primary care physicians

初级保健医师
  • 文章类型: Journal Article
    背景:尽管进行了20年的癌症生存研究,政策,和宣传,美国的初级保健尚未将生存护理完全纳入其通才角色。该手稿描述了初级保健医生在生存护理中所采用的创新角色,以及这些角色是如何出现的。
    方法:我们对10名美国初级保健医生在生存护理领域的创新者的滚雪球样本进行了定性深入访谈。访谈被记录并专业转录。我们的团队每周都会在面试完成时开会,以审查成绩单并撰写摘要。我们使用浸渍结晶过程分析数据。
    结果:创新者没有接受正式的生存培训,而是通过经验和自我指导教育获得知识。所有在学术初级保健和/或癌症中心工作;背景强烈影响角色操作。我们沿着光谱描绘了4种主要角色类型,一端是初级保健通才取向,另一端是癌症通才取向。初级保健通才在定期访视期间应用生存指南(“GENERALISTS+”)或在临床受阻期间关注其他合并症中的癌症治疗效果(“肿瘤发生者”)。癌症通才专注于治疗期间和治疗后与癌症相关的后遗症;一些为幸存者提供连续性护理(“肿瘤发生者”),而其他人则将未满足的初级保健需求纳入生存咨询(“OCOgeneralists”)。
    结论:美国的学术初级保健和癌症中心正在发生初级保健创新。超越个人创新者的工作,需要系统的投资来支持采用这种创新。为了将幸存者护理更广泛地扩散到社区初级保健中,需要采取包括初级保健生存教育和劳动力发展在内的其他策略,以促进风险分层和共享护理模式.
    BACKGROUND: Despite 2 decades of cancer survivorship research, policy, and advocacy, primary care in the United States has not fully integrated survivorship care into its generalist role. This manuscript describes innovative roles primary care physicians have adopted in survivorship care and how these roles emerged.
    METHODS: We conducted qualitative in-depth interviews with a snowball sample of 10 US primary care physician innovators in survivorship care. Interviews were recorded and professionally transcribed. Our team met weekly as interviews were completed to review transcripts and write summaries. We analyzed data using an immersion-crystallization process.
    RESULTS: Innovators did not receive formal survivorship training but gained knowledge experientially and through self-guided education. All worked in academic primary care and/or cancer centers; context strongly influenced role operationalization. We delineated 4 major role-types along a spectrum, with primary care generalist orientations at one end and cancer generalist orientations at the other. Primary care generalists applied survivorship guidelines during regular visits (\"GENERALISTS+\") or focused on cancer treatment effects amid other comorbidities during blocked clinic time (\"oncoGENERALISTS\"). Cancer generalists focused on cancer-related sequalae during and after treatment; some provided continuity care to survivors (\"ONCOGENERALISTS\"), while others incorporated unmet primary care needs into survivorship consults (\"ONCOgeneralists\").
    CONCLUSIONS: Primary care survivorship innovations are occurring in academic primary care and cancer centers settings in the US. To move beyond the work of individual innovators, systematic investments are needed to support adoption of such innovations. For wider diffusion of survivorship care into community primary care, additional strategies that include primary care survivorship education and workforce development are needed to facilitate risk-stratified and shared-care models.
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  • 文章类型: Journal Article
    背景:NASEM初级保健报告和初级保健记分卡强调了初级保健医师(PCP)能力和具有常规护理来源(USC)的重要性。然而,研究发现,PCP容量和USC并不总是相关的。这项探索性研究比较了PCP容量相似但USC比率不同的县的地理格局和特征。
    方法:我们的县级,横断面方法包括罗伯特·格雷厄姆中心的估计和罗伯特·伍德·约翰逊县健康排名(CHR)的数据。我们利用条件映射方法首先确定了美国社会剥夺率最高的县(SDI)。接下来,县根据初级保健医生(PCP)能力和常规护理来源(USC)进行分层,允许我们识别4种类型的县:(1)高-低(高PCP容量,低USC);(2)高-高(高PCP容量,高USC);(3)低-高(低PCP容量,高USC);和(4)低-低(低PCP容量,USC低)。我们使用t检验来探讨初级保健能力相似率的县的特征差异。
    结果:结果显示出明显的地理格局:高-高县主要位于美国北部和东北部;高-低县主要位于美国西南部和南部。低高县集中在阿巴拉契亚和大湖地区;低低县集中在美国东南部和德克萨斯州。描述性结果显示,种族和族裔少数群体的比率,没有保险的人,在高PCP和低PCP地区,USC比率低的县,社会贫困程度最高。
    结论:认识到PCP短缺和提高USC的比率是增加获得高质量产品的关键策略,初级保健。按地理区域确定战略目标将允许制定量身定制的模式,以改善初级保健的获取和连续性。例如,我们发现,许多南加州大学患病率最低的县都存在于非医疗补助扩张州(德克萨斯州,格鲁吉亚,和佛罗里达州)没有保险的人口比例很高,这表明扩大医疗补助和改善获得医疗保险是这些州增加南加州大学的关键策略。
    BACKGROUND: The NASEM Primary Care Report and Primary Care scorecard highlighted the importance of primary care physician (PCP) capacity and having a usual source of care (USC). However, research has found that PCP capacity and USC do not always correlate. This exploratory study compares geographic patterns and the characteristics of counties with similar rates of PCP capacity but varying rates of USC.
    METHODS: Our county-level, cross-sectional approach includes estimates from the Robert Graham Center and data from the Robert Wood Johnson County Health Rankings (CHR). We utilized conditional mapping methods to first identify US counties with the highest rates of social deprivation (SDI). Next, counties were stratified based on primary care physician (PCP) capacity and usual source of care (USC) terciles, allowing us to identify 4 types of counties: (1) High-Low (high PCP capacity, low USC); (2) High-High (high PCP capacity, high USC); (3) Low-High (low PCP capacity, high USC); and (4) Low-Low (low PCP capacity, low USC). We use t test to explore differences in the characteristics of counties with similar rates of primary care capacity.
    RESULTS: The results show clear geographic patterns: High-High counties are located primarily in the northern and northeastern US; High-Low counties are located primarily in the southwestern and southern US. Low-High counties are concentrated in the Appalachian and Great Lakes regions; Low-Low counties are concentrated in the southeastern US and Texas. Descriptive results reveal that rates of racial and ethnic minorities, the uninsured, and social deprivation are highest in counties with low rates of USC for both high PCP and low PCP areas.
    CONCLUSIONS: Recognizing PCP shortages and improving rates of USC are key strategies for increasing access to high-quality, primary care. Targeting strategies by geographic region will allow for tailored models to improve access to and continuity of primary care. For example, we found that many of the counties with the lowest rates of USC are found in non-Medicaid expansion states (Texas, Georgia, and Florida) with high rates of uninsured populations, suggesting that expanding Medicaid and improving access to health insurance are key strategies for increasing USC in these states.
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  • 文章类型: Journal Article
    背景:在美国部分地区,皮肤科医生的访问受到限制,使初级保健临床医生(PCC)成为早期发现皮肤癌的重要组成部分。开发了一种使用弹性散射光谱(ESS)的手持设备,以帮助PCCs对皮肤病变进行临床评估。
    方法:在这项前瞻性研究中,3个PCC评估了患者报告的皮肤病变,并使用手持式ESS设备扫描了每个病变。比较是病理学结果或3位皮肤科医生小组检查高分辨率的皮肤镜和临床图像。PCCs报告了他们的诊断,管理决策,和每个病变的置信水平。结果评估包括敏感性,特异性,负预测值(NPV),阳性预测值(PPV),和曲线下面积(AUC)。
    结果:最终分析共纳入155例患者和178个病灶。最常见的患者报告的相关特征是“新的或变化的病变”(91.6%)。器械诊断灵敏度和特异度分别为90.0%和60.7%,分别,基于活检结果或皮肤科医生小组参考标准;相对而言,在不使用该装置的情况下,PCC灵敏度为40.0%,特异性为84.8%。装置净现值为98.9%,装置PPV为13.6%。该设备建议患者转诊至皮肤科,与皮肤科医生小组的一致性为88.2%。装置和PCCs的AUC分别为0.815和0.643。
    结论:PCCs使用ESS装置可以通过对患者关注的大多数良性病变进行正确分类来提高对选择恶性皮肤病变的诊断和管理敏感性。这可能会增加皮肤癌的检测,同时改善获得专科护理的机会。
    BACKGROUND: Access to dermatologists is limited in parts of the US, making primary care clinicians (PCCs) integral for early detection of skin cancers. A handheld device using elastic scattering spectroscopy (ESS) was developed to aid PCCs in their clinical assessment of skin lesions.
    METHODS: In this prospective study, 3 PCCs evaluated skin lesions reported by patients as concerning and scanned each lesion with the handheld ESS device. The comparison was pathology results or a 3-dermatologist panel examining high resolution dermatoscopic and clinical images. PCCs reported their diagnosis, management decision, and confidence level for each lesion. Evaluation of results included sensitivity, specificity, negative predictive value (NPV), positive predictive value (PPV), and Area Under the Curve (AUC).
    RESULTS: A total of 155 patients and 178 lesions were included in the final analysis. The most commonly patient-reported concerning feature was \"new or changing lesion\" (91.6%). Device diagnostic sensitivity and specificity were 90.0% and 60.7%, respectively, based on biopsy result or dermatologist panel reference standard; comparatively, PCC sensitivity was 40.0% and 84.8% specificity without the use of the device. Device NPV was 98.9%, and device PPV was 13.6%. The device recommended patient referral to dermatology with 88.2% concordance with the dermatologist panel. AUC for the device and PCCs were 0.815 and 0.643, respectively.
    CONCLUSIONS: The use of the ESS device by PCCs can improve diagnostic and management sensitivity for select malignant skin lesions by correctly classifying most benign lesions of patient concern. This may increase skin cancer detection while improving access to specialist care.
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  • 文章类型: Journal Article
    背景:麻风病是巴西发病率高的慢性感染。初级保健医生缺乏对该疾病的知识可能在诊断不足中起重要作用。本研究旨在评估初级保健医生识别典型麻风病皮肤病变的能力及其对受试者的认识。
    方法:这项横断面研究依赖于一份调查问卷,参与的医生为每个皮肤病变选择了一个主要诊断假设和两个鉴别诊断。包括五个麻风病灶。关于管理的问题,后续行动,还包括该疾病的诊断检查。问卷发给了在库里蒂巴工作的初级保健医生,在巴西南部的巴拉那州,和皮肤科医生,谁构成了对照组。
    结果:32名初级保健医生和26名皮肤科医生同意参与这项研究。初级保健医生准确地确定了五个麻风病皮肤病变的平均值为1.8±1.2,而皮肤科医生准确识别2.5±0.9(P=0.009)。主要误诊的麻风病形式是麻风病和组织变异。在初级保健医生中,56.2%的人声称对该主题知之甚少,很大一部分参与者不知道最近在治疗小细菌形式方面的更新。甚至在皮肤科医生亚组。
    结论:库里蒂巴的初级保健医生几乎没有关于诊断的信息,治疗,和麻风病的后续行动。甚至皮肤科医生在治疗和病人管理方面也有困难,强调对这一主题教育的持续需要。
    BACKGROUND: Leprosy is a chronic infection with high morbidity in Brazil. Primary care physicians\' lack of knowledge about the disease may play a significant role in underdiagnosis. This study aimed to assess primary care physicians\' ability to identify typical leprosy skin lesions and their knowledge of the subject.
    METHODS: This cross-sectional study relied on a questionnaire in which participating doctors chose one main diagnostic hypothesis and two differential diagnoses for each skin lesion presented. Five leprosy lesions were included. Questions regarding management, follow-up, and diagnostic workup for the disease were also included. The questionnaire was sent to primary care physicians working in Curitiba, in the Southern Brazilian state of Paraná, and dermatologists, who constituted the control group.
    RESULTS: Thirty-two primary care physicians and 26 dermatologists agreed to participate in the study. Primary care physicians accurately identified a mean of 1.8 ± 1.2 of the five leprosy skin lesions, while dermatologists accurately identified 2.5 ± 0.9 (P = 0.009). The main misdiagnosed leprosy forms were the lepromatous and histoid variants. Among primary care physicians, 56.2% claimed to have little knowledge of the subject and a large share of participants was unaware of recent updates in treating paucibacillary forms, even within the dermatologist subgroup.
    CONCLUSIONS: Primary care physicians in Curitiba have little information regarding the diagnosis, treatment, and follow-up of leprosy. Even dermatologists had difficulties with treatment and patient management, emphasizing the constant need for education on this subject.
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  • 文章类型: Journal Article
    产后精神卫生保健是公共卫生的优先事项,需要专业间和组织间的合作。初级保健医生(PCP)有可能在促进获得医疗保健和为产后心理健康问题提供全面和协调的护理方面发挥重要作用。在日本,然而,以前没有关于PCP参与产后心理保健的程度的研究.因此,本研究旨在调查日本PCP提供此类护理的实践和经验.
    本研究提供了一项横断面研究的结果的子集,该研究使用了日本PCP中有关产后护理的在线问卷。我们采用描述性分析来检查他们在提供一般和产后精神保健方面的做法和经验。
    我们收到了来自5811PCP的339个有效回复。PCP经常看到的有精神健康问题的门诊患者的中位数比例为15%。大约三分之二的PCP(68.7%)报告常规进行抑郁和焦虑筛查。76%的PCP有机会为产后妇女提供护理。大约每两个PCP中就有一个(47.8%)处理过产后心理健康问题,并与各种专业人员和资源合作提供护理。
    这项研究的大多数日本PCP参与者提供精神保健,并处理了产后心理健康问题的病例,与各种卫生专业人员合作。
    UNASSIGNED: Postpartum mental health care is a public health priority requiring interprofessional and interorganizational collaboration. Primary care physicians (PCPs) have the potential to play an essential role in facilitating access to health care and providing comprehensive and coordinated care for postpartum mental health problems. In Japan, however, there are no previous studies on the extent to which PCPs are involved in postpartum mental health care. Therefore, this study aimed to investigate the practices and experiences of Japanese PCPs in providing such care.
    UNASSIGNED: This study presents a subset of the findings from a cross-sectional study using an online questionnaire on postpartum care among Japanese PCPs. We employed descriptive analysis to examine their practices and experiences in providing general and postpartum mental health care.
    UNASSIGNED: We received 339 valid responses from 5811 PCPs. The median proportion of the outpatients with mental health problems that PCPs regularly saw was 15%. Approximately two out of three PCPs (68.7%) reported routinely performing screening for depression and anxiety. Seventy-six percent of PCPs had the opportunity to provide care for postpartum women. Approximately one in two PCPs (47.8%) had managed cases of postpartum mental health problems and collaborated with various professionals and resources to provide care.
    UNASSIGNED: The majority of Japanese PCP participants in the study provide mental health care and have managed cases of postpartum mental health problems, collaborating with various health professionals.
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  • 文章类型: Journal Article
    背景:原发性醛固酮增多症(PA)是继发性高血压最常见的可治疗和潜在可治愈的原因。鉴于心血管并发症的风险增加,由初级保健医生(PCPs)进行及时诊断和管理很重要,但是初级保健的筛查率很低。我们的目的是确定影响PCP中PA筛查行为的因素。
    方法:在16/08/22和09/08/23之间对7个数据库进行严格的范围审查,以调查PA筛查实践。如果他们的研究的一个方面是在初级保健中进行的,那么在过去20年中,来自同行评审文献的英文文章有资格被纳入。
    结果:总共1380个标题和摘要,筛选了61篇全文,选择20项研究进行数据提取。我们确定了影响PCPs筛查的三大类因素-患者,临床医生,和医疗保健系统。一些研究针对这些因素来提高筛查率,尽管关于实施和结果的数据很少。
    结论:意识低,准则不足,和不良检测被确定为PA筛查的主要障碍。为PCP举办有针对性的教育会议,明确的指导方针,并且可能需要更靠近诊断中心以改善初级保健中的PA检测。
    BACKGROUND: Primary aldosteronism (PA) is the most common treatable and potentially curable cause of secondary hypertension. Prompt diagnosis and management by primary care physicians (PCPs) is important given the increased risk of cardiovascular complications however screening rates are low in primary care. Our aim was to identify factors that influence screening behaviour for PA among PCPs.
    METHODS: A rigorous scoping review of seven databases between 16/08/22 and 09/08/23 was used to investigate PA screening practices. Articles written in English from peer-reviewed literature within the last 20 years were eligible for inclusion if an aspect of their study was conducted in primary care.
    RESULTS: A total of 1380 titles and abstracts, and 61 full texts were screened, with 20 studies selected for data extraction. We identified three broad categories of factors influencing screening by PCPs-the patient, the clinician, and the healthcare system. Some studies targeted these factors to improve screening rates although there is little data on implementation and outcomes.
    CONCLUSIONS: Low awareness, inadequate guidelines, and poor access to testing were identified as key barriers to PA screening. Targeted education sessions for PCPs, clear guidelines, and closer proximity to diagnostic centres may be required to improve PA detection in primary care.
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  • 文章类型: Journal Article
    皮肤病和皮肤癌是常见的健康问题,需要早期发现和干预。初级保健医生在认识这些疾病并作为预防皮肤癌的第一道防线方面发挥着至关重要的作用。本指南提供了一种系统的方法来进行彻底的皮肤检查,并增强对癌前病变和癌性病变的常见表现的理解。我们强调每年进行全身皮肤检查的重要性,以促进早期发现和管理皮肤状况,包括一步一步,进行这些考试的系统协议,包括准备病人,记录调查结果,教育病人,并考虑活检或转诊可疑病变。此外,我们探讨了引起临床怀疑的皮肤病变的非典型特征,并需要进一步研究。我们描述了常见皮肤癌的特征,如基底细胞癌,鳞状细胞癌,还有黑色素瘤.我们强调对患者进行自我皮肤检查和防晒措施教育的重要性。通过结合本指南中介绍的知识和技能,初级保健医生可以自信地进行彻底的全身皮肤检查,确定皮肤癌的常见皮肤病学发现和早期迹象,并为患者提供全面的护理。这将有助于确保皮肤病健康的最佳结果。
    Dermatological conditions and skin cancers are common health concerns that require early detection and intervention. Primary care physicians play a crucial role in recognizing these conditions and serving as the first line of defense against skin cancers. This guide provides a systematic approach to conducting thorough skin examinations and enhancing understanding of common presentations of precancerous and cancerous lesions. We emphasize the importance of performing annual full-body skin exams to facilitate early detection and management of skin conditions, including a step-by-step, systematic protocol for conducting these exams, comprising preparing the patient, documenting findings, educating the patient, and considering biopsy or referral for suspicious lesions. Furthermore, we explore the atypical features of skin lesions that raise clinical suspicion and warrant further investigation. We describe the characteristics of common skin cancers, such as basal cell carcinoma, squamous cell carcinoma, and melanoma. We stress the importance of patient education on self-skin checks and sun protection measures. By incorporating the knowledge and skills presented in this guide, primary care physicians can confidently perform thorough full-body skin checks, identify common dermatological findings and early signs of skin cancers, and provide comprehensive care to patients. This will help ensure optimal outcomes in dermatological health.
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  • 文章类型: Journal Article
    初级保健医生(PCP)应该是身体活动(PA)的积极和可靠的推动者,但是没有强有力的证据表明他们的知识和个人习惯促成了这一点。这项研究的目的是根据患者的自我评估PA知识和个人习惯,评估PCP向患者提供PA建议的频率。本研究采用横断面设计,数据通过自我报告的在线问卷收集。研究样本由来自立陶宛一个大城市的202个PCP组成,考纳斯,其中女性122人(60.4%),男性80人(39.6%)。使用Windows的SPSS版本29(社会科学统计软件包)分析数据。研究结果表明,与向患者提供PA相关的建议频率在统计学上显着取决于PCP健康友好或部分有利的PA习惯,他们自我评估的关于身体活动的知识水平,以及他们自我评估的能力,与向患者提供PA建议有关,但这在统计学上不依赖于与PA相关的客观知识评估水平。
    Primary care physicians (PCPs) should be active and reliable promoters of physical activity (PA), but there is no strong evidence that their knowledge and personal habits contribute to this. The aim of this study was to evaluate the frequency of PA recommendations provided by PCPs to patients in terms of their self-assessed PA knowledge and personal habits. This study used a cross-sectional design and data were collected through a self-reported online questionnaire. The study sample consisted of 202 PCPs from a large Lithuanian city, Kaunas, of which 122 were females (60.4%) and 80 were males (39.6%). The data were analyzed using SPSS version 29 (Statistical Package for the Social Sciences) for Windows. The findings show that the frequency of recommendations related to providing PA to patients is statistically significantly dependent on PCP health-friendly or partially favorable PA habits, their self-assessed level of knowledge about physical activity, and their self-assessed competence related to providing PA recommendations to patients, but this is not statistically dependent on objectively assessed level of knowledge related to PA.
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  • 文章类型: Journal Article
    背景:鉴于青春期的心理健康问题可能会产生终身影响,初级保健医师(PCP)在识别和管理这些问题方面的作用非常重要.人工智能(AI)可以为当前涉及精神卫生保健的挑战提供解决方案。因此,我们探讨了PCP在解决青少年心理健康方面的挑战,以及他们对使用人工智能来帮助他们完成任务的态度。
    方法:我们使用有目的的抽样为虚拟焦点小组(FG)招募PCP。虚拟FG持续了75分钟,由两名主持人主持。生活转录是由在线会议软件制作的。已清除转录数据,其次是先验和归纳编码和主题分析。
    结果:我们通过电子邮件联系了35名潜在参与者。七人同意参加,最终四人参加了FG。PCP认为人工智能系统有可能具有成本效益,可信,并有助于收集大量患者数据,相对可信。他们设想AI协助诊断和制定治疗计划等任务。然而,他们担心依赖人工智能可能会导致临床能力的丧失。PCP希望AI系统是用户友好的,他们愿意协助实现这一目标,如果这是在他们的实践范围内,他们的贡献得到补偿。他们强调,监管机构需要处理人工智能的法医学和伦理方面的问题,并制定明确的指导方针,以减少或消除潜在的患者伤害。
    结论:这项研究为评估PCP“对AI系统的感知”的特征和特征提供了基础,潜在的应用,可能的负面方面,以及使用它们的要求。未来对青少年将人工智能整合到精神保健中的观点的研究可能有助于更全面地了解人工智能对这一人群的潜力。
    BACKGROUND: Given that mental health problems in adolescence may have lifelong impacts, the role of primary care physicians (PCPs) in identifying and managing these issues is important. Artificial Intelligence (AI) may offer solutions to the current challenges involved in mental health care. We therefore explored PCPs\' challenges in addressing adolescents\' mental health, along with their attitudes towards using AI to assist them in their tasks.
    METHODS: We used purposeful sampling to recruit PCPs for a virtual Focus Group (FG). The virtual FG lasted 75 minutes and was moderated by two facilitators. A life transcription was produced by an online meeting software. Transcribed data was cleaned, followed by a priori and inductive coding and thematic analysis.
    RESULTS: We reached out to 35 potential participants via email. Seven agreed to participate, and ultimately four took part in the FG. PCPs perceived that AI systems have the potential to be cost-effective, credible, and useful in collecting large amounts of patients\' data, and relatively credible. They envisioned AI assisting with tasks such as diagnoses and establishing treatment plans. However, they feared that reliance on AI might result in a loss of clinical competency. PCPs wanted AI systems to be user-friendly, and they were willing to assist in achieving this goal if it was within their scope of practice and they were compensated for their contribution. They stressed a need for regulatory bodies to deal with medicolegal and ethical aspects of AI and clear guidelines to reduce or eliminate the potential of patient harm.
    CONCLUSIONS: This study provides the groundwork for assessing PCPs\' perceptions of AI systems\' features and characteristics, potential applications, possible negative aspects, and requirements for using them. A future study of adolescents\' perspectives on integrating AI into mental healthcare might contribute a fuller understanding of the potential of AI for this population.
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  • 文章类型: Journal Article
    初级保健医生可能对人工智能(AI)和机器学习(ML)的前景感到兴奋和担忧。复杂性科学可以深入了解哪些AI/ML应用将来最有可能影响初级保健。AI/ML已经成功地从数字图像中诊断出一些疾病,通过将语音转换为文本,帮助完成管理任务,例如在电子记录中写下笔记,以及来自医疗保健系统内多个来源的组织信息。AI/ML对复杂的单一疾病(如癌症)患者推荐的治疗方法不太成功;或改善诊断,患者共同决策,并治疗患有多种合并症和社会决定性挑战的患者。AI/ML放大了卫生公平方面的差距,几乎没有人知道AI/ML对初级保健医患关系的影响。对维多利亚的干预,澳大利亚显示了AI/ML工具仅用作复杂医疗决策的辅助手段的前景。将这些发现放在复杂的自适应系统框架中,当AI/ML工具的任务范围有限时,它可能会起作用。拥有干净的数据,这些数据大多是线性和确定性的,并很好地适应现有的工作流程。AI/ML很少改善综合护理,尤其是在初级保健机构,其中数据有大量的错误和不一致。初级保健应密切参与AI/ML的开发,及其工具在实施前经过仔细测试;与电子健康记录不同,不仅仅是假设AI/ML工具将改善初级保健工作生活,质量,安全,和以人为本的临床决策。
    Primary care physicians are likely both excited and apprehensive at the prospects for artificial intelligence (AI) and machine learning (ML). Complexity science may provide insight into which AI/ML applications will most likely affect primary care in the future. AI/ML has successfully diagnosed some diseases from digital images, helped with administrative tasks such as writing notes in the electronic record by converting voice to text, and organized information from multiple sources within a health care system. AI/ML has less successfully recommended treatments for patients with complicated single diseases such as cancer; or improved diagnosing, patient shared decision making, and treating patients with multiple comorbidities and social determinant challenges. AI/ML has magnified disparities in health equity, and almost nothing is known of the effect of AI/ML on primary care physician-patient relationships. An intervention in Victoria, Australia showed promise where an AI/ML tool was used only as an adjunct to complex medical decision making. Putting these findings in a complex adaptive system framework, AI/ML tools will likely work when its tasks are limited in scope, have clean data that are mostly linear and deterministic, and fit well into existing workflows. AI/ML has rarely improved comprehensive care, especially in primary care settings, where data have a significant number of errors and inconsistencies. Primary care should be intimately involved in AI/ML development, and its tools carefully tested before implementation; and unlike electronic health records, not just assumed that AI/ML tools will improve primary care work life, quality, safety, and person-centered clinical decision making.
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