Critical Pathways

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  • 文章类型: Journal Article
    背景:骨盆脆性骨折患者具有高发病率和死亡率。尽管发病率很高,目前没有区域或全国范围内的治疗方案,这导致了各种各样的临床实践。最近,对治疗策略有了新的见解,如早期诊断和微创手术治疗。这项研究的目的是实施基于证据和基于经验的治疗临床路径,以改善这一脆弱患者人群的预后。
    方法:本研究将是一项区域性阶梯式楔形集群随机对照试验。所有年龄较大的成年患者(≥50岁)在低能量创伤后发生骨盆脆性骨折均可纳入。该途径旨在优化诊断过程,指导进一步治疗的决策过程(例如,手术或保守),组织随访并提供疼痛管理指南,负重和骨质疏松症的检查。主要结果是流动性,通过Parker机动性得分来衡量。次要结果是由老年人流动性量表测量的流动性,功能性能,生活质量,返家率,疼痛程度,镇痛药物的类型和剂量,治疗后跌倒的次数,(骨折相关)并发症的数量,1年和2年死亡率。每6周,集群将从当前的实践转向临床路径。目标是总共393个夹杂物,它提供了80%的统计能力,可以提高10%的移动性,通过Parker流动性得分来衡量。
    背景:学术医学中心的医学研究伦理委员会已将PELVIC研究从涉及人类受试者的医学研究法案(WMO)中豁免。将使用选择退出方法获得知情同意,研究数据将存储在数据库中并进行保密处理。最终研究报告将通过出版物共享,不受资助方的限制,无论结果如何。
    背景:NCT06054165。
    方法:V.1.0,2022年7月19日。
    BACKGROUND: Patients with pelvic fragility fractures suffer from high morbidity and mortality rates. Despite the high incidence, there is currently no regional or nationwide treatment protocol which results in a wide variety of clinical practices. Recently, there have been new insights into treatment strategies, such as early diagnosis and minimally invasive operative treatment. The aim of this study is to implement an evidence-based and experience-based treatment clinical pathway to improve outcomes in this fragile patient population.
    METHODS: This study will be a regional stepped-wedge cluster randomised controlled trial. All older adult patients (≥50 years old) who suffered a pelvic fragility fracture after low-energetic trauma are eligible for inclusion. The pathway aims to optimise the diagnostic process, to guide the decision-making process for further treatment (eg, operative or conservative), to structure the follow-up and to provide guidelines on pain management, weight-bearing and osteoporosis workup. The primary outcome is mobility, measured by the Parker Mobility Score. Secondary outcomes are mobility measured by the Elderly Mobility Scale, functional performance, quality of life, return to home rate, level of pain, type and dosage of analgesic medications, the number of falls after treatment, the number of (fracture-related) complications, 1-year and 2-year mortality. Every 6 weeks, a cluster will switch from current practice to the clinical pathway. The aim is a total of 393 inclusions, which provides an 80% statistical power for an improvement in mobility of 10%, measured by the Parker mobility score.
    BACKGROUND: The Medical Research Ethics Committee of Academic Medical Center has exempted the PELVIC study from the Medical Research Involving Human Subjects Act (WMO). Informed consent will be obtained using the opt-out method and research data will be stored in a database and handled confidentially. The final study report will be shared via publication without restrictions from funding parties and regardless of the outcome.
    BACKGROUND: NCT06054165.
    METHODS: V.1.0, 19 July 2022.
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  • 文章类型: Journal Article
    目的:这是Cochrane审查(干预)的方案。目标如下:评估慢性阻塞性肺疾病(COPD)患者的护理途径(CPs)与常规护理/无CPs相比的效果。
    OBJECTIVE: This is a protocol for a Cochrane Review (intervention). The objectives are as follows: To assess the effects of care pathways (CPs) compared to usual care/no CPs for people with chronic obstructive pulmonary disease (COPD).
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    文章类型: Journal Article
    背景:心血管疾病是医疗保健系统的沉重负担,大大有助于可避免的住院。我们提出了一种心脏病学动态护理路径。
    方法:进行了一项为期1个月的研究,将入院流程从初级护理和急诊护理中重新定向,进入心脏病学门诊护理中心,在热门诊所提供分诊,并访问多模态测试平台。
    结果:98名患者被转诊至门诊中心,其中91人避免入场。52名患者在心脏病学中心接受了护理,其中38个需要进一步测试。
    结论:我们成功地简化了各种服务流,减少招生,改善患者预后。门诊CTCA,动态心电图,超声心动图证明是仪器。我们预计在卧床日每月可节省53,379英镑的成本(每年可节省640,556英镑)。
    BACKGROUND: Cardiovascular diseases are a substantial burden on healthcare systems, contributing significantly to avoidable hospital admissions. We propose a Cardiology Ambulatory Care Pathway.
    METHODS: Conducted a 1 month study redirecting admission streams from primary and emergency care, into a Cardiology Ambulatory Care Hub providing triage in Hot Clinic, and access to a Multi-Modal Testing Platform.
    RESULTS: 98 patients were referred to the Ambulatory Care Hub, 91 of which avoided admission. 52 patients received care in the cardiology hub, 38 of which required further testing.
    CONCLUSIONS: We successfully streamlined various service streams, reducing admissions, and improving patient outcomes. Outpatient CTCA, ambulatory ECG, and echocardiography proved instrumental. We project a cost saving of £53,379 per month in bed days (£640,556 annual saving).
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  • 文章类型: Journal Article
    背景:赫尔辛基大学医院为多发性硬化症(MS)患者开发了一种数字护理途径(DCP),以提高护理质量。DCP是为特别是新诊断的患者设计的,以支持对慢性疾病的适应。
    目的:本研究调查了MSDCP用户行为及其对患者教育介导的医疗保健使用变化的影响,患者感知的MS对心理和身体功能健康的影响,患者满意度。
    方法:我们收集了从2020年3月服务发布到2022年底(观察期)的数据。用户数量,用户登录,收集了他们的时间和发送的消息。在病例对照环境中研究了DCP与医疗保健使用的关联,在该环境中,患者可以自由选择是否要使用该服务(DCP组n=63)(对照组n=112)。与医生进行物理和远程预约的次数,护士,除急诊就诊和住院天数外,还考虑了其他服务。随访时间为1年(研究期)。此外,招募了一个由36名患者组成的亚组,以在3、6和12个月时填写有关净启动子评分(NPS)的调查,和他们的身体和心理功能健康(多发性硬化症影响量表)在0、3、6和12个月。
    结果:在观察期间,共有225名患者可以选择使用该服务,其中79.1%(178/225)登录了这项服务。平均而言,DCP的用户发送了6.8条消息并登录了7.4次,72.29%(1182/1635)的登录发生在启动服务后的1年内。在病例对照队列中,在物理医生的预约方面,两组之间没有发现统计学上的显著差异,远程医生联系,体检护士预约,远程护士联系人,急诊部门的访问,或住院天数。然而,MSDCP与其他服务的就诊增加2.05(SD0.48)相关,诊断后一年内。在前瞻性DCP队列中,在0和12个月标记之间的身体功能健康没有观察到临床上的显着变化,但是心理功能健康在3到6个月之间得到了改善。患者满意度从3个月时的NPS指数21(有利)提高到12个月时的NPS指数63(优异)。
    结论:MSDCP已被大多数MS人员用作常规操作的补充服务,我们对服务非常满意。在使用MSDCP期间,心理健康得到了增强。我们的结果表明,DCP在管理MS等慢性疾病方面具有很大的前景。未来的研究应该探索DCP在不同医疗保健环境和患者亚组中的潜力。
    BACKGROUND: Helsinki University Hospital has developed a digital care pathway (DCP) for people with multiple sclerosis (MS) to improve the care quality. DCP was designed for especially newly diagnosed patients to support adaptation to a chronic disease.
    OBJECTIVE: This study investigated the MS DCP user behavior and its impact on patient education-mediated changes in health care use, patient-perceived impact of MS on psychological and physical functional health, and patient satisfaction.
    METHODS: We collected data from the service launch in March 2020 until the end of 2022 (observation period). The number of users, user logins, and their timing and messages sent were collected. The association of the DCP on health care use was studied in a case-control setting in which patients were allowed to freely select whether they wanted to use the service (DCP group n=63) or not (control group n=112). The number of physical and remote appointments either to a doctor, nurse, or other services were considered in addition to emergency department visits and inpatient days. The follow-up time was 1 year (study period). Furthermore, a subgroup of 36 patients was recruited to fill out surveys on net promoter score (NPS) at 3, 6, and 12 months, and their physical and psychological functional health (Multiple Sclerosis Impact Scale) at 0, 3, 6, and 12 months.
    RESULTS: During the observation period, a total of 225 patients had the option to use the service, out of whom 79.1% (178/225) logged into the service. On average, a user of the DCP sent 6.8 messages and logged on 7.4 times, with 72.29% (1182/1635) of logins taking place within 1 year of initiating the service. In case-control cohorts, no statistically significant differences between the groups were found for physical doctors\' appointments, remote doctors\' contacts, physical nurse appointments, remote nurse contacts, emergency department visits, or inpatient days. However, the MS DCP was associated with a 2.05 (SD 0.48) visit increase in other services, within 1 year from diagnosis. In the prospective DCP-cohort, no clinically significant change was observed in the physical functional health between the 0 and 12-month marks, but psychological functional health was improved between 3 and 6 months. Patient satisfaction improved from the NPS index of 21 (favorable) at the 3-month mark to the NPS index of 63 (excellent) at the 12-month mark.
    CONCLUSIONS: The MS DCP has been used by a majority of the people with MS as a complementary service to regular operations, and we find high satisfaction with the service. Psychological health was enhanced during the use of MS DCP. Our results indicate that DCPs hold great promise for managing chronic conditions such as MS. Future studies should explore the potential of DCPs in different health care settings and patient subgroups.
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  • 文章类型: Journal Article
    髋部骨折是老年人常见的损伤;然而,在日本,手术治疗的最佳时机仍未确定.因此,这项回顾性研究旨在确定髋部骨折患者的早期手术率,并探讨其有效性,以及“区域临床路径”(日本临床医生制定的患者护理计划),减少术后住院时间(LOS)。我们假设,早期手术和区域性临床路径可有效减少髋部骨折患者的术后LOS和并发症。我们检查了2016年4月至2018年3月从日本诊断程序组合数据库检索的股骨颈和股骨转子周围骨折患者的数据。患者分为早期(43,928,34%;入院2天内手术)和延迟(84,237,66%;入院2天后手术)手术组。两组之间的术后LOS差异为3天(早期与延迟:29天vs.32天)。早期手术组股骨粗隆间骨折病例较多(57%vs.43%)和内固定(74%vs.55%)比延迟手术组。相比之下,延迟手术组股骨颈骨折病例较多(43%vs.57%)和双极髋关节置换术(25%vs.42%)或全髋关节置换术(1.2%vs.3.0%)。此外,早期手术组并发症发生率较低,除贫血(12%vs.8.8%)。使用调整后的模型进行Logistic回归分析显示,早期手术和实施区域临床路径可将LOS降低2.58天和8.06天,分别(p<0.001)。髋部骨折患者早期手术和实施区域性临床路径对降低术后LOS,允许区域临床路径产生更大的影响。这些发现将有助于急性护理提供者治疗髋部骨折患者。
    Hip fracture is a common injury in older adults; however, the optimal timing of surgical treatment remains undetermined in Japan. Therefore, this retrospective study aimed to ascertain the rate of early surgery among hip fracture patients and investigate its effectiveness, along with \"regional clinical pathways\" (patient plan of care devised by Japanese clinicians), in reducing the length of hospital stay (LOS) postoperatively. We hypothesized that performing early surgery along with a regional clinical pathway is effective to reduce the postoperative LOS and complications among hip fracture patients. We examined the data of patients diagnosed with femoral neck and peritrochanteric fractures retrieved from the Japanese Diagnosis Procedure Combination database between April 2016 and March 2018. Patients were divided into the early (43,928, 34%; surgery within 2 days of admission) and delayed (84,237, 66%; surgery after 2 days of admission) surgery groups. The difference in postoperative LOS between the two groups was 3 days (early vs. delayed: 29 days vs. 32 days). The early surgery group had more cases of intertrochanteric fractures (57% vs. 43%) and internal fixation (74% vs. 55%) than did the delayed surgery group. In contrast, the delayed surgery group had more cases of femoral neck fractures (43% vs. 57%) and bipolar hip arthroplasty (25% vs. 42%) or total hip arthroplasty (1.2% vs. 3.0%). Moreover, the early surgery group showed a lower incidence of complications, except anemia (12% vs. 8.8%). Logistic regression analysis using the adjusted model revealed that early surgery and implementation of regional clinical pathways reduced LOS by 2.58 and 8.06 days, respectively (p<0.001). Early surgery and implementation of regional clinical pathways for hip fracture patients are effective in reducing postoperative LOS, allowing regional clinical pathways to have a greater impact. These findings will help acute care providers when treating hip fracture patients.
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  • 文章类型: Journal Article
    目的:转甲状腺素蛋白心脏淀粉样变性(ATTR-CA)是一种罕见的进行性心肌病,由心肌组织中的淀粉样纤维沉积引起。诊断挑战历来阻碍了及时检测。非侵入性诊断技术的最新进展促进了ATTR-CA的诊断。我们旨在研究ATTR-CA诊断和管理的区域网络的发展,并描述ATTR-CA患者的队列,调查诊断途径并根据诊断周期评估临床结果.
    方法:我们进行了一项调查研究,分析了来自11个心脏病中心的答案,我们进行了一项回顾性研究,包括2012年1月1日至2022年12月31日期间在转诊中心就诊的ATTR-CA患者,并按诊断期(2012-2016年和2017-2022年)进行分类。
    结果:多年来,越来越多的患者在该地区接受调查的非转诊中心确诊并接受治疗.回顾性研究显示,早期诊断延迟比后期诊断延迟更显著[13.4(5-30.2)vs.10.6(5.0-17.9)个月,P=0.04]。2017年后诊断的患者生存率高于早期诊断的患者(P=0.02)。在多变量分析中,自2017年起的诊断年份仍然与死亡率独立相关[风险比(HR)0.46,95%置信区间(CI)0.28~0.79;P=0.005].
    结论:本研究强调了向无创诊断标准的转变。它揭示了近年来使用疾病修饰疗法和诊断发展对患者生存和疾病管理的积极影响。研究结果强调了疾病意识和网络对于减少诊断延迟和增强ATTR-CA患者旅程的重要性。
    OBJECTIVE: Transthyretin cardiac amyloidosis (ATTR-CA) is a rare and progressive cardiomyopathy caused by amyloid fibril deposition in myocardial tissue. Diagnostic challenges have historically hampered timely detection. Recent advances in noninvasive diagnostic techniques have facilitated ATTR-CA diagnosis. We aimed to examine the development of a regional network for the diagnosis and management of ATTR-CA and describe a cohort of patients with ATTR-CA, investigate diagnostic pathways and assess clinical outcomes according to diagnosis periods.
    METHODS: We performed a survey study analyzing answers from 11 cardiology centers and we conducted a retrospective study including patients with ATTR-CA attending a referral center between 1 January 2012 and 31 December 2022, and categorized by the period of diagnosis (2012-2016 and 2017-2022).
    RESULTS: Over the years, a growing number of patients reached a diagnosis and were treated in the surveyed nonreferral centers of the region. The retrospective study showed a more significant diagnostic delay in the earlier period rather than the later one [13.4 (5-30.2) vs. 10.6 (5.0-17.9) months, P = 0.04]. Patients diagnosed after 2017 showed a greater survival rate than those diagnosed earlier ( P = 0.02). In the multivariate analysis, the year of diagnosis from 2017 remained independently associated with mortality [hazard ratio (HR) 0.46, 95% confidence interval (CI) 0.28-0.79; P = 0.005].
    CONCLUSIONS: This study emphasized the shift toward noninvasive diagnostic criteria. It revealed a positive impact on patient survival and disease management with the use of disease-modifying therapies and diagnostic developments in more recent years. The findings underscore the importance of disease awareness and networking to reduce diagnostic delays and enhance patient journeys for ATTR-CA.
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  • 文章类型: Journal Article
    卫生政策制定者试图通过让全科医生(GP)参与改善参与的医疗保健专业人员之间的合作来改善癌症患者的护理途径。
    为了探索患者,GP,肿瘤学家和护士互动以及他们是如何感知的,在他们的实践中,专业角色,合作,和癌症护理途径。
    在2018年1月至2021年12月之间,我们进行了一项定性研究,该研究结合了现象学和一般归纳分析,基于对癌症患者及其全科医生的半结构化访谈,肿瘤学家,法国的护士
    我们对59次访谈的分析表明,利益相关者对癌症护理途径的看法不同。任务划分是隐含的,取决于每个健康专业人员认为他/她应该做什么;这导致某些任务的模糊(诊断的宣布,协调,和后续行动)。医疗保健专业人员被困在以自己的需求和期望为中心的框架中,而没有意识到其他卫生专业人员的需求和期望。在医院外面,全科医生和护士孤立地工作;他们不知道其他利益相关者,也没有与他们沟通。全科医生和护士通过缺乏感知的需求来证明这种态度是合理的。专业间的交流因需求而异,其他卫生专业人员的参与和知识,通常由患者调解。
    在法国的癌症管理中,改善癌症治疗途径,有必要培训医疗保健专业人员进行跨专业合作,以根据患者的需求和偏好提供量身定制的护理。
    在癌症患者的治疗中,卫生专业人员之间的任务分工尚不明确,该小组也没有讨论。卫生专业人员内部的沟通通常由患者进行。法国的公共卫生政策强烈鼓励跨专业合作,但卫生专业人员并未提及或付诸实践。
    UNASSIGNED: Health policymakers have tried to improve the care pathway for cancer patients by improving collaboration between participating healthcare professionals by involving the general practitioner (GP).
    UNASSIGNED: To explore how patients, GPs, oncologists and nurses interacted and how they perceived, in their practice, professional roles, collaboration, and cancer care pathways.
    UNASSIGNED: Between January 2018 and December 2021, we conducted a qualitative study that combined phenomenology and a general inductive analysis, based on semi-structured interviews with cancer patients and their GPs, oncologists, and nurses in France.
    UNASSIGNED: Our analysis of 59 interviews showed that the stakeholders had different perceptions of the cancer care pathway. Task division was implicit and depended on what each health professional thought he/she should be doing; this led to the blurring of certain tasks (announcement of the diagnosis, coordination, and follow-up). The healthcare professionals were stuck in frameworks centred on their own needs and expectations and were unaware of the other health professionals\' needs and expectations. Outside the hospital, GPs and nurses worked in isolation; they were not aware of the other stakeholders and did not communicate with them. GPs and nurses justified this attitude by the lack of a perceived need. Interprofessional communication varied as a function of the needs, involvement and knowledge of the other health professionals and was often mediated by the patient.
    UNASSIGNED: In the cancer management in France, to improve cancer care pathway, there is a need to train healthcare professionals in interprofessional collaboration delivering care tailored to patient needs and preferences.
    In the management of patients with cancer, the division of tasks between health professionals was not clear and was not discussed by the group.Communication within the health professionals was mediated often by the patient.Interprofessional collaboration is strongly encouraged by France’s public health policies but was not mentioned or put into practice by the health professionals.
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  • 文章类型: Journal Article
    在5年制课程中培养高素质的医学人才,提高学生分析和解决问题的能力,有必要改变传统的教学方法。本研究介绍了以案例为基础的学习(CBL)与临床路径相结合的教学方法,并评价其在妇科实践教学中的作用。
    选择在第四年注册的5年制课程的医学生作为研究对象;这些学生被随机分为两组,分别接受传统教学方法或CBL和临床路径的组合教学方法。在实习之前,进行了问卷调查,以探索学生对妇科实习的看法,在实习之后,问卷用于评估两种教学方法。此外,在实习前后进行理论和技能测试。
    共有206名医学院学生参加了这项研究,这些学生在为期5年的课程中已经进入了第四年。实验组学生的表现明显优于对照组。他们在实习后测试中的表现明显优于实习前测试(P<0.001)。调查问卷显示,实验组中更多的学生认为自己的学习兴趣,临床技能,案例分析能力,临床沟通能力,两组患者对理论知识的理解和临床思维能力均有提高,差异有统计学意义(P<0.05)。
    与传统教学方法相比,CBL和临床路径相结合的教学方法可以提高学生的学习成绩,提高他们的学习积极性,有利于提高临床教师的教学质量。此外,这种新颖的方法有效地促进了教学目标的实现,提高了人才培养质量。因此,CBL与临床路径相结合的教学方法应在妇科实践中推广应用。
    UNASSIGNED: To train highly qualified medical talent in 5-year programs and improve students\' analytical and problem-solving abilities, it is necessary to change the traditional teaching method. This study introduces the combined teaching method of case-based learning (CBL) and clinical pathway and evaluates its role in practical gynecological teaching.
    UNASSIGNED: Medical students in a 5-year program who were enrolled in the fourth year were selected as the research subjects; these students were randomized into two groups that separately received either the traditional teaching method or the combined teaching method of CBL and clinical pathway. Before the internship, a questionnaire was administered to explore students\' views of internship in gynecology, and after the internship, the questionnaire was administered to assess the two teaching methods. Furthermore, theoretical and skill tests were performed both before and after the internship.
    UNASSIGNED: A total of 206 medical students in a 5-year program who were in their fourth year were enrolled in the study. Students in the experimental group performed significantly better than those in the control group. They performed significantly better in the postinternship test than in the preinternship test (P < 0.001). The questionnaire showed that more students in the experimental group thought that their learning interests, clinical skills, case analysis ability, clinical communication ability, understanding of theoretical knowledge and clinical thinking ability had improved and significantly differed between the two groups (P < 0.05).
    UNASSIGNED: Compared to traditional teaching methods, combined teaching method of CBL and clinical pathway can elevate students\' academic performance, improve their learning enthusiasm and help promote clinical teachers\' teaching quality. Additionally, this novel method is effective in facilitating the achievement of teaching objectives and improving the quality of talent training. Therefore, the combined teaching method of CBL and clinical pathway should be popularized and applied in gynecological practice.
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  • 文章类型: Journal Article
    开发了居家医院(HITH)护理模式,以支持COVID-19的应对措施,并需要以新的方式提供护理,以确保二级护理服务可以免费为病重的患者提供护理,而不会被需要医院护理的COVID-19患者压垮。中级护理服务,由护理和专职健康领导,迎接挑战,并合作开发了具有明确途径的HITH护理模式。这在家中提供了医院级别的急性健康服务,这是住院护理的临床安全替代选择。HITH的建立释放了床位容量和资源,因此在资源和人员受到限制的情况下,无法扩大医院住院容量。通过使用面对面访问和远程医疗来实现护理交付。技术支持了允许患者的护理服务,whanau(家庭)和临床医生要联系起来。
    Hospital in the Home (HITH) model of care was developed to support the COVID-19 response and the need to deliver care in new ways to ensure secondary care services were free to deliver care to the sickest patients and not be overwhelmed by the COVID-19 patients needing hospital-level care. Intermediate Care Services, led by nursing and allied health stepped up to the challenge and collaborated on the development of the HITH model of care with defined pathways. This provided hospital-level acute health services in the home that was a clinically safe alternative option to inpatient care. The establishment of HITH released bed capacity and resources and therefore prevented the need for expanding hospital inpatient capacity at a time where resources and staff were constrained. Care delivery was achieved by utilising both in-person visits and telehealth. Technology supported the care delivery which allowed patients, whanau (family) and clinicians to be connected.
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  • 文章类型: Journal Article
    背景:近几十年来,髋关节和膝关节置换手术的频率一直在稳步上升。这一趋势归因于人口老龄化,导致对医疗保健系统的需求增加。快速通道(FT)手术方案,旨在加快患者康复和早期动员的围手术期程序,在减少住院时间方面表现出了有效的效果,恢复期,以及相关成本。然而,选择FT手术患者的标准没有充分利用现有的患者数据,包括患者报告的结果测量(PROMs)。
    方法:我们的研究重点是开发机器学习(ML)模型,以支持将患者分配给FT程序的决策。利用患者自我报告的健康状况数据。这些模型专门设计用于预测最初选择FT的患者的潜在健康状况改善。我们的方法侧重于受可控AI概念启发的技术。这包括eXplainableAI(XAI),其目的是使临床医生能够理解该模型的建议,谨慎的预测,一种用于提醒临床医生潜在控制损失的方法,从而提高模型的可信性和可靠性。
    结果:我们的模型使用包含来自IRCCSOspedaleGaleazzi-Sant\'AmbrogioFT项目的899个患者记录的数据集进行了训练和测试。训练和选择超参数后,使用单独的内部测试集评估模型.可解释模型的性能与最有效的“黑盒”模型(随机森林)相当甚至更好。这些模型实现了灵敏度,特异性,阳性预测值(PPV)超过70%,曲线下面积(AUC)大于80%。谨慎的预测模型表现出增强的性能,同时保持令人满意的覆盖率(超过50%)。Further,当在来自同一医院的单独队列中进行外部验证时-包括随后时间段的患者-模型在实际应用中没有显示显著的表现下降.
    结论:我们的结果证明了利用PROM作为基础来开发ML模型以计划FT程序分配的有效性。值得注意的是,可控人工智能技术的应用,特别是那些基于XAI和谨慎预测的数据,成为一种有希望的方法。这些技术提供可靠和可解释的支持,对于临床过程中的知情决策至关重要。
    BACKGROUND: The frequency of hip and knee arthroplasty surgeries has been rising steadily in recent decades. This trend is attributed to an aging population, leading to increased demands on healthcare systems. Fast Track (FT) surgical protocols, perioperative procedures designed to expedite patient recovery and early mobilization, have demonstrated efficacy in reducing hospital stays, convalescence periods, and associated costs. However, the criteria for selecting patients for FT procedures have not fully capitalized on the available patient data, including patient-reported outcome measures (PROMs).
    METHODS: Our study focused on developing machine learning (ML) models to support decision making in assigning patients to FT procedures, utilizing data from patients\' self-reported health status. These models are specifically designed to predict the potential health status improvement in patients initially selected for FT. Our approach focused on techniques inspired by the concept of controllable AI. This includes eXplainable AI (XAI), which aims to make the model\'s recommendations comprehensible to clinicians, and cautious prediction, a method used to alert clinicians about potential control losses, thereby enhancing the models\' trustworthiness and reliability.
    RESULTS: Our models were trained and tested using a dataset comprising 899 records from individual patients admitted to the FT program at IRCCS Ospedale Galeazzi-Sant\'Ambrogio. After training and selecting hyper-parameters, the models were assessed using a separate internal test set. The interpretable models demonstrated performance on par or even better than the most effective \'black-box\' model (Random Forest). These models achieved sensitivity, specificity, and positive predictive value (PPV) exceeding 70%, with an area under the curve (AUC) greater than 80%. The cautious prediction models exhibited enhanced performance while maintaining satisfactory coverage (over 50%). Further, when externally validated on a separate cohort from the same hospital-comprising patients from a subsequent time period-the models showed no pragmatically notable decline in performance.
    CONCLUSIONS: Our results demonstrate the effectiveness of utilizing PROMs as basis to develop ML models for planning assignments to FT procedures. Notably, the application of controllable AI techniques, particularly those based on XAI and cautious prediction, emerges as a promising approach. These techniques provide reliable and interpretable support, essential for informed decision-making in clinical processes.
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