directed to: (1) explore doubts when working with AI-generated data or decisions; (2) refocus on caring through prioritising embodied connections; and (3) consider how to negotiate gendered workplaces in a time of AI.</p><p><strong>Conclusion: </strong>The intersection of gender equity and AI provides an accessible, illustrative case about how changing knowledge practices have the potential to embed inequity and how health professional education programmes might respond.</p>","PeriodicalId":18370,"journal":{"name":"Medical Education","volume":" ","pages":""},"PeriodicalIF":4.9,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143597301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preparing medical students by simulating on-call shifts. 通过模拟随叫随到的轮班来培养医学生。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15663
Amber Ahmed-Issap, Jessica Bialan, Michael Eastwood, John Barnes
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引用次数: 0
Patients as Partners in Teaching Attuned Responsiveness. 患者作为合作伙伴在教学协调的反应。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15669
Michelle van den Engh
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引用次数: 0
From shadows to sunlight: Rethinking Intraprofessional collaboration beyond the cave. 从阴影到阳光:重新思考洞穴之外的专业合作。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15659
Rosalin van Schie, Ester Coolen, Bart Thoonen
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引用次数: 0
When I say 'gender equity'. 当我说“性别平等”的时候。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15616
T Naidu
{"title":"When I say 'gender equity'.","authors":"T Naidu","doi":"10.1111/medu.15616","DOIUrl":"https://doi.org/10.1111/medu.15616","url":null,"abstract":"","PeriodicalId":18370,"journal":{"name":"Medical Education","volume":" ","pages":""},"PeriodicalIF":4.9,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143586331","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Expanding the perception of medical students on prehospital care through supervised observation. 通过监督观察扩大医学生院前护理的认知。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-10 DOI: 10.1111/medu.15650
Elena Ahjem, Lisa Ramage, Yousef Maiit
{"title":"Expanding the perception of medical students on prehospital care through supervised observation.","authors":"Elena Ahjem, Lisa Ramage, Yousef Maiit","doi":"10.1111/medu.15650","DOIUrl":"https://doi.org/10.1111/medu.15650","url":null,"abstract":"","PeriodicalId":18370,"journal":{"name":"Medical Education","volume":" ","pages":""},"PeriodicalIF":4.9,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143597305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Over-the-counter to under-the-skin: Expanding dermatology medical education. 非处方到皮下:扩大皮肤医学教育。
IF 4.9 1区 教育学
Medical Education Pub Date : 2025-03-06 DOI: 10.1111/medu.15668
Ellen Overson, Aakanksha Angra
{"title":"Over-the-counter to under-the-skin: Expanding dermatology medical education.","authors":"Ellen Overson, Aakanksha Angra","doi":"10.1111/medu.15668","DOIUrl":"https://doi.org/10.1111/medu.15668","url":null,"abstract":"","PeriodicalId":18370,"journal":{"name":"Medical Education","volume":" ","pages":""},"PeriodicalIF":4.9,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143573356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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