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Pediatric Home Hospice as a National Service in Israel. 儿童家庭安宁疗护作为以色列的国民服务。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-12 DOI: 10.1177/10966218251403285
Or Duchin, Inbal Mayan, Osnat Biran, Shahar Geva Robinson, Ron Sabar

Background: Pediatric home hospice allows children with life-limiting illnesses to receive end-of-life care in familiar surroundings, supported by interprofessional teams. Despite recognized benefits, utilization remained limited in many countries, and few studies evaluated national programs outside of Europe and North America. Objectives: To describe the characteristics, service utilization patterns, and end-of-life outcomes of children enrolled in Israel's largest pediatric home hospice program over a 12-year period. Methods: This retrospective cohort study included all patients aged 0-21 years enrolled in the Sabar Health pediatric home hospice program between 2012 and 2023. Data were extracted from clinical and administrative records and included age, sex, diagnosis, ethnicity, length of stay (LOS), place of death, and discharge status. Descriptive statistics and group comparisons were performed using chi-square and Mann-Whitney U tests. Results: The cohort included 277 patients, of whom 221 (79.8%) had cancer and 56 (20.2%) had non-cancer diagnoses. The median LOS was 40 days (interquartile range [IQR]: 12-89) for cancer patients (p = 0.012) and 84 days (IQR: 20-173) for non-cancer patients. Among the 201 patients who died on hospice, 96 of 221 had cancer (43.4%), and 17 of 56 had non-cancer diagnoses (30.4%). Live discharge occurred in 50 of 221 cancer patients (22.6%) and in 26 of 56 non-cancer patients (46.4%). Most patients were older than five years (n = 228, 82.3%). Conclusions: This study highlights that pediatric home hospice in Israel primarily serves older children and those with cancer diagnoses, while younger children and those with non-cancer diagnoses are less likely to access these services. They are also less likely to die at home. These findings emphasize the need for flexible, diagnosis, and age-sensitive hospice models with early recognition of relevant patients. System-level investment is essential to align pediatric hospice care with clinical realities and family preferences.

背景:儿科家庭安宁疗护允许患有生命限制疾病的儿童在熟悉的环境中接受临终关怀,并得到跨专业团队的支持。尽管有公认的好处,但在许多国家,利用仍然有限,很少有研究评估欧洲和北美以外的国家计划。目的:描述以色列最大的儿童家庭临终关怀项目的特点、服务利用模式和12年期间的临终结果。方法:这项回顾性队列研究纳入了2012年至2023年间参加Sabar Health儿科家庭临终关怀计划的所有0-21岁患者。数据提取自临床和行政记录,包括年龄、性别、诊断、种族、住院时间(LOS)、死亡地点和出院状态。描述性统计和组间比较采用卡方检验和Mann-Whitney U检验。结果:纳入277例患者,其中221例(79.8%)为癌症,56例(20.2%)为非癌症诊断。癌症患者的中位生存时间为40天(四分位数间距[IQR]: 12-89) (p = 0.012),非癌症患者的中位生存时间为84天(IQR: 20-173)。在201名临终关怀患者中,221名患者中有96名患有癌症(43.4%),56名患者中有17名患有非癌症(30.4%)。221例肿瘤患者中有50例(22.6%)发生活排,56例非肿瘤患者中有26例(46.4%)发生活排。大多数患者年龄大于5岁(n = 228, 82.3%)。结论:本研究强调,以色列的儿科家庭临终关怀主要服务于年龄较大的儿童和癌症诊断的儿童,而年龄较小的儿童和非癌症诊断的儿童较少获得这些服务。他们也不太可能死在家里。这些发现强调需要灵活、诊断和年龄敏感的安宁疗护模式,并能及早辨识相关病患。系统层面的投资对于使儿科临终关怀与临床现实和家庭偏好保持一致至关重要。
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引用次数: 0
One Glorious Day. 光荣的一天。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-12 DOI: 10.1177/10966218251403290
Robert Macauley
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引用次数: 0
Infusion of Sound: Personalized Receptive Music-Based Intervention (rMBI) During Infusion Sessions. 声音的注入:在注入过程中个性化的接受性音乐干预(rMBI)。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-12 DOI: 10.1177/10966218251406793
Ishaani S Khatri, Diana Wang, Claire Lin, Fred Schiffman, Dana Guyer

Background: Nonpharmacological methods to manage symptoms of cancer and its treatment sequelae, including receptive music-based interventions (rMBIs), have gained traction due to their limited adverse effects and beneficial impact. Despite these benefits, implementation and analysis of personalized rMBIs in the infusion setting remain limited. Objectives: This study provided patients with a personalized rMBI during their infusion session and assessed changes in symptom burden and vitals to evaluate intervention efficacy. Design: The rMBI involved listening to a personalized playlist on Spotify on an iPad for 30 minutes and was assessed both qualitatively and quantitatively. Outcomes include vitals and symptom burden (measured with the Edmonton Symptom Assessment Scale, ESAS) pre- and post-rMBI; changes were analyzed with paired t-tests. Post-rMBI, patient reflections were collected and analyzed with a rapid qualitative analysis approach. Settings/Subjects: This is a self-controlled case series among adult patients receiving infusion therapy at a single academic community hospital in the United States. Measurements/Results: A total of 50 participants were recruited. From the ESAS, rMBI led to significant decreases in pain (p = 0.011), tiredness (p < 0.0001), nausea (p = 0.014), anxiety (p = 0.005), and shortness of breath (p = 0.002), as well as a significant increase in feelings of well-being (p < 0.0001). Heart rate (p < 0.0001) and systolic blood pressure (p = 0.0234) also decreased post-rMBI. Patient narratives demonstrated common themes of escape, reflection/nostalgia, comfort/peace, hope, and rejuvenation. Conclusions: Personalized rMBIs are effective in managing symptoms and enhancing overall well-being in patients receiving infusions. These results support incorporating rMBIs as part of the patient experience and standard of care at infusion centers (NCT06450626).

背景:治疗癌症症状及其治疗后遗症的非药物方法,包括基于接受性音乐的干预(rMBIs),由于其有限的副作用和有益的影响而受到关注。尽管有这些好处,但在输液环境中实施和分析个性化人民币i仍然有限。目的:本研究为患者在输液过程中提供个性化的rMBI,并评估症状负担和生命体征的变化,以评估干预效果。设计:rMBI测试包括在iPad上听Spotify上的个性化播放列表30分钟,并对其进行定性和定量评估。结果包括人民币兑换前后的生命体征和症状负担(用埃德蒙顿症状评估量表(ESAS)测量);用配对t检验分析变化。在人民币兑换后,收集患者的反馈并采用快速定性分析方法进行分析。背景/对象:这是一个在美国一家学术社区医院接受输液治疗的成人患者的自我控制病例系列。测量/结果:共招募了50名参与者。从ESAS来看,rMBI导致疼痛(p = 0.011)、疲劳(p < 0.0001)、恶心(p = 0.014)、焦虑(p = 0.005)和呼吸短促(p = 0.002)的显著减少,以及幸福感的显著增加(p < 0.0001)。心率(p < 0.0001)和收缩压(p = 0.0234)也在rmbi后下降。病人的叙述表现出逃避、反思/怀旧、舒适/和平、希望和复兴的共同主题。结论:个体化的rmbi可有效控制输液患者的症状,提高患者的整体幸福感。这些结果支持将rmbi纳入输液中心患者体验和护理标准的一部分(NCT06450626)。
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引用次数: 0
Writing Content Predicts Outcomes in Written Exposure to Worst-Case Scenarios for Advanced Cancer. 写作内容预测晚期癌症最坏情况下的书面暴露结果。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-06-12 DOI: 10.1089/jpm.2024.0463
Lauren B Finkelstein, Christopher P Wojdak, Jamie L Studts, Joanna J Arch

Background: A novel written exposure-based coping intervention (EASE) for distressed adults with advanced cancer focused on their cancer-related worst-case scenario and showed promise for reducing cancer-related trauma symptoms and fear of cancer progression (FoP). This study examines potential mechanisms of change, specifically linguistic features of participants' writing. Methods: Adults (N = 28) with advanced solid tumor (n = 23) or high-risk blood cancer (n = 5) reporting elevated trauma or FoP participated. Writing was collected during five weekly intervention sessions (three exposure, two coping) and analyzed using linguistic software (LIWC-22). Outcomes were assessed pre-intervention and one-week post-intervention. Results: More positive (trauma: ηp2 = 0.64, p < 0.001; FoP: ηp2 = 0.34, p = 0.011) and negative (FoP: ηp2 = 0.38, p = 0.007) emotion words during exposure writing sessions predicted worse outcomes, while more death-related words predicted reduced FoP (ηp2 = 0.22, p = 0.023). Positive tone in coping writing sessions predicted reduced FoP (ηp2 = 0.31, p = 0.009), while negative tone predicted worse FoP (ηp2 = 0.22, p = 0.026). Conclusions: Findings offer preliminary support for several proposed mechanisms of this novel written exposure intervention.

背景:一种针对晚期癌症患者的新型书面暴露应对干预(EASE),专注于癌症相关的最坏情况,有望减少癌症相关的创伤症状和对癌症进展的恐惧(FoP)。本研究探讨了潜在的变化机制,特别是参与者写作的语言特征。方法:报告创伤或FoP升高的晚期实体瘤(N = 23)或高危血癌(N = 5)成人(N = 28)。在五个每周一次的干预会议(三次暴露,两次应对)中收集写作,并使用语言软件(LIWC-22)进行分析。评估干预前和干预后一周的结果。结果:较阳性(创伤:ηp2 = 0.64, p < 0.001;FoP: ηp2 = 0.34, p = 0.011)和负情感词(FoP: ηp2 = 0.38, p = 0.007)在暴露写作过程中预测较差的结果,而死亡相关词越多预测较低的FoP (ηp2 = 0.22, p = 0.023)。积极的语调预示着FoP降低(ηp2 = 0.31, p = 0.009),而消极的语调预示着FoP恶化(ηp2 = 0.22, p = 0.026)。结论:研究结果为这种新型书面暴露干预的几种机制提供了初步支持。
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引用次数: 0
Evaluating the Clinical Reasoning of Generative AI in Palliative Care: A Comparison with Five Years of Pharmacy Learners. 评估生成人工智能在姑息治疗中的临床推理:与五年药学学习者的比较。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-09-09 DOI: 10.1177/10966218251376436
Mikaila T Lane, Toluwalase A Ajayi, Kyle P Edmonds, Rabia S Atayee

Context: Artificial intelligence (AI), particularly large language models (LLMs), offers the potential to augment clinical decision-making, including in palliative care pharmacy, where personalized treatment and assessments are important. Despite the growing interest in AI, its role in clinical reasoning within specialized fields such as palliative care remains uncertain. Objectives: This study examines the performance of four commercial-grade LLMs on a Script Concordance Test (SCT) designed for pharmacy students in a pain and palliative care elective, comparing AI outputs with human learners' performance at baseline. Methods: Pharmacy students from 2018 to 2023 completed an SCT consisting of 16 clinical questions. Four LLMs (ChatGPT 3.5, ChatGPT 4.0, Gemini, and Gemini Advanced) were tested using the same SCT, with their responses compared to student performance. Results: The average score for LLMs (0.43) was slightly lower than that of students (0.47), but this difference was not statistically significant (p = 0.55). ChatGPT 4.0 achieved the highest score (0.57). Conclusions: While LLMs show potential for augmenting clinical decision-making, their limitations in patient-centered care highlight the necessity of human oversight and reinforce that they cannot replace human expertise in palliative care. This study was conducted in a controlled research setting, where LLMs were prompted to answer clinical reasoning questions despite default safety restrictions. However, this does not imply that such prompts should be used in practice. Future research should explore alternative methods for assessing AI decision-making without overriding safety mechanisms and focus on refining AI to better align with complex clinical reasoning. In addition, further studies are needed to confirm AI's comparative effectiveness, given the sample size limitations.

背景:人工智能(AI),特别是大型语言模型(llm),提供了增强临床决策的潜力,包括在姑息治疗药房,个性化治疗和评估非常重要。尽管人们对人工智能的兴趣日益浓厚,但它在姑息治疗等专业领域的临床推理中的作用仍不确定。目的:本研究考察了四名商业级法学硕士在为药学学生设计的疼痛和姑息治疗选修课的文字一致性测试(SCT)中的表现,将人工智能输出与人类学习者的基线表现进行比较。方法:2018 - 2023年药学专业学生完成了一份包含16个临床问题的SCT。四位法学硕士(ChatGPT 3.5、ChatGPT 4.0、Gemini和Gemini Advanced)使用相同的SCT进行测试,并将他们的回答与学生的表现进行比较。结果:法学硕士的平均得分(0.43)略低于学生的平均得分(0.47),但差异无统计学意义(p = 0.55)。ChatGPT 4.0得分最高,为0.57分。结论:虽然法学硕士显示出增强临床决策的潜力,但其在以患者为中心的护理方面的局限性突出了人类监督的必要性,并强调了它们不能取代人类在姑息治疗方面的专业知识。这项研究是在一个受控的研究环境中进行的,llm被提示回答临床推理问题,尽管默认的安全限制。然而,这并不意味着这种提示应该在实践中使用。未来的研究应该探索在不压倒安全机制的情况下评估人工智能决策的替代方法,并专注于改进人工智能,使其更好地与复杂的临床推理相结合。此外,考虑到样本量的限制,还需要进一步的研究来证实人工智能的相对有效性。
{"title":"Evaluating the Clinical Reasoning of Generative AI in Palliative Care: A Comparison with Five Years of Pharmacy Learners.","authors":"Mikaila T Lane, Toluwalase A Ajayi, Kyle P Edmonds, Rabia S Atayee","doi":"10.1177/10966218251376436","DOIUrl":"10.1177/10966218251376436","url":null,"abstract":"<p><p><b><i>Context:</i></b> Artificial intelligence (AI), particularly large language models (LLMs), offers the potential to augment clinical decision-making, including in palliative care pharmacy, where personalized treatment and assessments are important. Despite the growing interest in AI, its role in clinical reasoning within specialized fields such as palliative care remains uncertain. <b><i>Objectives:</i></b> This study examines the performance of four commercial-grade LLMs on a Script Concordance Test (SCT) designed for pharmacy students in a pain and palliative care elective, comparing AI outputs with human learners' performance at baseline. <b><i>Methods:</i></b> Pharmacy students from 2018 to 2023 completed an SCT consisting of 16 clinical questions. Four LLMs (ChatGPT 3.5, ChatGPT 4.0, Gemini, and Gemini Advanced) were tested using the same SCT, with their responses compared to student performance. <b><i>Results:</i></b> The average score for LLMs (0.43) was slightly lower than that of students (0.47), but this difference was not statistically significant (<i>p</i> = 0.55). ChatGPT 4.0 achieved the highest score (0.57). <b><i>Conclusions:</i></b> While LLMs show potential for augmenting clinical decision-making, their limitations in patient-centered care highlight the necessity of human oversight and reinforce that they cannot replace human expertise in palliative care. This study was conducted in a controlled research setting, where LLMs were prompted to answer clinical reasoning questions despite default safety restrictions. However, this does not imply that such prompts should be used in practice. Future research should explore alternative methods for assessing AI decision-making without overriding safety mechanisms and focus on refining AI to better align with complex clinical reasoning. In addition, further studies are needed to confirm AI's comparative effectiveness, given the sample size limitations.</p>","PeriodicalId":16656,"journal":{"name":"Journal of palliative medicine","volume":" ","pages":"1654-1659"},"PeriodicalIF":2.1,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145033473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Grim Reaper's Gambit. 死神的开局。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-07-21 DOI: 10.1177/10966218251361478
Brian Carlisle
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引用次数: 0
Impact of the Affordable Care Act on Palliative and Hospice Care Utilization Among Patients with Gastrointestinal Cancers: An Interrupted Time Series Analysis. 平价医疗法案对胃肠道癌症患者姑息治疗和临终关怀利用的影响:中断时间序列分析。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-09-22 DOI: 10.1177/10966218251377179
Eshetu Worku, Selamawit Woldesenbet, Mujtaba Khalil, Timothy M Pawlik

Background: The Affordable Care Act (ACA) aimed to expand insurance coverage, improve health outcomes, and reduce costs. We assessed the impact of the ACA on hospice or palliative care utilization among patients with stage IV gastrointestinal (GI) cancer. Methods: Individuals diagnosed with stage IV GI cancer between 2007 and 2019 were identified from the Medicare database. An interrupted time series analysis (ITS) examined the impact of ACA on palliative care utilization. Entropy balancing and gamma regression were used to assess the cost implications of not utilizing palliative care. Results: Among the 26,227 stage IV GI cancer Medicare beneficiaries, approximately half (53.9%) were male. Overall, 80.5% of patients used palliative care before death. Utilization increased from 54.3% in 2007 to 84% in 2013 pre-ACA (slope: +0.009; 95% confidence interval [CI]: 0.005-0.012) and from 84.5% in Q1 2014 to 89.7% in Q4 2019 post-ACA (slope: +0.004; 95% CI: 0.0007-0.007), indicating slow progress in palliative care uptake. The ITS model demonstrated that ACA implementation did not affect palliative care utilization (slope: -0.006; 95% CI: -0.017 to +0.004). Patients from minority racial groups (odds ratio [OR]: 0.79; 95% CI: 0.74-0.86) and those in moderate (OR: 0.86; 95% CI: 0.80-0.94) and high (OR: 0.68; 95% CI: 0.62-0.74) Social Vulnerability Index (SVI) counties were less likely to use palliative care in both pre- and post-ACA eras. Palliative care use was associated with $2,633 lower total expenditure. Conclusion: ACA implementation did not improve palliative care utilization for racial minorities and high SVI groups. Targeted efforts are needed to improve access to equitable end-of-life care.

背景:平价医疗法案(ACA)旨在扩大保险覆盖范围,改善健康结果,降低成本。我们评估了ACA对IV期胃肠道(GI)癌症患者安宁疗护或姑息疗护使用的影响。方法:从医疗保险数据库中确定2007年至2019年间诊断为IV期胃肠道癌症的个体。中断时间序列分析(ITS)检查ACA对姑息治疗利用的影响。使用熵平衡和伽玛回归来评估不使用姑息治疗的成本影响。结果:在26,227例IV期胃肠道癌症医疗保险受益人中,大约一半(53.9%)是男性。总体而言,80.5%的患者在死亡前使用了姑息治疗。aca实施前,使用率从2007年的54.3%上升至2013年的84%(斜率:+0.009;95%可信区间[CI]: 0.005-0.012), aca实施后,使用率从2014年第一季度的84.5%上升至2019年第四季度的89.7%(斜率:+0.004;95% CI: 0.0007-0.007),表明姑息治疗的普及进展缓慢。ITS模型显示ACA的实施不影响姑息治疗的使用(斜率:-0.006;95% CI: -0.017至+0.004)。来自少数种族群体(优势比[OR]: 0.79; 95% CI: 0.74-0.86)和中等(OR: 0.86; 95% CI: 0.80-0.94)和高(OR: 0.68; 95% CI: 0.62-0.74)社会脆弱性指数(SVI)县的患者在aca实施前和实施后都较少使用姑息治疗。使用姑息治疗可使总支出减少2,633美元。结论:ACA的实施并没有提高少数民族和高SVI人群的姑息治疗使用率。需要有针对性的努力来改善获得公平的临终关怀的机会。
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引用次数: 0
How Relatives and Health Care Professionals Experience Palliative Sedation at the End-of-Life in Cancer Patients with Refractory Suffering: A Qualitative Study from the Palliative Sedation Project. 亲属和卫生保健专业人员在癌症患者难治性痛苦临终时如何体验姑息性镇静:一项来自姑息性镇静项目的定性研究。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-11-07 DOI: 10.1177/10966218251392769
Michaël van der Elst, Sheila Payne, Maria Arantzamendi, Nancy J Preston, Ian Koper, Alazne Belar, Holger Brunsch, Séverine M Surges, Claudio Adile, Yasmine Grassi, Zoe Cockshott, Jeroen Hasselaar, Johan Menten

Background: Palliative sedation has major clinical, social and ethical implications. Vicariously witnessing suffering in others is known to be distressing. However, little is understood about how palliative sedation is experienced by relatives and health care professionals. Objectives: To explore the experiences of relatives and health care professionals with palliative sedation. Design: A qualitative design with thematic framework analysis of data collected in semistructured interviews. Setting/participants: Research was conducted in seven specialist in-patient palliative care services in Belgium, Germany, Italy, the Netherlands, and Spain. A bereaved relative and health care provider linked to a deceased patient with cancer who had palliative sedation was recruited. Measurements: We coded transcripts and characterized factors that arose during the process of palliative sedation. Results: We interviewed 66 people (33 relatives and 33 health care professionals) linked to 33 deceased patients. Three main themes were identified: (1) Understanding the aim of palliative sedation among relatives and health care professionals such as to alleviate suffering, dying with dignity, (2) Palliative sedation is a complex process, accompanied by many uncertainties, which can cause distress for both relatives and health care providers such as eligibility of the patient, when to start or the effectiveness of palliative sedation, (3) Sedation involves a period of intense family communication, collaboration, and caregiving with heightened mixed emotions. Opportunities to say goodbye before starting palliative sedation were important. Conclusion: Relatives and health care professionals focused on the effectiveness of palliative sedation in alleviating suffering and offering a dignified death. It was described as complex, with mixed experiences of relief and distress.

背景:姑息性镇静具有重要的临床、社会和伦理意义。众所周知,间接地目睹他人的痛苦是令人痛苦的。然而,关于姑息性镇静是如何被亲属和卫生保健专业人员所经历的,人们知之甚少。目的:探讨姑息性镇静的亲属和医护人员的经验。设计:对半结构化访谈中收集的数据进行专题框架分析的定性设计。环境/参与者:研究在比利时、德国、意大利、荷兰和西班牙的七个专科住院姑息治疗中心进行。招募了一名患有姑息性镇静的已故癌症患者的家属和医疗保健提供者。测量:我们对转录本进行编码,并对姑息性镇静过程中出现的因素进行表征。结果:我们采访了与33名死者有关的66人(33名亲属和33名卫生保健专业人员)。确定了三个主要主题:(1)亲属和医护人员对姑息性镇静目的的理解,如减轻痛苦,尊严地死亡;(2)姑息性镇静是一个复杂的过程,伴随着许多不确定性,可能给亲属和医护人员带来痛苦,如患者的资格,何时开始或姑息性镇静的有效性;(3)镇静涉及一段时间的紧张的家庭沟通,合作,照顾的时候情绪复杂。在开始姑息性镇静之前有机会说再见是很重要的。结论:亲属和卫生保健专业人员关注姑息性镇静在减轻痛苦和提供有尊严的死亡方面的有效性。它被描述为复杂的,有解脱和痛苦的混合体验。
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引用次数: 0
When Pain Becomes the Teacher: Confronting My Own Suffering while Learning to Heal. 当痛苦成为老师:面对自己的痛苦,同时学会治愈。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-06-19 DOI: 10.1089/jpm.2025.0229
João Carlos Geber-Junior
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引用次数: 0
Using Large Language Models to Analyze Symptom Discussions and Recommendations in Clinical Encounters. 使用大型语言模型来分析临床遇到的症状讨论和建议。
IF 2.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-01 Epub Date: 2025-08-06 DOI: 10.1177/10966218251363802
Anny T H R Fenton, Natasha Charewycz, Zarwah Kanwal, Brigitte N Durieux, Katherine I Pollack, James A Tulsky, Alexi A Wright, Charlotta J Lindvall

Background: Patient-provider interactions could inform care quality and communication but are rarely leveraged because collecting and analyzing them is both time-consuming and methodologically complex. The growing availability of large language models (LLMs) makes these analyses more feasible, though their accuracy remains uncertain. Objectives: Assess an LLM's ability to analyze patient-provider interactions. Design: Compare a human's and an LLM's codings of clinical encounter transcripts. Setting/Subjects: Two hundred and thirty-six potential symptom discussions from transcripts of clinical encounters with 92 patients living with cancer in the mid-Atlantic United States. Transcripts were analyzed by GPT4DFCI in our hospital's Health Insurance Portability and Accountability Act compliant infrastructure instance of GPT-4 (OpenAI). Measurements: Human and an LLM-coded transcripts to determine whether a patient's reported symptom(s) were discussed, who initiated the discussion, and any resulting recommendation. We calculated Cohen's κ to assess interrater agreement between the LLM and human and qualitatively classified disagreements about recommendations. Results: Interrater reliability indicated "strong" and "moderate" agreement levels across measures: Agreement was strongest for whether the symptom was discussed (k = 0.89), followed by who initiated the discussion (k = 0.82), and the recommendation provided (k = 0.78). The human and LLM disagreed on the presence and/or content of the recommendation in 16% of potential discussions, which we categorized into nine types of disagreements. Conclusions: Our results suggest that LLMs' abilities to analyze clinical encounters are equivalent to humans. Thus, using LLMs as a research tool may make it more feasible to analyze patient-provider interactions, which could have broader implications for assessing and improving care quality, care inequities, and provider communication.

背景:患者与提供者的互动可以告知护理质量和沟通,但很少被利用,因为收集和分析它们既耗时又方法复杂。大型语言模型(llm)的日益可用性使得这些分析更加可行,尽管它们的准确性仍然不确定。目的:评估法学硕士分析医患互动的能力。设计:比较人类和法学硕士的临床遭遇转录的编码。背景/对象:来自美国大西洋中部地区92名癌症患者临床接触记录的236个潜在症状讨论。采用GPT4DFCI对我院符合《健康保险可移植性与责任法案》的GPT-4 (OpenAI)基础设施实例中的转录本进行分析。测量:人类和llm编码转录本,以确定是否讨论了患者报告的症状,谁发起了讨论,以及任何由此产生的建议。我们计算了Cohen’s κ来评估LLM和人类之间的翻译一致性,并对关于建议的分歧进行定性分类。结果:评估者间信度显示了测量之间的“强”和“中等”一致性水平:一致性最强的是是否讨论了症状(k = 0.89),其次是谁发起了讨论(k = 0.82),以及提供的建议(k = 0.78)。在16%的潜在讨论中,人类和法学硕士对建议的存在和/或内容存在分歧,我们将其分为九种分歧类型。结论:我们的研究结果表明,法学硕士分析临床遭遇的能力与人类相当。因此,使用法学硕士作为研究工具可能使分析患者与提供者的相互作用更加可行,这可能对评估和改善护理质量、护理不公平和提供者沟通具有更广泛的影响。
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Journal of palliative medicine
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