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Pilot investigation into the influence of racial implicit bias on physician clinical reasoning. 种族内隐偏见对医师临床推理影响的初步调查。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-26 DOI: 10.1515/dx-2025-0123
Cristina M Gonzalez, Maria L Deno, Tavinder K Ark, Miriam Helft, Denise M Connor, Adina L Kalet, Diana J Burgess, Malika T Samuel, Marla R Fisher, Steven J Durning

Objectives: Evidence for the impact of racial implicit bias and clinical reasoning remains conflicting. Our inability to characterize the relationship between racial implicit bias and clinical reasoning (CR) precludes development of comprehensive interventions seeking to address the impact of racial implicit bias on clinical encounters. To address this gap, we conducted a simulation-based investigation with clinical presentations with known health disparities, cognitive stressors common to clinical environments, and Black and White standardized patients (SPs).

Methods: We recruited 75 early-career generalist physicians from five academic medical centers in New York, NY, USA. Physicians engaged in a three-station simulation. The first was for level-setting, familiarizing physicians with the online platform. The second was a diagnostic dilemma - an atypical presentation of acute coronary syndrome (ACS). The third tested treatment decision-making in acute pain. Immediately afterward, physicians completed the Race Implicit Association Test (IAT) and Race Medical Cooperativeness (RMC) IAT measuring affective and cognitive implicit biases, respectively. Two investigators assessed CR accuracy by applying a scoring rubric to physicians' post-encounter notes.

Results: Statistical analyses revealed no significant correlations between physicians' Race-IAT scores and CR by SP race. However, for ACS, a moderate correlation was suggested between physicians' RMC-IAT scores and CR accuracy when seeing Black (R=0.36, CI -0.04 to 0.6), but not White, SPs (R=0.1, CI -0.44 to 0.24).

Conclusions: This study expands our understanding of the complex impact of racial implicit bias on clinical encounters. Future, larger studies should explore affective and cognitive implicit biases' effects on CR across varied clinical scenarios and contexts with diverse SPs.

目的:关于种族内隐偏见和临床推理影响的证据仍然是相互矛盾的。我们无法描述种族内隐偏见和临床推理(CR)之间的关系,这阻碍了寻求解决种族内隐偏见对临床遭遇影响的综合干预措施的发展。为了解决这一差距,我们进行了一项基于模拟的调查,其中包括已知健康差异的临床表现、临床环境中常见的认知压力源以及黑人和白人标准化患者(SPs)。方法:我们从美国纽约州纽约的5个学术医疗中心招募了75名早期职业的全科医生。医生们参与了三站模拟实验。第一个是级别设置,让医生熟悉在线平台。第二个是诊断困境-急性冠状动脉综合征(ACS)的非典型表现。第三组测试急性疼痛的治疗决策。随后,医生分别完成了种族内隐联想测试(IAT)和种族医疗合作测试(RMC),测量情感和认知内隐偏见。两名研究者通过将评分标准应用于医生的就诊后记录来评估CR的准确性。结果:统计分析显示,医生的race - iat评分与SP种族的CR无显著相关。然而,对于ACS,当看到黑色时,医生的rmmc - iat评分与CR准确性之间存在中度相关性(R=0.36, CI -0.04至0.6),但没有白色,SPs (R=0.1, CI -0.44至0.24)。结论:本研究扩展了我们对种族内隐偏见对临床接触的复杂影响的理解。未来,更大规模的研究应该探索情感和认知内隐偏见在不同临床情景和不同SPs背景下对CR的影响。
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引用次数: 0
"My confidence in the diagnosis is low, but I am confident in what needs to happen for the patient": a mixed-methods study exploring diagnostic confidence and its impact on physician well-being. “我对诊断的信心很低,但我对病人需要做的事情很有信心”:一项探索诊断信心及其对医生福祉影响的混合方法研究。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-26 DOI: 10.1515/dx-2025-0092
Jennifer Sloane, Roni Matin, Umber Shahid, Ashley N D Meyer, Hardeep Singh, Laura Zwaan, Traber D Giardina

Objectives: Uncertainty is inherent in diagnostic decision-making. While diagnostic uncertainty research continues to grow, research on diagnostic confidence remains underexplored. Research often uses simplified tools to measure confidence, overlooking the nuanced perspectives of physicians and leaving a limited understanding of the role confidence plays in the diagnostic process. We conducted a mixed-methods study to better understand diagnostic confidence, and ways confidence (or a lack thereof) impacts physicians' well-being.

Methods: In this mixed-methods study, 20 semi-structured virtual interviews were conducted with practicing physicians across 16 hospitals. Participants reflected on cases where they felt "really" confident and "not-so-confident" in their final diagnoses. Confidence scales were included in the interviews to obtain quantitative measures of participants' confidence in their final diagnoses and in their diagnostic processes for both cases discussed.

Results: Physicians conceptualize and report confidence differently for their final diagnoses compared to confidence in their diagnostic approaches. We found that physicians could maintain high levels of confidence in their diagnostic approaches, even in cases with considerable uncertainty in the final diagnoses. Additionally, our results showed that confidence in the diagnostic approach reflected more positively on physician well-being.

Conclusions: While physicians often feel uncertainty about their final diagnoses, they are better able to deal with this uncertainty if they are confident in the diagnostic approaches. Studying confidence in the diagnostic approach is key not only for obtaining a more complete understanding of the cognitive processes involved in diagnostic decision-making but also for improving physician well-being.

目的:不确定性在诊断决策中是固有的。虽然诊断不确定性研究持续增长,但对诊断信心的研究仍未得到充分探索。研究通常使用简化的工具来衡量信心,忽略了医生细微的观点,对信心在诊断过程中所起的作用的理解有限。我们进行了一项混合方法研究,以更好地了解诊断信心,以及信心(或缺乏信心)如何影响医生的健康。方法:在这项混合方法研究中,对16家医院的执业医生进行了20次半结构化虚拟访谈。参与者反映了他们对最终诊断感到“非常”自信和“不那么自信”的病例。信心量表被包括在访谈中,以获得参与者对他们的最终诊断和他们的诊断过程的信心的定量测量。结果:医生对最终诊断的概念和报告信心与对诊断方法的信心不同。我们发现,即使在最终诊断有相当大的不确定性的情况下,医生也能对他们的诊断方法保持高度的信心。此外,我们的结果表明,对诊断方法的信心更积极地反映了医生的福祉。结论:虽然医生经常对他们的最终诊断感到不确定,但如果他们对诊断方法有信心,他们就能更好地处理这种不确定性。研究诊断方法中的信心不仅是获得对诊断决策中涉及的认知过程的更全面理解的关键,也是改善医生福祉的关键。
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引用次数: 0
Reviewer Acknowledgment. 评论家承认。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-23 DOI: 10.1515/dx-2026-2001
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引用次数: 0
Spurious test results as a diagnostic clue - pseudohyponatremia revealing multiple myeloma. 假的测试结果作为诊断线索-假性低钠血症显示多发性骨髓瘤。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-13 DOI: 10.1515/dx-2025-0150
Francesca Pons-Vidal, Macarena Calvente de Rávena, María Ortiz-Espejo

Objectives: To describe a case of a pseudohyponatremia secondary to hyperproteinemia in multiple myeloma and to emphasize the importance of analytical verification and laboratory-clinical collaboration to prevent diagnostic errors.

Case presentation: A 55 year-old male presented with severe hyponatremia (119 mmol/L) but paradoxically elevated serum osmolarity, suggesting that the hyponatremia might represent a laboratory artifact. Repeat serum sodium measurement by direct potentiometry with ion-specific electrodes yielded a normal value of 137 mmol/L, confirming artifactual hyponatremia. Additional tests revealed marked hyperproteinemia due to an IgG-kappa monoclonal component, leading to the diagnosis of multiple myeloma.

Conclusions: This case highlights the importance of artifacts in laboratory measurement, in this case recognizing analytical interferences when discordant hyponatremia is found. Confirmatory testing by direct potentiometry ion-specific electrodes prevents misdiagnosis and inappropriate therapy. Early identification of pseudohyponatremia further emphasizes the crucial role of the laboratory in ensuring accurate interpretation and optimizing patient management.

目的:描述一例多发性骨髓瘤继发于高蛋白血症的假性低钠血症,并强调分析验证和实验室-临床合作的重要性,以防止诊断错误。病例介绍:一名55岁男性表现为严重的低钠血症(119 mmol/L),但矛盾的是血清渗透压升高,提示低钠血症可能是实验室的假产物。用离子特异性电极直接电位法重复测定血清钠,正常值为137 mmol/L,确认人为低钠血症。额外的测试显示由于IgG-kappa单克隆成分引起的显著高蛋白血症,导致多发性骨髓瘤的诊断。结论:本病例强调了实验室测量中伪影的重要性,在这种情况下,当发现不一致的低钠血症时,识别分析干扰。通过直接电位测定离子特异性电极的验证性测试可防止误诊和不适当的治疗。假性低钠血症的早期识别进一步强调了实验室在确保准确解释和优化患者管理方面的关键作用。
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引用次数: 0
Raised alpha fetoprotein in cirrhotic liver with colorectal liver metastasis mimicking hepatocellular carcinoma: case report and review of literature. 肝硬化合并结直肠肝转移型肝细胞癌的甲胎蛋白升高:病例报告及文献复习。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-13 DOI: 10.1515/dx-2025-0143
Aboje Adugba, Dominic Obotu Ayegba, Mansour Al Moundhri, Kareem Al Rezk, Rawan AlMallah, Ramesh Babu Telugu, Abdallah Al Farai

Objectives: To highlight the diagnostic challenges posed by alpha-fetoprotein (AFP)-producing colorectal adenocarcinoma presenting with liver metastases in a cirrhotic background, which may closely mimic hepatocellular carcinoma (HCC).

Case presentation: A 58-year-old man with chronic hepatitis B and cirrhosis, previously treated for rectosigmoid adenocarcinoma, presented with progressive abdominal fullness and markedly elevated AFP (315 KIU/L). Imaging showed multiple arterially enhancing hepatic lesions with washout, highly suggestive of HCC in a cirrhotic liver. Given the patient's history and risk factors, the initial diagnostic impression favored HCC. However, core biopsy of a liver lesion revealed poorly differentiated adenocarcinoma consistent with colorectal origin (CK20 positive, CK7 patchy positive, CDX2 negative). Surgical resection was contraindicated due to severe aortic stenosis and prior chemotherapy toxicity. The patient received palliative systemic therapy but developed hepatic decompensation and died of progressive disease. A literature review identified only a few reports of AFP-producing colorectal cancers, most presenting with advanced disease and poor outcomes, with cirrhotic background being exceptionally rare.

Conclusions: AFP-producing colorectal adenocarcinoma with liver metastases can masquerade as HCC, particularly in patients with underlying liver disease. This case underscores the need for histological confirmation of atypical hepatic lesions to avoid misdiagnosis. Awareness of this rare entity and careful clinical reasoning are crucial to guide appropriate management and highlight pitfalls in diagnostic practice.

目的:强调在肝硬化背景下以肝转移为表现的产生甲胎蛋白(AFP)的结直肠腺癌的诊断挑战,这可能与肝细胞癌(HCC)非常相似。病例介绍:一名58岁男性慢性乙型肝炎和肝硬化患者,曾因直肠乙状结肠腺癌接受治疗,表现为进行性腹胀和AFP明显升高(315 KIU/L)。影像学显示多发性动脉增强的肝脏病变伴冲洗,高度提示肝硬化肝细胞癌。考虑到患者的病史和危险因素,最初的诊断印象倾向于HCC。然而,肝病变的核心活检显示低分化腺癌与结直肠起源一致(CK20阳性,CK7斑片状阳性,CDX2阴性)。由于严重的主动脉狭窄和先前的化疗毒性,手术切除是禁忌。患者接受了姑息性全身治疗,但出现了肝脏失代偿,并因疾病进展而死亡。文献综述只发现了少数产生afp的结直肠癌的报告,大多数表现为晚期疾病和不良预后,肝硬化背景非常罕见。结论:肝转移的产生afp的结直肠癌可以伪装成HCC,特别是在有潜在肝脏疾病的患者中。本病例强调了对非典型肝脏病变进行组织学确认以避免误诊的必要性。意识到这种罕见的实体和仔细的临床推理是至关重要的指导适当的管理和突出陷阱在诊断实践。
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引用次数: 0
Rationalisation of a thrombophilia panel using laboratory medicine Delphi-like consensus evaluation and secondary artificial intelligence-based simulation assessment. 使用实验室医学类德尔菲共识评估和基于人工智能的二次模拟评估来合理化血栓治疗小组。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-13 DOI: 10.1515/dx-2025-0144
Bernhard Strasser, Sebastian Mustafa, Erich Wimmer, Josef Seier

Objectives: It is important to review laboratory test panels regularly and omit unnecessary tests. This avoids overdiagnosis and makes laboratory work more targeted. Artificial intelligence is increasingly being discussed as a possible aid in such decisions. The aim of the study was to revise an existing thrombophilia panel with the help of a modified Delphi consensus of laboratory physicians and to examine whether large language models (LLMs) can mimic such decision-making processes and serve as a support tool.

Methods: The study was conducted in two steps. First, six experts evaluated various thrombophilia parameters in three Delphi rounds, assessing technical reliability and clinical significance. Selected LLMs (Elicit, Consensus, and STORM) were then tested with questions. Their results were compared with the Delphi consensus. Agreement was calculated using percentage concordance and Cohen's κ.

Results: PAI-1 genotyping, MTHFR genotyping, homocysteine and APC resistance were removed from the standard panel, and anti-annexin-V antibodies and anti-phosphatidylserine/prothrombin antibodies were completely eliminated. The reduced panel was incorporated into routine practice, with facultative parameters remaining available as second-line tests. Agreement between the LLMs and the experts was slight when using open prompts (κ ≈ 0.25), although, with specific questions, the agreement was higher (κ 0.50-0.52). However, the LLMs did not take into account analytical and technical aspects.

Conclusions: Thrombophilia panels should be reviewed regularly to avoid the application of unnecessary tests and ensure high diagnostic quality. The Delphi process is a suitable tool for this. LLMs can provide supporting information, but are currently no substitute for the experience and consensus of medical experts.

目的:重要的是定期审查实验室测试面板,并省略不必要的测试。这避免了过度诊断,使实验室工作更有针对性。人们越来越多地讨论人工智能作为此类决策的可能辅助工具。该研究的目的是在实验室医生修改德尔菲共识的帮助下修改现有的血栓病小组,并检查大型语言模型(LLMs)是否可以模拟这种决策过程并作为支持工具。方法:本研究分两步进行。首先,六位专家在三轮德尔菲中评估了各种血栓形成参数,评估了技术可靠性和临床意义。然后用问题测试选定的llm (Elicit, Consensus和STORM)。他们的结果与德尔菲共识进行比较。使用百分比一致性和Cohen’s κ来计算一致性。结果:PAI-1基因分型、MTHFR基因分型、同型半胱氨酸和APC耐药均从标准板中去除,抗膜联蛋白- v抗体和抗磷脂酰丝氨酸/凝血酶原抗体完全消除。缩小后的面板被纳入常规实践,同时兼任参数仍可作为二线测试。当使用开放提示时,法学硕士和专家之间的一致性很小(κ≈0.25),尽管对于特定问题,一致性更高(κ 0.50-0.52)。然而,法学硕士没有考虑到分析和技术方面。结论:血栓形成检查应定期复查,避免不必要的检查,保证高诊断质量。Delphi过程是一个合适的工具。法学硕士可以提供辅助信息,但目前不能代替医学专家的经验和共识。
{"title":"Rationalisation of a thrombophilia panel using laboratory medicine Delphi-like consensus evaluation and secondary artificial intelligence-based simulation assessment.","authors":"Bernhard Strasser, Sebastian Mustafa, Erich Wimmer, Josef Seier","doi":"10.1515/dx-2025-0144","DOIUrl":"https://doi.org/10.1515/dx-2025-0144","url":null,"abstract":"<p><strong>Objectives: </strong>It is important to review laboratory test panels regularly and omit unnecessary tests. This avoids overdiagnosis and makes laboratory work more targeted. Artificial intelligence is increasingly being discussed as a possible aid in such decisions. The aim of the study was to revise an existing thrombophilia panel with the help of a modified Delphi consensus of laboratory physicians and to examine whether large language models (LLMs) can mimic such decision-making processes and serve as a support tool.</p><p><strong>Methods: </strong>The study was conducted in two steps. First, six experts evaluated various thrombophilia parameters in three Delphi rounds, assessing technical reliability and clinical significance. Selected LLMs (Elicit, Consensus, and STORM) were then tested with questions. Their results were compared with the Delphi consensus. Agreement was calculated using percentage concordance and Cohen's κ.</p><p><strong>Results: </strong>PAI-1 genotyping, MTHFR genotyping, homocysteine and APC resistance were removed from the standard panel, and anti-annexin-V antibodies and anti-phosphatidylserine/prothrombin antibodies were completely eliminated. The reduced panel was incorporated into routine practice, with facultative parameters remaining available as second-line tests. Agreement between the LLMs and the experts was slight when using open prompts (κ ≈ 0.25), although, with specific questions, the agreement was higher (κ 0.50-0.52). However, the LLMs did not take into account analytical and technical aspects.</p><p><strong>Conclusions: </strong>Thrombophilia panels should be reviewed regularly to avoid the application of unnecessary tests and ensure high diagnostic quality. The Delphi process is a suitable tool for this. LLMs can provide supporting information, but are currently no substitute for the experience and consensus of medical experts.</p>","PeriodicalId":11273,"journal":{"name":"Diagnosis","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145951312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hijacked medical journals and the risk to scholarly integrity: a web analytics study of prevalence, traffic channels, and geographic origins of traffic. 被劫持的医学期刊和学术诚信的风险:一项关于流行、流量渠道和流量地理来源的网络分析研究。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-07 DOI: 10.1515/dx-2025-0158
Edit Ilona Pallás, Mehdi Dadkhah, Lóránt Dénes Dávid

Objectives: The integrity of research and science is increasingly under threat from questionable journals. In particular, hijacked journals rapidly expand, propagating scam-based, non-peer-reviewed publications. While the academic literature offers discussions, developed methodologies, and block lists to combat these fraudulent journals, the most prevalent hijacked journals and their primary distribution channels remain ambiguous.

Methods: To bridge this knowledge gap, the current study utilized a list of 380 previously detected hijacked journals and the web analytics platform Semrush to identify the most visited hijacked journals and their primary channels for attracting web traffic. This research first analyzes hijacked journals across various fields and then focuses specifically on hijacked medical journals.

Results: Our findings demonstrate that over 50 % of previously detected hijacked journals are active, primarily attracting researchers via email, search engines, and artificial intelligence (AI) tools. Furthermore, the majority of visitors to these journal websites originate from India. The results for medical journals align with these overall trends.

Conclusions: Addressing the significant problem these questionable journals pose necessitates implementing legal action and technological solutions.

目标:研究和科学的完整性正日益受到可疑期刊的威胁。特别是,被劫持的期刊迅速扩张,传播基于欺诈的、未经同行评审的出版物。虽然学术文献提供了讨论、开发的方法和阻止名单来打击这些欺诈性期刊,但最普遍的被劫持期刊及其主要分销渠道仍然模糊不清。方法:为了弥补这一知识差距,目前的研究利用了之前检测到的380种被劫持期刊的列表和网络分析平台Semrush来确定访问量最大的被劫持期刊及其吸引网络流量的主要渠道。本研究首先分析了各领域被劫持的期刊,然后特别关注被劫持的医学期刊。结果:我们的研究结果表明,超过50%之前检测到的被劫持期刊是活跃的,主要通过电子邮件、搜索引擎和人工智能(AI)工具吸引研究人员。此外,这些期刊网站的大多数访问者来自印度。医学期刊的研究结果与这些总体趋势一致。结论:解决这些有问题的期刊造成的重大问题需要采取法律行动和技术解决方案。
{"title":"Hijacked medical journals and the risk to scholarly integrity: a web analytics study of prevalence, traffic channels, and geographic origins of traffic.","authors":"Edit Ilona Pallás, Mehdi Dadkhah, Lóránt Dénes Dávid","doi":"10.1515/dx-2025-0158","DOIUrl":"https://doi.org/10.1515/dx-2025-0158","url":null,"abstract":"<p><strong>Objectives: </strong>The integrity of research and science is increasingly under threat from questionable journals. In particular, hijacked journals rapidly expand, propagating scam-based, non-peer-reviewed publications. While the academic literature offers discussions, developed methodologies, and block lists to combat these fraudulent journals, the most prevalent hijacked journals and their primary distribution channels remain ambiguous.</p><p><strong>Methods: </strong>To bridge this knowledge gap, the current study utilized a list of 380 previously detected hijacked journals and the web analytics platform Semrush to identify the most visited hijacked journals and their primary channels for attracting web traffic. This research first analyzes hijacked journals across various fields and then focuses specifically on hijacked medical journals.</p><p><strong>Results: </strong>Our findings demonstrate that over 50 % of previously detected hijacked journals are active, primarily attracting researchers via email, search engines, and artificial intelligence (AI) tools. Furthermore, the majority of visitors to these journal websites originate from India. The results for medical journals align with these overall trends.</p><p><strong>Conclusions: </strong>Addressing the significant problem these questionable journals pose necessitates implementing legal action and technological solutions.</p>","PeriodicalId":11273,"journal":{"name":"Diagnosis","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trends in diagnostic error research across Asia: a quantitative content analysis. 亚洲诊断错误研究趋势:定量内容分析。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-07 DOI: 10.1515/dx-2025-0145
Ren Kawamura, Taro Shimizu

Objectives: This study examined recent trends in diagnostic error research across Asia-Pacific region, with a focus on Japan, using quantitative content analysis.

Methods: A PubMed search identified diagnostic error-related publications from Asian countries, Australia, and New Zealand between January 2016 and July 2025. Three datasets (Asia-Pacific, Japan, Asia-Pacific excluding Japan) were created. Article titles were analyzed using KH Coder to generate co-occurrence networks and identify key research themes. Temporal trends were assessed using correspondence analysis with publication year as an external variable.

Results: A total of 815 articles were retrieved. Over 90 % originated from five high-gross domestic product (GDP) countries (China, Japan, Australia, India, and South Korea). Shared themes included diagnostic error, clinical characteristics, AI and machine learning, and study type. Japan was characterized by studies from general internal medicine and primary care, including malpractice claims and trainee education, whereas other regions emphasized cancer diagnostics, molecular and translational medicine, and AI system development. From 2023 onward, AI-related terms became increasingly prominent.

Conclusions: Diagnostic error research in the Asia-Pacific is highly concentrated and reflects differing healthcare contexts and resource disparities. Strengthening regional networks, joint funding mechanisms, and collaboration with initiatives may enhance diagnostic safety and equity across the region.

目的:本研究考察了亚太地区诊断错误研究的最新趋势,重点是日本,使用定量内容分析。方法:PubMed检索了2016年1月至2025年7月期间来自亚洲国家、澳大利亚和新西兰的诊断错误相关出版物。创建了三个数据集(亚太、日本、亚太不包括日本)。使用KH Coder对文章标题进行分析,生成共现网络并确定关键研究主题。以出版年份作为外部变量,采用对应分析评估时间趋势。结果:共检索到815篇文献。超过90% %来自五个国内生产总值(GDP)高的国家(中国,日本,澳大利亚,印度和韩国)。共享的主题包括诊断错误、临床特征、人工智能和机器学习以及研究类型。日本的特点是一般内科和初级保健研究,包括医疗事故索赔和培训生教育,而其他地区则强调癌症诊断、分子和转化医学以及人工智能系统开发。从2023年开始,人工智能相关的术语变得越来越突出。结论:亚太地区诊断错误研究高度集中,反映了不同的医疗环境和资源差异。加强区域网络、联合筹资机制以及与倡议合作,可提高整个区域的诊断安全性和公平性。
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引用次数: 0
Visual heuristics and basal cell carcinoma: pitfalls and strategies for clinical vigilance. 视觉启发式与基底细胞癌:临床警惕的陷阱和策略。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-07 DOI: 10.1515/dx-2025-0100
Helena M Nammour, T Austin Black, Mary E Dyson, Maryam Niazi, Rashid M Rashid

Objectives: To examine how visual heuristics contribute to the clinical misdiagnosis of basal cell carcinoma (BCC) and to identify common heuristic patterns that may lead to diagnostic error in dermatologic practice.

Methods: A review of published case reports and observational studies was conducted to identify instances in which BCC was misdiagnosed or mischaracterized prior to histopathologic confirmation. Articles were analyzed for recurring clinical features that influenced diagnostic reasoning. Heuristic patterns contributing to misdiagnosis were categorized thematically.

Results: Heuristics, or mental shortcuts used to streamline clinical decision-making, are widely used in dermatology due to their highly visual and pattern-based nature. While often efficient, they can introduce cognitive bias when lesions deviate from expected presentations. Analysis of misdiagnosed BCC cases revealed five key heuristic categories: pigmentation, lesion location, morphology or texture, patient age, and skin type. Misdiagnosis was most common in pigmented lesions, uncommon anatomical sites, and in patients with skin of color or younger age.

Conclusions: Visual heuristics play a central role in dermatologic diagnosis but may undermine accuracy when atypical features are present. Increased awareness of these diagnostic pitfalls, together with systematic dermoscopic evaluation and a low threshold for biopsy, can help reduce error and improve outcomes.

目的:研究视觉启发式如何导致基底细胞癌(BCC)的临床误诊,并确定在皮肤科实践中可能导致诊断错误的常见启发式模式。方法:回顾已发表的病例报告和观察性研究,以确定在组织病理学确认之前被误诊或错误表征的BCC病例。对影响诊断推理的反复出现的临床特征进行分析。对导致误诊的启发式模式进行了主题分类。结果:启发式,或用于简化临床决策的心理捷径,由于其高度可视化和基于模式的性质,在皮肤病学中广泛使用。虽然它们通常是有效的,但当病变偏离预期表现时,它们可能会引入认知偏差。分析误诊的BCC病例揭示了五个关键的启发式分类:色素沉着,病变位置,形态或质地,患者年龄和皮肤类型。误诊是最常见的色素病变,不常见的解剖部位,并在患者的皮肤颜色或年轻。结论:视觉启发式在皮肤科诊断中发挥着核心作用,但当出现非典型特征时,可能会降低准确性。提高对这些诊断缺陷的认识,加上系统的皮肤镜评估和较低的活检阈值,可以帮助减少错误并改善结果。
{"title":"Visual heuristics and basal cell carcinoma: pitfalls and strategies for clinical vigilance.","authors":"Helena M Nammour, T Austin Black, Mary E Dyson, Maryam Niazi, Rashid M Rashid","doi":"10.1515/dx-2025-0100","DOIUrl":"https://doi.org/10.1515/dx-2025-0100","url":null,"abstract":"<p><strong>Objectives: </strong>To examine how visual heuristics contribute to the clinical misdiagnosis of basal cell carcinoma (BCC) and to identify common heuristic patterns that may lead to diagnostic error in dermatologic practice.</p><p><strong>Methods: </strong>A review of published case reports and observational studies was conducted to identify instances in which BCC was misdiagnosed or mischaracterized prior to histopathologic confirmation. Articles were analyzed for recurring clinical features that influenced diagnostic reasoning. Heuristic patterns contributing to misdiagnosis were categorized thematically.</p><p><strong>Results: </strong>Heuristics, or mental shortcuts used to streamline clinical decision-making, are widely used in dermatology due to their highly visual and pattern-based nature. While often efficient, they can introduce cognitive bias when lesions deviate from expected presentations. Analysis of misdiagnosed BCC cases revealed five key heuristic categories: pigmentation, lesion location, morphology or texture, patient age, and skin type. Misdiagnosis was most common in pigmented lesions, uncommon anatomical sites, and in patients with skin of color or younger age.</p><p><strong>Conclusions: </strong>Visual heuristics play a central role in dermatologic diagnosis but may undermine accuracy when atypical features are present. Increased awareness of these diagnostic pitfalls, together with systematic dermoscopic evaluation and a low threshold for biopsy, can help reduce error and improve outcomes.</p>","PeriodicalId":11273,"journal":{"name":"Diagnosis","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Decision curve analysis explained. 解释了决策曲线分析。
IF 2 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-07 DOI: 10.1515/dx-2025-0113
Javier Arredondo Montero

Decision curve analysis (DCA) bridges the gap between statistical accuracy and clinical usefulness - a distinction frequently overlooked in diagnostic research. Using a simulated cohort representing a real-world diagnostic scenario, this tutorial demonstrates how predictors with similar ROC-based performance can yield markedly different net benefit profiles when evaluated through DCA. Three tools were compared: a strong predictor (composite clinical score), a moderate biomarker (leukocytes), and a weak marker with modest AUC but limited practical value (serum sodium). Whereas ROC curves portray discrimination alone, decision curves situate performance within real clinical trade-offs, making explicit when a model adds value beyond default strategies such as treating all or none. The tutorial provides a step-by-step framework for interpretation, clarifies frequent misconceptions (thresholds, prevalence effects, calibration), and illustrates how DCA incorporates the consequences of decisions rather than just their statistical accuracy. Rather than adding 'just another metric', DCA reframes evaluation around a practical question: does using this model improve decisions across clinically reasonable thresholds?

决策曲线分析(DCA)弥合了统计准确性和临床有用性之间的差距,这是诊断研究中经常被忽视的一个区别。本教程使用代表真实世界诊断场景的模拟队列,演示了在通过DCA进行评估时,具有相似基于roc性能的预测器如何产生明显不同的净收益概况。比较了三种工具:强预测因子(综合临床评分)、中等生物标志物(白细胞)和AUC中等但实用价值有限的弱标志物(血清钠)。ROC曲线单独描绘了歧视,而决策曲线则将表现置于真实的临床权衡之中,明确了当模型比默认策略(如全部治疗或不治疗)增加价值时。本教程为解释提供了一个循序渐进的框架,澄清了常见的误解(阈值、流行效应、校准),并说明了DCA如何结合决策的结果,而不仅仅是它们的统计准确性。DCA不是增加“另一个指标”,而是围绕一个实际问题重新构建评估:使用该模型是否可以改善临床合理阈值的决策?
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引用次数: 0
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Diagnosis
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