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2444 Development of an instrument to identify factors influencing point of care recruitment in primary care settings: A pilot study at University of Utah Health

机译:2444年:开发一种仪器以识别影响初级保健机构中护理招募点的因素:犹他大学卫生学院的一项试点研究

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摘要

OBJECTIVES/SPECIFIC AIMS: Electronic health records have become the fulcrum for efforts by institutions to reduce errors, improve safety, reduce cost, and improve compliance with recommended guidelines. In recent times they are also being considered as a potential game changer for improving patient recruitment for clinical trials (CT). Although the use of CDS for clinical care is partially understood, its use for CT patient identification and recruitment is young and a great deal of experimental and theoretical research is needed in this area to optimize the use of CDS tools that personalize patient care by identifying relevant clinical trials and other research interventions. The use of CDS tools for CT recruitment offers a great deal of possibilities, but some initial usage has been disappointing. This may not be surprising because, while the implementation of these interventions is somewhat simple, ensuring that they are embedded into the right point of the care providers workflow is highly complex and may affect many actors in a clinical care setting, including patients, nurses, physicians, clinical coordinators, and investigators. Overcoming the challenges of alerting providers regarding their patient’s eligibility for clinical trials is an important and difficult challenge. Translating that effort into effective recruitment will require understanding of the psychological and workflow barriers and facilitators for how providers respond to automated alerts requesting patient referrals. Evidence from using CDS for clinical care that shows alerts become increasingly ignored over time or with more exposure (1, 2). The features, timing, and method of these alerts are important usability factors that may influence effectiveness of the referral process. Focus group methods capture the shared perspectives of a phenomenon and have been shown to be an effective method for identifying perceptions, attitudes, information needs, and other human factors effecting workflow (3, 4). Our objective was to develop a generalizable method for measuring physician and clinic level factors defining a successful point of care recruitment program in an outpatient care setting. To achieve this we attempted to (a) Characterize provider’s attitudes regarding CTs referrals and research. (b) Identify perceived workflow strategies and facilitators relevant to CT recruitment in primary care. (c) Develop and test a pilot instrument. METHODS/STUDY POPULATION: The methods had 3 phases: focus groups, development of item pool, and tool development. Focus group topics were developed by 4 experienced investigators, with training in biomedical informatics, cognitive psychology, human factors, and workflow analysis, based upon a knowledge of the literature. A script was developed and the methods were piloted with a group of 4 clinicians. In all, 16 primary care providers, 5 clinic directors, and 6 staff supervisors participated in 6 focus groups, with an average of 5 participants each, to discuss clinical trial recruitment at the point of care. Focus groups were conducted by the development team. Audio recording were content coded and analyzed to identify themes by consensus of 3 authors. Item Pool generation involved extracting items identified in the focus group analysis, selecting a subset deemed most interesting based on knowledge of the recruitment literature and iteratively writing and refining questions. Instrument development consisted of piloting an initial 7-item questionnaire with a local primary provider sample. Questions were correlated with the item pool and limited to reduce provider burden, based on those that the study team deemed most applicable to information technology supported recruitment. Descriptive statistical analysis was performed on the pilot survey results. An online survey was developed based on the findings of the focus groups and emailed to 127 primary care providers who were invited to participate. In total, 36 questionnaires were completed. This study was approved by the University of Utah Institutional Review Board. RESULTS/ANTICIPATED RESULTS: The results section is organized into 3 sections: (a) Focus groups, (b) Item generation; and (c) Questionnaire pilot. (I) (1) Focus Groups. Themes identified through a qualitative review are presented below with illustrative comments of participants. The diversity of attitudes and willingness to support clinical trial recruitment varied so substantially that no single pattern emerged. Attitudes ranged from enthusiastic support, to interest in some trials to disinterest or distrust in trials in general. Compensation for time spent, which could be monetary, informational, or through professional recognition; and provider relationship with the study team or pre-selection of specific trials by a clinic oversight committee, and importance to providers practice positively affected willingness to help recruit. “I would love to get people into clinical trials as much as possible... If it works for them you are going to help a whole lot of other people.” If we felt like we have done every possible thing that was already established as evidence-based and it didn’t work out, then we would consider the trials. I think that studies are more beneficial for specific specialists... There might be a whole slew of things that I never deal with or don’t care about because it’s not prevalent for my patient population. Local and reputable... A long distance someone asking to do something is just not the same as someone in the trenches with you. The bottom line is how much work is involved at our end and if there is going to be any compensation for that. I think also the providers would like have feedback on what they referred them to. And how did it go? So did we pick the right patient? ... It helps us to know, did they even sign up for the study? Getting your name on a research paper would be nice too. Lack of information regarding trials reduced support for recruitment of patients. Providers stated that they do not know how to quickly find information about studies, nor do they have time to find the information, and therefore cannot efficiently council patients regarding trial participation. Notifications regarding clinical trials that were deemed to be important included: Trial coordinator intention to recruit patients, enrollment of a patient in a clinical drug trial, trial progress and result updates, and reports of effectiveness of provider recruitment efforts. Perceived information needs regarding trials that providers are referring patients to included: trial purpose, design, benefits and risks, potential side effects, intervention details, medication class (mechanism of action), drug interactions with study drug, study timeline, coordinator contact information, link to print off patient handouts, enrollment instructions, and a link to study website. (2) It’s just we don’t know any of the information ... and it can’t take any of our time. ... I don’t have time to research it. Sometimes the patients ask me questions about it and I would like to be in a position where I have some information about it before I am asked. It would be nice to be notified if they [my patients] are enrolled in the trial, when it turns into actual recruitment. I do like to know if they’re in [a trial] so that when they come in for problems, I at least know that they might be on a study medication so I can be safe. I’ll get an ER message, “The patient got admitted. There blood pressure’s, you know, tanked, because they’re on a study drug I didn’t know anything about.” if there’s certain side effects that I need to be watching out for. It would also be good to have a contact person from the study in case we need to notify them of. “this person’s possible having an adverse event. Look into it more.” (3) Provider burden associated with patient recruitment appeared to be a deterrent. These burdens included adding to the providers task list, increasing the time required to complete a visit, and usurpation of control over the patients care plan with the associated effect on provider quality scores. We don’t have time. I mean, we don’t even take a lunch break. I have 15 minutes and now this is taking this many minutes away from my 15 minutes. I am just sick of extra work. We already have so much extra work. It’s just more stuff to do. We are maxed out on stuff to do. Right now, part of our compensation depends on having our patients A1Cs controlled. And so if we’re taking a chance that maybe they’re getting a medicine, maybe they’re not, maybe it’ll help, maybe it won’t, its gonna further delay our ability to get paid. Cause they’re like “I’m not going to let you go mess up my patient and I’m going to have to deal with the consequences is kind of the way they think. If you’re going to put the patient in a study, being able drop them from our registry so we don’t get penalized for a negative outcome [is important]. (4) Patient’s needs were a priority among factors influencing likelihood to help recruitment patients. Providers considered perceived benefit or risk to the patient, such as additional healthcare services, increased monitoring, financial assistance, or access to new treatments when other options have been ineffective, important; as well as continuance of established care that has proven effective, and ethical recruitment that addresses language and mental health to ensure that patients can make decisions regarding study participation. If there’s something great that’s gonna benefit a patient, I would definitely wanna know about it to give them that option. You know that’s what we wanna try to do is make our patients better. Someone who is really well controlled and doing well, I would not tend to put them toward the study. Just keep going with what’s working right now. Sometimes there’s financial incentives for them to participate, so you know, if its a good fit its easy to at least offer that to the patient. They get treatment maybe that they can’t afford. You don’t want to be seen as somebody who's forcing a patient... if their provider is telling them this is a good idea you are more likely to get your patient to do it. I think they have to understand what a clinical trial is, first of all, in that it’s a trial. Right? We’re trying to figure out if a certain treatment is good or not. It may not work. It may work. With many patients, they don’t only have medical problems, but significant mental illness that sometimes interferes a lot with just our treatment of them here for their clinical problems. And so, that probably would interfere with someone’s ability to understand and consent to a trial. And the patients have the right to make that choice. I don’t need to be—I don’t mind influencing them on things I know about, I think are invaluable, but I don’t need to be a barrier to them. (5) Perceived responsibility in trial recruitment varied substantially, from no involvement at all, to prescreening, counseling, or recruiting patients. Some providers felt that they should have the right to say “no” to recruitment of their patients while others believed prescreening was an unnecessary burden, outside of their role as a primary care provider. if someone prescreens and thinks its appropriate and gives me that judgment call to say, do you think it would be a good fit? I think one of them, they sent, and I said, Oh, I don’t think it would be a good fit because of this...So that would be fine. I don’t think I need to be a gatekeeper for studies. I mean, if there’s people that qualify for a study, and there’s a great study that’s been approved, and they can recruit them without me knowing, that doesn’t bother me in the slightest. I liked how it was—I could do a simple referral ... someone else figured out the qualifications. if we knew of ongoing studies and if we thought a certain patient may qualify for a certain study, we just contact the coordinator, and then they just take care of the rest. I think that appropriate ... from our perspective, would be, “Are you interested?” “This is the number for a person who can sit with you, talk with you about a trial, tell you everything about it, answer your questions, and then you can make a decision.” I’m not going to let you go mess up my patient and I’m going to have to deal with the consequences. (6) A clinic-implementation approach that systemizes workflow, limits the number of trials providers are asked to recruit for, and minimizes provider time burden is needed. Suggested methods for informing providers of patient clinical trial eligibility included: email, alerts, in-basket messages, texts, phone-calls, and in-person contact. People are so sick of change, change, change, change ... if there’s no stability whatsoever, then people get frustrated and start to burn out. Having my staff remember how to do it correctly and I remember what studies we have going ... it becomes somewhat of a burden... it’s hard for us to remember as we are flying through our day. There just needs to be a clear understanding with those roles... Who does the patient call? We don’t want to look like we don’t know what we are doing. There probably should be a selection committee put together from various people who have stakes in the community, at least who can say, “This would be applicable for xx clinic.” (7) Provider Suggestions Providers had multiple suggestions regarding notification methods. (II) Development of item pool and construction of questionnaire The specific items were constructed from literature review on physician’s attitudes and results from the focus group. The overarching concern was on readability, brief questionnaire size, and relevance. A large item were constructed and then reduced through piloting. (III) Questionnaire Pilot Results: The 7-item pilot questionnaire was completed by 36 physicians (28% response rate). In this section, we report the empirical results. DISCUSSION/SIGNIFICANCE OF IMPACT: Discussion Relevance of Methods. Overall, the described methods for determining components for a recruitment program in primary care shows early promise. The focus groups that consisted of providers, staff and administrators resulted in insights as to workflows, attitudes, and clinical processes. These insights significantly varied across clinics. This variation supported the need for an individualized clinic-based approach that will meet local needs. During the course of the study, participants were willing to participate in all activities (although some requested payment). We were able to conduct the focus groups as scheduled and obtained the desired input. The analysis of the focus group transcripts was performed using iterative discussions and did not needed any special adaptation for this area of study. The pilot survey response rate was within the expected for this type of study. Focus groups can rapidly provide rich information regarding attitudes and other factors affecting provider participation at the point of care. However, findings from focus groups must always be confirmed through larger studies. It is important to keep the focus groups small and to hold multiple focus groups to offset the more vocal participants that may influence comments of others. This study shows that using our 3-step approach it is possible to gather important information on clinician’s and staff perceptions and needs to participate in point of care patient recruitment for CT. The focus groups also provide an important step for survey construction. Designing surveys empirically requires multiple validation efforts, which will be conducted in the future. However, we can draw preliminary conclusions from the results of the pilot study which are quite informative and they are discussed below. Near future work will be to expand the response rate through additional local survey and conduct formal psychometric testing and validation both locally and nationally. A final validation will be proposed through the CTSA consortiums. Variation in responses. There was a lack of normal curves in our survey results. This points to the need to target education and recruitment efforts by provider type (with similar perspectives). Identification of these types would be useful. Some specific points regarding variability that should be considered in program design. Preferences for trail recruitment methods. Many trial recruitment notification methods have the potential to be successful when used judiciously and done well, particularly if the trial coordinator/provider relationship is supported by reciprocal benefits to the provider. Consistency in workflow within seems paramount to success. Providers can pull some notifications at a time they choose, while other notifications interrupt and must be used sparingly. Some allow review of multiple patients at the same time, and some foster easy access to the patient’s medical record. Conclusions. The authors recommend that recruitment HIT be customizable at the clinic and provider level by responsibility and interest to allow selection of level of information, delivery method, that is, email, text, in-basket, alert, dashboard, mail; frequency of notification, and an opt out feature. These customizable options will allow for better support of clinic workflow or goals. There is the potential with machine learning technology to monitor provider interactions with trial notifications and for the system to automatically make adjustments to the method and level that best supports each physician. Limitations: The major limitation is the focus on one site only and one delivery system (university based). The low response makes generalization difficult. Efforts to improve the rate are underway. Many populations are under-represented in Utah. Full psychometric analysis was not conducted but will part of the final project.
机译:目标/特定目的:电子健康记录已成为各机构减少错误,提高安全性,降低成本并提高对推荐准则的遵循性的支点。近来,它们还被认为是潜在的改变游戏规则的方法,可以改善临床试验(CT)的患者招募。尽管对CDS在临床护理中的使用已有部分了解,但其在CT患者识别和招募中的使用尚处于起步阶段,在这一领域还需要进行大量实验和理论研究,以优化CDS工具的使用,从而通过确定相关的护理来个性化患者护理临床试验和其他研究干预措施。使用CDS工具进行CT募集提供了很多可能性,但是一些初始使用却令人失望。这可能不足为奇,因为尽管这些干预措施的实施较为简单,但确保将其嵌入到护理提供者工作流程的正确位置非常复杂,并且可能影响临床护理环境中的许多参与者,包括患者,护士,医师,临床协调员和调查员。克服向提供者告知患者其临床试验资格的挑战是一项重要而艰巨的挑战。将这些努力转化为有效的招聘,将需要了解心理和工作流程的障碍,以及对提供者如何响应请求患者转诊的自动警报的促进者。使用CDS进行临床护理的证据表明,随着时间的推移或暴露量增加,警报变得越来越被忽略(1、2)。这些警报的功能,时间和方法是重要的可用性因素,可能会影响推荐过程的有效性。焦点小组方法捕获了现象的共同观点,并已被证明是识别观念,态度,信息需求以及其他影响工作流程的人为因素的有效方法(3、4)。我们的目标是开发一种通用的方法来测量医生和临床水平因素,以定义门诊护理环境中成功的护理招募计划。为了实现这一目标,我们尝试(a)表征提供者对CT推荐和研究的态度。 (b)确定与初级保健中CT征募有关的工作流程策略和促进者。 (c)开发和测试试验仪器。方法/研究人群:该方法分为三个阶段:焦点小组,项目库的开发和工具的开发。焦点小组主题是由4位经验丰富的研究人员根据文献知识对生物医学信息学,认知心理学,人为因素和工作流分析进行培训的。开发了脚本,并由4位临床医生组成的小组对该方法进行了试验。总共有16位初级保健提供者,5位诊所主任和6位工作人员主管参加了6个焦点小组,每个小组平均有5名参与者,讨论了就诊时的临床试验招募。焦点小组由开发团队进行。音频编码经过内容编码,并经过3位作者的共识进行分析,以识别主题。项目库的生成涉及提取在焦点小组分析中确定的项目,根据招聘文献的知识来选择最有趣的子集,并反复编写和完善问题。仪器开发包括使用本地主要提供者样本试行初始的7项问卷。根据研究小组认为最适合信息技术支持的招聘问题,将问题与项目库相关联,并限制于减轻提供者的负担。对试点调查结果进行描述性统计分析。根据焦点小组的调查结果进行了在线调查,并通过电子邮件发送给了127位初级保健提供者。总共完成了36份问卷。该研究得到了犹他大学机构审查委员会的批准。结果/预期结果:结果部分分为3个部分:(a)焦点小组,(b)项目生成; (c)问卷调查飞行员。 (I)(1)焦点小组。通过定性审查确定的主题在下面给出,并带有参与者的说明性评论。支持临床试验招募的态度和意愿的多样性差异很大,以至于没有单一的模式出现。态度从热情的支持到对某些审判的兴趣到对审判的不满或不信任不等。补偿所花费的时间,可以是金钱,信息或通过专业认可;以及与研究团队的提供者关系,或由临床监督委员会预先选择特定的试验,并且对于提供者的重要性进行实践会积极影响他们帮助招募的意愿。 “我希望尽可能多地让人们参加临床试验……如果对他们有用,那么您将帮助很多其他人。”如果我们觉得自己已经做过一切可能已经建立为基于证据的工作,但没有成功,那么我们将考虑进行试验。我认为研究对特定的专家更有益...可能有很多我从不处理或不关心的事情,因为这在我的患者人群中并不普遍。本地且信誉卓著...长途求助的人和与您争战的人不一样。最重要的是,我们需要完成多少工作,是否需要为此付出任何补偿。我认为提供商也希望就他们推荐给他们的内容提供反馈。怎么样了?那我们选对了病人吗? ...这可以帮助我们知道,他们甚至报名参加了这项研究吗?在研究论文上写下您的名字也会很好。缺乏有关试验的信息减少了对招募患者的支持。提供者表示,他们不知道如何快速查找有关研究的信息,也没有时间查找信息,因此无法有效地就试验参与向患者提供咨询。关于临床试验的重要通知包括:试验协调员打算招募患者,患者参加临床药物试验,试验进展和结果更新以及提供者招募工作的有效性报告。提供者转介患者的有关试验的感知信息需求包括:试验目的,设计,益处和风险,潜在的副作用,干预细节,药物类别(作用机理),药物与研究药物的相互作用,研究时间表,协调员联系信息,链接以打印出患者资料,入学说明以及研究网站的链接。 (2)只是我们不知道任何信息而已,这不会花费我们任何时间。 ...我没有时间研究它。有时患者会问我有关此问题的信息,我希望在被问到之前我能获得一些有关此信息的位置。如果他们(我的患者)参加了试验,那将是很高兴的。我很想知道他们是否正在接受[试验],以便当他们遇到问题时,我至少知道他们可能正在接受研究药物治疗,以便我可以安全。我会收到一条ER消息,“患者已入院。您知道那里的血压下降了,因为他们正在服用一种我不知道的研究药物。”如果我需要注意某些副作用。如果我们需要通知他们,最好有一个研究中的联系人。 “此人可能发生不良事件。进一步研究。” (3)与患者招募有关的医疗服务提供者负担似乎具有阻吓作用。这些负担包括添加到提供者任务列表,增加完成拜访所需的时间以及篡改对患者护理计划的控制以及对提供者质量评分的相关影响。我们没有时间。我的意思是,我们什至不休息午餐。我有15分钟的时间,现在距离我的15分钟有很多时间。我只是讨厌额外的工作。我们已经有很多额外的工作。还有更多要做的事情。我们无所不能。目前,我们的部分补偿取决于对患者A1C的控制。因此,如果我们把握机会,也许他们正在吃药,也许他们没有,也许会有所帮助,也许不会,这将进一步延迟我们的收款能力。因为他们就像“我不会让你惹恼我的病人,我将不得不处理后果,这是他们的想法。如果您要让患者接受研究,可以将他们从我们的注册表中删除,这样我们就不会因阴性结果而受到处罚[很重要]。 (4)在需要帮助招募患者的因素中,患者的需求是优先考虑的因素。提供者认为对患者的好处或风险,例如其他保健方法无效,重要时提供的额外医疗服务,增加的监测,财务援助或获得新治疗的机会;以及持续证明有效的既定护理,以及针对语言和心理健康的道德招聘,以确保患者可以就研究参与做出决策。如果有什么对患者有利的大事,我绝对想知道,让他们选择。您知道我们想做的就是让我们的患者更好。真正控制得很好并且做得很好的人,我不会倾向于将它们用于研究。只需继续进行当前的工作即可。有时候,他们会出于经济上的动机而参与其中,所以,您知道,如果这很适合,至少可以为患者提供便利。他们得到了他们负担不起的治疗。您不希望被视为强迫患者的人……如果服务提供者告诉他们,这是一个好主意,那么您更有可能让您的患者去做。我认为他们必须先了解什么是临床试验,因为这是一项试验。对?我们正在尝试确定某种疗法是否有效。它可能不起作用。它可能会起作用。对于许多患者,他们不仅有医疗问题,而且还患有严重的精神疾病,有时会严重干扰我们在这里对他们的临床问题的治疗。因此,这可能会干扰某人理解和同意审判的能力。患者有权做出选择。我不需要成为现实-我不介意在我所知道的事情上影响他们,我认为这是无价的,但我不必成为他们的障碍。 (5)从根本没有参与到预筛查,咨询或招募患者,对招募患者的感知责任有很大不同。一些提供者认为他们应有权拒绝招募患者,而另一些提供者则认为,除了作为初级保健提供者的角色外,预筛查是不必要的负担。如果有人预先筛选并认为适当,并给予我判断的机会,您认为这很合适吗?我认为其中一个是他们发送的,然后我说,哦,我认为这不适合,因为那很好。我认为我不需要成为学习的看门人。我的意思是,如果有人符合学习资格,并且有一项出色的研究获得批准,并且他们可以在我不知情的情况下招募他们,那丝毫不会打扰我。我喜欢这样-我可以做一个简单的推荐...其他人想出了资格。如果我们知道正在进行的研究,并且如果我们认为某位患者可能有资格参加某项研究,那么我们只需要与协调员联系,然后由他们来负责其余的工作。我认为从我们的角度来看合适的是:“您有兴趣吗?” “这是一个人的号码,他可以与您坐在一起,与您讨论审判,将其告诉您所有内容,回答您的问题,然后您可以做出决定。”我不会让你惹恼我的病人,而我将不得不处理后果。 (6)一种临床实施方法,该方法可系统化工作流程,限制要求提供者招募的试验的数量,并最大程度地减少提供者的时间负担。通知提供者患者临床试验资格的建议方法包括:电子邮件,警报,篮子内消息,文本,电话和面对面联系。人们如此厌倦了变化,变化,变化,变化……如果没有任何稳定,那么人们会感到沮丧并开始精疲力尽。让我的员工记住如何正确地做,我还记得我们要进行的研究...这有点负担...在我们整日飞行的过程中,我们很难记住。只需对这些角色有一个清晰的了解...病人给谁打电话?我们不想看起来我们不知道自己在做什么。可能应该有一个由与社区有利益关系的人士组成的甄选委员会组成,至少可以说:“这将适用于xx诊所。” (7)提供者建议提供者对通知方法有多种建议。 (II)项目库的开发和问卷的构建具体项目是根据对医生态度和焦点小组结果的文献回顾而构建的。首要的关注点是可读性,简短的调查表大小和相关性。建造了一个大项目,然后通过试点减少了。 (III)问卷试点结果:7项试点问卷由36位医生完成(回应率28%)。在本节中,我们报告实证结果。讨论/意义的影响:讨论方法的相关性。总体,所描述的用于确定初级保健招募计划组成部分的方法显示了早期的希望。由提供者,员工和管理人员组成的焦点小组对工作流程,态度和临床过程产生了见解。这些见解在各个诊所之间差异很大。这种变化支持需要一种可满足当地需求的基于诊所的个性化方法。在研究过程中,参与者愿意参加所有活动(尽管有些要求付款)。我们能够按计划进行焦点小组讨论,并获得了所需的投入。焦点小组笔录的分析是通过反复讨论进行的,不需要针对此研究领域进行任何特殊调整。试点调查的答复率在此类研究的预期范围内。焦点小组可以迅速提供有关态度和其他因素影响服务提供者参与医疗服务的信息。但是,焦点小组的研究结果必须始终通过更大的研究得到证实。重要的是,保持焦点小组的规模小,并举行多个焦点小组,以抵消可能影响他人评论的声音较大的参与者。这项研究表明,使用我们的三步法可以收集有关临床医生和医务人员的看法以及参与参与CT的护理患者招募需求的重要信息。焦点小组还为调查建设提供了重要的一步。根据经验设计调查需要多次验证工作,这些工作将在未来进行。但是,我们可以从试点研究的结果中得出初步结论,这些结论是很有根据的,下面将进行讨论。不久的将来的工作将是通过更多的本地调查来扩大回应率,并在本地和全国范围内进行正式的心理测试和验证。将通过CTSA财团提出最终验证。反应的差异。我们的调查结果缺乏正态曲线。这表明有必要按提供者类型(具有相似的观点)来针对教育和招聘工作。识别这些类型将很有用。在程序设计中应考虑有关可变性的一些特定点。线索招聘方法的首选项。如果明智地使用并且做得好的话,许多试验征募通知方法都有可能成功,特别是如果试验协调员/提供者的关系得到了提供者的互惠互利的支持。内部工作流程的一致性对于成功至关重要。提供者可以在选择的某个时间提取一些通知,而其他通知会中断并且必须谨慎使用。有些允许同时检查多个患者,而有些则有助于轻松访问该患者的病历。结论。作者建议应根据职责和兴趣在诊所和提供者级别自定义招募HIT,以允许选择信息级别,传递方法,即电子邮件,文本,收件箱,警报,仪表板,邮件;通知频率和退出功能。这些可自定义的选项将为临床工作流程或目标提供更好的支持。机器学习技术可以监视提供者与试验通知的交互,并且系统可以自动调整最能支持每位医生的方法和水平。局限性:主要局限性是仅集中于一个站点和一个交付系统(基于大学)。低响应使泛化变得困难。正在努力提高这一比率。在犹他州,许多人口代表性不足。尚未进行全面的心理分析,但它将是最终项目的一部分。

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