Clinical decision-making

临床决策
  • 文章类型: Journal Article
    背景:随着慢性淋巴细胞白血病(CLL)和套细胞淋巴瘤(MCL)治疗的最新进展,医疗保健专家可能会面临挑战,根据最新证据为这些疾病的患者提供最佳护理,做出治疗和管理决策。本研究旨在确定特定的知识,技能,以及影响CLL和MCL治疗的信心差距,为未来的教育活动提供信息。
    方法:血液学家和血液肿瘤学家(HCP,n=224)来自法国(学术环境),德国,美国(学术和社区环境)回应了15分钟的定量需求评估调查,该调查测量了感知知识,技能,以及对CLL和MCL患者治疗和管理不同方面的信心水平,以及临床病例问题。进行描述性统计(交叉表)和卡方检验。
    结果:确定了四个教育需求领域:(1)治疗指南的次优知识;(2)分子测试的次优知识,以告知CLL/MCL治疗决策;(3)根据患者概况做出治疗决策时的次优技能(合并症,分子检测结果);和(4)挑战平衡毒性风险与治疗益处。超过三分之一的受访者表示,在选择合适的治疗方案和处方疗法时存在技能差距,并且缺乏启动和管理治疗的信心。MCL在患者评估的指南知识和技能方面存在较大差距,与CLL相比。
    结论:这项研究表明需要继续医学教育,特别是提高治疗指南的知识。并协助临床医生在面对具有特定合并症和/或分子检测结果的患者的临床决策情景时发展技能和信心,例如,通过基于案例的学习活动。
    BACKGROUND: With recent advancements in the treatment of chronic lymphocytic leukemia (CLL) and mantle cell lymphoma (MCL), healthcare specialists may face challenges making treatment and management decisions based on latest evidence for the optimal care of patients with these conditions. This study aimed to identify specific knowledge, skills, and confidence gaps impacting the treatment of CLL and MCL, to inform future educational activities.
    METHODS: Hematologists and hemato-oncologists (HCPs, n = 224) from France (academic settings), Germany, and the United States (academic and community settings) responded to a 15-minute quantitative needs assessment survey that measured perceived knowledge, skills, and confidence levels regarding different aspects of treatment and management of CLL and MCL patients, as well as clinical case questions. Descriptive statistics (cross tabulations) and Chi-square tests were conducted.
    RESULTS: Four areas of educational need were identified: (1) sub-optimal knowledge of treatment guidelines; (2) sub-optimal knowledge of molecular testing to inform CLL/MCL treatment decisions; (3) sub-optimal skills when making treatment decisions according to patient profile (co-morbidities, molecular testing results); and (4) challenges balancing the risk of toxicities with benefits of treatment. Over one-third of the respondents reported skill gaps when selecting suitable treatment options and prescribing therapies and reported a lack in confidence to initiate and manage treatment. Larger gaps in knowledge of guidelines and skills in patient assessment were identified in MCL, compared to CLL.
    CONCLUSIONS: This study suggests the need for continuing medical education specifically to improve knowledge of treatment guidelines, and to assist clinicians in developing skills and confidence when faced with clinical decision-making scenarios of patients with specific comorbidities and/or molecular test results, for example, through case-based learning activities.
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  • 文章类型: Journal Article
    目的:系统评价和医学指南在临床实践中被广泛使用。然而,这些通常不是最新的,并且集中在普通患者身上.因此,我们的目标是评估一个指南附加组件,TherapySelector(TS),这是基于所有可用高质量研究的每月更新数据,分类为特定的患者概况。
    方法:我们在2015年至2020年期间,在接受直接作用抗病毒药物治疗的国际患者队列中评估了TS对丙型肝炎(HCV)的治疗。主要结果是接受HCVTS两种首选治疗方案之一的患者人数,基于最高水平的证据,治愈率,没有利巴韦林相关的不良反应,和治疗持续时间。
    结果:我们招募了567名患者。根据HCVTS,接受两种首选治疗方案之一治疗的患者数量介于27%(2015年)和60%(2020年;p<0.001)之间。大多数患者接受治疗持续时间较长(高达34%)和/或加用利巴韦林(高达14%)的方案。与实际治疗相比,当给予第一优选的TherapySelector选项时,对预期治愈率的影响是最小的(高1-6%)。
    结论:医学决策可以通过附加指南来优化;在HCV中,其使用似乎可以最大程度地减少不良反应和成本。使用这种附加功能可能会对治愈率欠佳的疾病产生更大的影响,高成本或不利影响,治疗方案依赖于特定的患者特征。
    OBJECTIVE: Systematic reviews and medical guidelines are widely used in clinical practice. However, these are often not up-to-date and focussed on the average patient. We therefore aimed to evaluate a guideline add-on, TherapySelector (TS), which is based on monthly updated data of all available high-quality studies, classified in specific patient profiles.
    METHODS: We evaluated the TS for the treatment of hepatitis C (HCV) in an international cohort of patients treated with direct-acting antivirals between 2015 and 2020. The primary outcome was the number of patients receiving one of the two preferred treatment options of the HCV TS, based on the highest level of evidence, cure rate, absence of ribavirin-associated adverse effects, and treatment duration.
    RESULTS: We enrolled 567 patients. The number of patients treated with one of the two preferred treatment options according to the HCV TS ranged between 27% (2015) and 60% (2020; p < 0.001). Most of the patients received a regimen with a longer treatment-duration (up to 34%) and/or addition of ribavirin (up to 14%). The effect on the expected cure-rate was minimal (1-6% higher) when the first preferred TherapySelector option was given compared to the actual treatment.
    CONCLUSIONS: Medical decision-making can be optimised by a guideline add-on; in HCV its use appears to minimise adverse effects and cost. The use of such an add-on might have a greater impact in diseases with suboptimal cure-rates, high costs or adverse effects, for which treatment options rely on specific patient characteristics.
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  • 文章类型: Journal Article
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    文章类型: Journal Article
    ChatGPT形式的人工智能(AI)迅速引起了医生和医学教育工作者的关注。虽然它对更多的常规医疗任务有很大的希望,可以扩大一个人的鉴别诊断,并且可以帮助评估图像,如射线照片和心电图,该技术主要基于类似于模式识别的高级算法。与这些进步相关的关键问题之一是:人工智能的增长对医学教育意味着什么,特别是批判性思维和临床推理的发展?在这篇评论中,我们将探索认知理论的要素,这些要素是指导医生通过诊断案例进行推理的方式的基础,并比较假设演绎推理,经常使用疾病脚本,用归纳推理,这是基于对健康和疾病机制的更深入的理解。将研究认知偏差问题及其对诊断错误的影响。还将描述常规和适应性专业知识的构造。人工智能在诊断问题解决中的应用,以及对种族和性别偏见的担忧,将被划定。使用几个案例示例,我们将展示这项技术的局限性及其潜在的陷阱,并概述未来几年医学教育可能需要采取的方向。
    Artificial intelligence (AI) in the form of ChatGPT has rapidly attracted attention from physicians and medical educators. While it holds great promise for more routine medical tasks, may broaden one\'s differential diagnosis, and may be able to assist in the evaluation of images, such as radiographs and electrocardiograms, the technology is largely based on advanced algorithms akin to pattern recognition. One of the key questions raised in concert with these advances is: What does the growth of artificial intelligence mean for medical education, particularly the development of critical thinking and clinical reasoning? In this commentary, we will explore the elements of cognitive theory that underlie the ways in which physicians are taught to reason through a diagnostic case and compare hypothetico-deductive reasoning, often employing illness scripts, with inductive reasoning, which is based on a deeper understanding of mechanisms of health and disease. Issues of cognitive bias and their impact on diagnostic error will be examined. The constructs of routine and adaptive expertise will also be delineated. The application of artificial intelligence to diagnostic problem solving, along with concerns about racial and gender bias, will be delineated. Using several case examples, we will demonstrate the limitations of this technology and its potential pitfalls and outline the direction medical education may need to take in the years to come.
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  • 文章类型: Journal Article
    背景:必须全面,正确地解释指南,以规范临床过程。然而,这一过程具有挑战性,需要口译员具有医学背景和资格。在这项研究中,评估了ChatGPT3.5回答与2019年重症急性胰腺炎指南相关的临床问题的准确性.
    结果:使用2019年重症急性胰腺炎指南进行了一项观察性研究。该研究比较了ChatGPT3.5在英语和汉语中的准确性,发现它在英语中(71%)比在汉语中(59%)更准确(P值:0.203)。此外,该研究评估了ChatGPT3.5回答简答题与真/假问题的准确性,发现它回答简答题(76%)比回答真/假问题(60%)更准确(P值:0.405).
    结论:对于重症急性胰腺炎的临床医生,ChatGPT3.5可能具有潜在价值。然而,临床决策不应过分依赖它。
    BACKGROUND: Guidelines must be interpreted comprehensively and correctly to standardize the clinical process. However, this process is challenging and requires interpreters to have a medical background and qualifications. In this study, the accuracy of ChatGPT3.5 in answering clinical questions related to the 2019 guidelines for severe acute pancreatitis was evaluated.
    RESULTS: An observational study was conducted using the 2019 guidelines for severe acute pancreatitis. The study compared the accuracy of ChatGPT3.5 in English versus Chinese and found that it was more accurate in English (71%) than in Chinese (59%) (P value: 0.203). Additionally, the study assessed the accuracy of ChatGPT3.5 in answering short-answer questions versus true/false questions and found that it was more accurate in answering short-answer questions (76%) than in answering true/false questions (60%) (P value: 0.405).
    CONCLUSIONS: For clinicians managing severe acute pancreatitis, ChatGPT3.5 may have potential value. However, it should not be relied upon excessively for clinical decision making.
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  • 文章类型: Journal Article
    背景:代理人,代理,和临床医生为失去决策能力的患者做出共同的治疗决策往往不能满足患者的愿望,由于压力,时间压力,误解病人的价值观,投射个人偏见。预先指令旨在使护理与患者价值保持一致,但受限于低完成率和仅适用于医疗决策的子集。这里,在概念验证研究中,我们调查了大型语言模型(LLM)在支持无行为能力患者的重症监护临床决策中纳入患者价值的潜力.
    方法:我们模拟了50名决定性的无行为能力患者的基于文本的情景,这些患者的医疗状况需要就特定干预措施做出迫在眉睫的临床决定。对于每个病人来说,我们还模拟了使用替代格式捕获的五个独特的价值概况:数字排名问卷,基于文本的问卷,和自由文本叙述。我们将预训练的生成LLM用于两个任务:1)文本提取正在考虑的治疗方法和2)基于提示的问答以响应场景信息生成建议,提取处理,和患者价值档案。模型输出与三名领域专家的裁决进行了比较,他们独立评估了每个方案和决策。
    结论:在88%(n=44/50)的情况下,所讨论的治疗的自动提取是准确的。LLM治疗建议在所有患者中获得了平均李克特评分3.92的5.00分(五个是最好的),因为所有患者都是医学上合理和合理的治疗建议,和5.00中的3.58反映了患者的记录值。当患者值被捕获为短时,分数最高,非结构化,和基于模拟患者资料的自由文本叙述。这个概念验证研究证明了LLM作为代理的支持工具的潜力,代理,和临床医生旨在尊重决定性丧失工作能力的患者的愿望和价值观。
    BACKGROUND: Surrogates, proxies, and clinicians making shared treatment decisions for patients who have lost decision-making capacity often fail to honor patients\' wishes, due to stress, time pressures, misunderstanding patient values, and projecting personal biases. Advance directives intend to align care with patient values but are limited by low completion rates and application to only a subset of medical decisions. Here, we investigate the potential of large language models (LLMs) to incorporate patient values in supporting critical care clinical decision-making for incapacitated patients in a proof-of-concept study.
    METHODS: We simulated text-based scenarios for 50 decisionally incapacitated patients for whom a medical condition required imminent clinical decisions regarding specific interventions. For each patient, we also simulated five unique value profiles captured using alternative formats: numeric ranking questionnaires, text-based questionnaires, and free-text narratives. We used pre-trained generative LLMs for two tasks: 1) text extraction of the treatments under consideration and 2) prompt-based question-answering to generate a recommendation in response to the scenario information, extracted treatment, and patient value profiles. Model outputs were compared with adjudications by three domain experts who independently evaluated each scenario and decision.
    CONCLUSIONS: Automated extractions of the treatment in question were accurate for 88% (n = 44/50) of scenarios. LLM treatment recommendations received an average Likert score by the adjudicators of 3.92 of 5.00 (five being best) across all patients for being medically plausible and reasonable treatment recommendations, and 3.58 of 5.00 for reflecting the documented values of the patient. Scores were highest when patient values were captured as short, unstructured, and free-text narratives based on simulated patient profiles. This proof-of-concept study demonstrates the potential for LLMs to function as support tools for surrogates, proxies, and clinicians aiming to honor the wishes and values of decisionally incapacitated patients.
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  • 文章类型: Journal Article
    背景:免疫实践咨询委员会发布了一项针对27-45岁人群的HPV疫苗接种的共同临床决策(SCDM)建议。由于扩大了疫苗的资格,关于该年龄段女性的HPV疫苗接种行为和意向的信息很少.
    方法:我们对通过Qualtrics™调查小组招募的27-45岁女性(N=324)进行了一项横断面在线调查,以回答以下问题:(1)在27-45岁的成年女性中,HPV疫苗的流行率是多少?(2)以前接种过或没有接种过疫苗的人的特征是什么?(3)在未进行过评估的95%ACI中,
    结果:只有31.1%的人接种了至少一剂HPV疫苗。在多变量分析中,那些更有可能接种疫苗的人更年轻,更有可能相信疫苗是有效的。那些没有接种疫苗或不确定的人,54.8%的人表示他们将来可能会接种疫苗。与未来疫苗意向相关的因素(与不打算的相比)包括对疫苗测试的信念,认为HPV感染的可能性,更舒适地要求一个人的提供者接种疫苗,和以前的负面医疗保健经验。
    结论:我们的研究结果表明,这个年龄段的许多女性对HPV疫苗接种感兴趣。虽然建议对该年龄段的所有女性进行SCDM而不是常规疫苗接种,促进中年妇女知情决策的努力可能包括对妇女进行严格的疫苗测试和批准程序的教育,他们的HPV感染的危险因素,并鼓励他们与他们的医疗提供者进行SCDM。也可能需要有针对性地努力接触那些在医疗保健方面有负面经历的女性。
    BACKGROUND: The Advisory Committee on Immunization Practices issued a shared clinical decision-making (SCDM) recommendation for HPV vaccination in persons aged 27-45. Since expanded eligibility for the vaccine was issued, little information has been available about HPV vaccine behaviors and intentions among women in this age group.
    METHODS: We conducted a cross-sectional online survey among women aged 27-45 years recruited through a Qualtrics™ respondent panel (N = 324) to answer the following questions (1) What is the prevalence of HPV vaccination among a diverse sample of adult women aged 27-45 years? (2) What are the characteristics of those who have or have not previously been vaccinated? and (3) What factors are associated with the intention to obtain the HPV vaccine among those who had never been vaccinated? Multivariable logistic regression analyses estimated adjusted odds ratios (AORs) and 95% confidence intervals (95% CIs).
    RESULTS: Only 31.1% had at least one dose of the HPV vaccine. In multivariable analyses, those more likely to have been vaccinated were younger and were more likely to believe that the vaccine was effective. Of those unvaccinated or unsure, 54.8% indicated they were likely to get vaccinated in the future. Factors associated with future vaccine intention (compared to those not intending) included beliefs about vaccine testing, perceived likelihood of HPV infection, greater comfort in asking one\'s provider for vaccination, and prior negative healthcare experiences.
    CONCLUSIONS: Our findings suggest that many women in this age group are interested in HPV vaccination. While the recommendation is for SCDM rather than routine vaccination for all women in this age group, efforts to promote informed decision-making among mid-adult women may include educating women about the rigorous vaccine testing and approval process, their risk factors for HPV infection, and encouraging them to engage in SCDM with their medical providers. Targeted efforts to reach women who have had negative experiences with healthcare may also be needed.
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  • 文章类型: Journal Article
    锥束计算机断层扫描(CBCT)已被证明是用于介入放射学的安全有效的辅助成像工具。然而,有限的研究已经检查了CBCT在肾动脉栓塞术(RAE)中的应用。这项研究的目的是评估CBCT在RAE程序内决策中的作用。这项多中心回顾性研究包括40名连续患者(年龄:55.9±16.5岁;男性,55%)的人在2019年1月至2023年1月的RAE期间接受了CBCT。CBCT提供的额外信息被归类为第1类(无额外信息),类别2(在不更改治疗计划的情况下提供更多信息),和类别3(导致治疗计划改变的有价值的信息)。CBCT未添加分类为1类的4名患者(10%)的独特信息。CBCT澄清了模糊的血管造影结果,并确认了19例(47.5%)分级为2类患者的现有治疗计划;解释了复杂的血管解剖结构(n=13),并建立了血管区域与靶病变之间的相关性(n=6)。CBCT提供了在数字减影血管造影上看不到的有价值的信息,并改变了分类为3类的17例患者的治疗计划;血管区域与靶病变之间的不匹配导致了替代(n=3)和额外的进料器(n=8)的识别;并且通过使用自动进料器检测软件(n=6)减少了栓塞的程度。CBCT是一种有效的工具,可通过提供补充的成像信息来帮助栓塞过程中的决策过程。这些额外的信息能够可靠地识别目标血管,促进超选择性栓塞,防止非目标栓塞,并帮助定位丢失的馈线。
    Cone-beam computed tomography (CBCT) has proven to be a safe and effective adjunctive imaging tool for interventional radiology. Nevertheless, limited studies have examined the application of CBCT in renal artery embolization (RAE). The objective of this study is to evaluate the role of CBCT in intra-procedural decision-making for RAE. This multicenter retrospective study included 40 consecutive patients (age: 55.9 ± 16.5 years; male, 55%) who underwent CBCT during RAE from January 2019 to January 2023. The additional information provided by CBCT was classified into Category 1 (no additional information), Category 2 (more information without changing the treatment plan), and Category 3 (valuable information that led to a change in the treatment plan). CBCT did not add unique information for four patients (10%) classified as Category 1. CBCT clarified ambiguous angiographic findings and confirmed the existing treatment plan for 19 patients (47.5%) graded as Category 2; complex vascular anatomy was explained (n = 13), and a correlation between vascular territory and target lesion was established (n = 6). CBCT offered valuable information that was not visible on digital subtraction angiography and changed the treatment plan for 17 patients categorized as Category 3; a mismatch between the vascular territory and the target lesion led to the identification of alternative (n = 3) and additional feeders (n = 8); and the extent of embolization was reduced by using automatic feeder detection software (n = 6). CBCT is an efficient tool that aids in the decision-making process during the embolization procedure by providing supplementary imaging information. This additional information enables the confident identification of target vessels, facilitates superselective embolization, prevents non-target embolization, and helps locate missing feeders.
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  • 文章类型: Journal Article
    本研究旨在探索南非两个省的高级生命支持(ALS)从业者对启动,扣缴,终止OHCA的复苏.
    对在西开普省和自由州的院前工作的ALS操作人员进行了半结构化的一对一访谈。记录的采访被转录并接受归纳主导,清单内容分析。熟悉数据后,意味着单位被浓缩,代码被应用并整理成类别,然后进行评估,reviewed,反复提炼。
    共采访了18名ALS提供者。从数据分析中得出了五个主要类别:1)预后评估,2)影响决策的内部因素,3)影响决策的外部因素;4)系统挑战,5)改进思路。影响预后评估的因素包括病史,临床表现,以及对复苏的反应。影响决策的内部因素是由情绪和沉思驱动的。影响决策的外部因素包括家庭,安全,和性格。确定了与旁观者响应和资源有关的系统挑战。提出了改进培训和支持的想法。
    许多因素影响OHCA在西开普省和自由州的决策,并且已经确定了许多系统挑战。这项研究的结果可以用作院前急救人员的参考框架,并有助于制定特定于环境的指南。
    UNASSIGNED: This study aimed to explore the views and perceptions of Advanced Life Support (ALS) practitioners in two South African provinces on initiating, withholding, and terminating resuscitation in OHCA.
    UNASSIGNED: Semi-structured one-on-one interviews were conducted with operational ALS practitioners working within the prehospital setting in the Western Cape and Free State provinces. Recorded interviews were transcribed and subjected to inductive-dominant, manifest content analysis. After familiarisation with the data, meaning units were condensed, codes were applied and collated into categories that were then assessed, reviewed, and refined repeatedly.
    UNASSIGNED: A total of 18 ALS providers were interviewed. Five main categories were developed from the data analysis: 1) assessment of prognosis, 2) internal factors affecting decision-making, 3) external factors affecting decision-making, 4) system challenges, and 5) ideas for improvement. Factors influencing the assessment of prognosis were history, clinical presentation, and response to resuscitation. Internal factors affecting decision-making were driven by emotion and contemplation. External factors affecting decision-making included family, safety, and disposition. System challenges relating to bystander response and resources were identified. Ideas for improvement in training and support were brought forward.
    UNASSIGNED: Many factors influence OHCA decision-making in the Western Cape and Free State provinces, and numerous system challenges have been identified. The findings of this study can be used as a frame of reference for prehospital emergency care personnel and contribute to the development of context-specific guidelines.
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