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Provider Perspectives on Artificial Intelligence-Guided Screening for Low Ejection Fraction in Primary Care: Qualitative Study. 医疗服务提供者对人工智能引导的初级医疗低射血分数筛查的看法:定性研究。
SpringerPlus Pub Date : 2022-10-14 DOI: 10.2196/41940
Barbara Barry, Xuan Zhu, Emma Behnken, Jonathan Inselman, Karen Schaepe, Rozalina McCoy, David Rushlow, Peter Noseworthy, Jordan Richardson, Susan Curtis, Richard Sharp, Artika Misra, Abdulla Akfaly, Paul Molling, Matthew Bernard, Xiaoxi Yao
{"title":"Provider Perspectives on Artificial Intelligence-Guided Screening for Low Ejection Fraction in Primary Care: Qualitative Study.","authors":"Barbara Barry, Xuan Zhu, Emma Behnken, Jonathan Inselman, Karen Schaepe, Rozalina McCoy, David Rushlow, Peter Noseworthy, Jordan Richardson, Susan Curtis, Richard Sharp, Artika Misra, Abdulla Akfaly, Paul Molling, Matthew Bernard, Xiaoxi Yao","doi":"10.2196/41940","DOIUrl":"10.2196/41940","url":null,"abstract":"<p><strong>Background: </strong>The promise of artificial intelligence (AI) to transform health care is threatened by a tangle of challenges that emerge as new AI tools are introduced into clinical practice. AI tools with high accuracy, especially those that detect asymptomatic cases, may be hindered by barriers to adoption. Understanding provider needs and concerns is critical to inform implementation strategies that improve provider buy-in and adoption of AI tools in medicine.</p><p><strong>Objective: </strong>This study aimed to describe provider perspectives on the adoption of an AI-enabled screening tool in primary care to inform effective integration and sustained use.</p><p><strong>Methods: </strong>A qualitative study was conducted between December 2019 and February 2020 as part of a pragmatic randomized controlled trial at a large academic medical center in the United States. In all, 29 primary care providers were purposively sampled using a positive deviance approach for participation in semistructured focus groups after their use of the AI tool in the randomized controlled trial was complete. Focus group data were analyzed using a grounded theory approach; iterative analysis was conducted to identify codes and themes, which were synthesized into findings.</p><p><strong>Results: </strong>Our findings revealed that providers understood the purpose and functionality of the AI tool and saw potential value for more accurate and faster diagnoses. However, successful adoption into routine patient care requires the smooth integration of the tool with clinical decision-making and existing workflow to address provider needs and preferences during implementation. To fulfill the AI tool's promise of clinical value, providers identified areas for improvement including integration with clinical decision-making, cost-effectiveness and resource allocation, provider training, workflow integration, care pathway coordination, and provider-patient communication.</p><p><strong>Conclusions: </strong>The implementation of AI-enabled tools in medicine can benefit from sensitivity to the nuanced context of care and provider needs to enable the useful adoption of AI tools at the point of care.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov NCT04000087; https://clinicaltrials.gov/ct2/show/NCT04000087.</p>","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"4 1","pages":"e41940"},"PeriodicalIF":0.0,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11041436/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88211505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Erratum to: Coexistence of contralateral cluster headache and probable paroxysmal hemicrania: a case report 勘误表:对侧丛集性头痛和可能的阵发性偏头痛并存:一例报告
SpringerPlus Pub Date : 2017-12-01 DOI: 10.1186/S40064-017-3791-7
F. Pauri, C. Lepre
{"title":"Erratum to: Coexistence of contralateral cluster headache and probable paroxysmal hemicrania: a case report","authors":"F. Pauri, C. Lepre","doi":"10.1186/S40064-017-3791-7","DOIUrl":"https://doi.org/10.1186/S40064-017-3791-7","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"5 1","pages":"1"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/S40064-017-3791-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46959433","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 20
Erratum to: Numerical method to compute acoustic scattering effect of a moving source. 运动声源声散射效应的数值计算方法。
SpringerPlus Pub Date : 2017-05-31 eCollection Date: 2016-01-01 DOI: 10.1186/s40064-017-3790-8
Hao Song, Mingxu Yi, Jun Huang, Yalin Pan, Dawei Liu
{"title":"Erratum to: Numerical method to compute acoustic scattering effect of a moving source.","authors":"Hao Song,&nbsp;Mingxu Yi,&nbsp;Jun Huang,&nbsp;Yalin Pan,&nbsp;Dawei Liu","doi":"10.1186/s40064-017-3790-8","DOIUrl":"https://doi.org/10.1186/s40064-017-3790-8","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.1186/s40064-016-3080-x.].</p>","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":" ","pages":"2117"},"PeriodicalIF":0.0,"publicationDate":"2017-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-017-3790-8","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35330517","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Erratum to: Associations between adherence, depressive symptoms and health-related quality of life in young adults with cystic fibrosis. 年轻人囊性纤维化患者依从性、抑郁症状和健康相关生活质量之间的关系
SpringerPlus Pub Date : 2017-05-31 eCollection Date: 2016-01-01 DOI: 10.1186/s40064-017-3789-1
K B Knudsen, T Pressler, L H Mortensen, M Jarden, M Skov, A L Quittner, T Katzenstein, K A Boisen
{"title":"Erratum to: Associations between adherence, depressive symptoms and health-related quality of life in young adults with cystic fibrosis.","authors":"K B Knudsen,&nbsp;T Pressler,&nbsp;L H Mortensen,&nbsp;M Jarden,&nbsp;M Skov,&nbsp;A L Quittner,&nbsp;T Katzenstein,&nbsp;K A Boisen","doi":"10.1186/s40064-017-3789-1","DOIUrl":"https://doi.org/10.1186/s40064-017-3789-1","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.1186/s40064-016-2862-5.].</p>","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":" ","pages":"2119"},"PeriodicalIF":0.0,"publicationDate":"2017-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-017-3789-1","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35330518","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Erratum to: Implication of Paris Agreement in the context of long-term climate mitigation goals. 《巴黎协定》在长期气候减缓目标背景下的含义的勘误。
SpringerPlus Pub Date : 2017-05-31 eCollection Date: 2016-01-01 DOI: 10.1186/s40064-017-3787-3
Shinichiro Fujimori, Xuanming Su, Jing-Yu Liu, Tomoko Hasegawa, Kiyoshi Takahashi, Toshihiko Masui, Maho Takimi
{"title":"Erratum to: Implication of Paris Agreement in the context of long-term climate mitigation goals.","authors":"Shinichiro Fujimori,&nbsp;Xuanming Su,&nbsp;Jing-Yu Liu,&nbsp;Tomoko Hasegawa,&nbsp;Kiyoshi Takahashi,&nbsp;Toshihiko Masui,&nbsp;Maho Takimi","doi":"10.1186/s40064-017-3787-3","DOIUrl":"https://doi.org/10.1186/s40064-017-3787-3","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.1186/s40064-016-3235-9.].</p>","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":" ","pages":"2118"},"PeriodicalIF":0.0,"publicationDate":"2017-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-017-3787-3","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35330519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Adaptation Processes in Agriculture and Food Security: Insights from Evaluating Behavioral Changes in West Africa 农业和粮食安全中的适应过程:对西非行为变化的评估
SpringerPlus Pub Date : 2017-01-12 DOI: 10.1007/978-3-319-43702-6_14
J. Somda, R. Zougmoré, I. Sawadogo, B. Bationo, S. Buah, T. Abasse
{"title":"Adaptation Processes in Agriculture and Food Security: Insights from Evaluating Behavioral Changes in West Africa","authors":"J. Somda, R. Zougmoré, I. Sawadogo, B. Bationo, S. Buah, T. Abasse","doi":"10.1007/978-3-319-43702-6_14","DOIUrl":"https://doi.org/10.1007/978-3-319-43702-6_14","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"1 1","pages":"255-269"},"PeriodicalIF":0.0,"publicationDate":"2017-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49644370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Molecular diagnostic markers of Tachysurus fulvidraco and Leiocassis longirostris and their hybrids 黄颡鱼和长尾黄颡鱼及其杂种的分子诊断标记
SpringerPlus Pub Date : 2016-12-30 DOI: 10.1186/s40064-016-3766-0
H. Liang, Shanshan Guo, Xiang-zhong Luo, Zhong Li, G. Zou
{"title":"Molecular diagnostic markers of Tachysurus fulvidraco and Leiocassis longirostris and their hybrids","authors":"H. Liang, Shanshan Guo, Xiang-zhong Luo, Zhong Li, G. Zou","doi":"10.1186/s40064-016-3766-0","DOIUrl":"https://doi.org/10.1186/s40064-016-3766-0","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2016-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-016-3766-0","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65822203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Effect of chlorhexidine pretreatment on bacterial contamination at rhinoplasty field 洗必泰预处理对鼻整形现场细菌污染的影响
SpringerPlus Pub Date : 2016-12-30 DOI: 10.1186/s40064-016-3679-y
S. Kim, K. L. Tan, Sang Yeon Lee, Dae Woo Kim, Sue Shin, Hong-Ryul Jin
{"title":"Effect of chlorhexidine pretreatment on bacterial contamination at rhinoplasty field","authors":"S. Kim, K. L. Tan, Sang Yeon Lee, Dae Woo Kim, Sue Shin, Hong-Ryul Jin","doi":"10.1186/s40064-016-3679-y","DOIUrl":"https://doi.org/10.1186/s40064-016-3679-y","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2016-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-016-3679-y","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65821052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Review and results of a survey about biosimilars prescription and challenges in the Middle East and North Africa region 中东和北非地区生物仿制药处方及挑战调查综述与结果
SpringerPlus Pub Date : 2016-12-30 DOI: 10.1186/s40064-016-3779-8
F. Farhat, A. Othman, F. el Karak, J. Kattan
{"title":"Review and results of a survey about biosimilars prescription and challenges in the Middle East and North Africa region","authors":"F. Farhat, A. Othman, F. el Karak, J. Kattan","doi":"10.1186/s40064-016-3779-8","DOIUrl":"https://doi.org/10.1186/s40064-016-3779-8","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2016-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-016-3779-8","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65822059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 24
Erratum to: Crowd behavior representation: an attribute-based approach 群体行为表征:基于属性的方法
SpringerPlus Pub Date : 2016-12-30 DOI: 10.1186/s40064-016-3754-4
H. Rabiee, J. Haddadnia, Hossein Mousavi, Moin Nabi, Vittorio Murino, N. Sebe
{"title":"Erratum to: Crowd behavior representation: an attribute-based approach","authors":"H. Rabiee, J. Haddadnia, Hossein Mousavi, Moin Nabi, Vittorio Murino, N. Sebe","doi":"10.1186/s40064-016-3754-4","DOIUrl":"https://doi.org/10.1186/s40064-016-3754-4","url":null,"abstract":"","PeriodicalId":21923,"journal":{"name":"SpringerPlus","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2016-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40064-016-3754-4","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65821818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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