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Boatman D, Starkey A, Acciavatti L, Jarrett Z, Allen A, Kennedy-Rea S. Using Social Listening for Digital Public Health Surveillance of Human Papillomavirus Vaccine Misinformation Online: Exploratory Study. JMIR Infodemiology 2024; 4:e54000. [PMID: 38457224 PMCID: PMC10960215 DOI: 10.2196/54000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Accepted: 02/07/2024] [Indexed: 03/09/2024]
Abstract
Despite challenges related to the data quality, representativeness, and accuracy of artificial intelligence-driven tools, commercially available social listening platforms have many of the attributes needed to be used for digital public health surveillance of human papillomavirus vaccination misinformation in the online ecosystem.
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Affiliation(s)
- Dannell Boatman
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
| | - Abby Starkey
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
| | - Lori Acciavatti
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
| | - Zachary Jarrett
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
| | - Amy Allen
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
| | - Stephenie Kennedy-Rea
- Department of Cancer Prevention & Control, School of Medicine, West Virginia University, Morgantown, WV, United States
- West Virginia University Cancer Institute, Morgantown, WV, United States
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Swisher AK, Kennedy-Rea S, Starkey A, Duckworth A, Burkart M, Graebe G, Harper R, Yanosik MA, Hudson A. Bridging the gap: identifying and meeting the needs of lung cancer survivors. J Public Health (Oxf) 2022. [DOI: 10.1007/s10389-020-01332-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
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Kennedy-Rea SK, Swisher A, Duckworth A, Miller T, Osmon S, Starkey A, Burkart M, Graebe G, Yanosik MA, Harper R, Allen A. Abstract D059: Bridge to Good Living: Thriving beyond lung cancer in West Virginia. Cancer Epidemiol Biomarkers Prev 2020. [DOI: 10.1158/1538-7755.disp19-d059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
Introduction: The goal of the Bridge Program is to improve the overall coordination of care, increase quality of life, and decrease the consequences of treatment for patients diagnosed with lung cancer.
Brief Description: Patients diagnosed with late stage lung cancer are often referred to supportive or palliative care programs that provide symptom management, psychosocial support and follow up, as well as advanced planning. In contrast, the needs of patients diagnosed at a curable or early stage often go unaddressed. The focus of the Bridge Program is to develop and implement a comprehensive survivorship program for Stage 1-3 lung cancer patients completing curative treatment.
The Bridge Program enrolls and assesses patients at the end of cancer treatment utilizing a multidisciplinary team approach. The Program’s goal is to improve patient and caregiver quality of life in the major life domains of physical, social, psychological, and spiritual. We see this program bridging patients from active cancer care to the next step on their journey in life. Using a multidisciplinary team approach creates an opportunity for collaboration and information sharing that leads to the development of an enhanced survivorship care plan.
Summary of Data: Between March 2017 and June 2019, the Bridge Program enrolled 81 patients across three locations. At the end of cancer care, 100% of these patients had at least one unmet need and nearly half had seven or more. Assessment identified a total of 540 unmet needs which resulted in 132 clinician referrals. When categorizing unmet needs into physical, practical, and emotional domains, Bridge patients identified more unmet needs in the physical category than any other. The most common referrals were for Physical Therapy and Occupational Therapy. Following enrollment into the Program, 93% of Bridge patients showed a decrease in the number of unmet needs at their first recurrence and monitoring visit.
When comparing a cohort of Bridge enrolled verses non-Bridge patients, we found that prior to visiting the Emergency Department, Bridge patients contacted their treatment team at a higher rate than non-Bridge patients and that the completion of Survivorship Care Plans was 100% for Bridge patients and only 38% for non-Bridge patients.
Conclusion: Lung cancer patients have many unmet needs following active treatment for lung cancer. The Bridge Program addresses a cancer that is not frequently talked about in survivorship care: lung cancer. With increased screening and improvements in treatment, we can anticipate an increase in the number of lung cancer survivors. The Bridge Program provides a novel patient-centered model that addresses a cohort of patients that are often older and sicker than other cancer patients.
Note: This abstract was not presented at the conference.
Citation Format: Stephenie K Kennedy-Rea, Anne Swisher, Adrienne Duckworth, Tara Miller, Salman Osmon, Abby Starkey, Megan Burkart, Garth Graebe, Mary Anne Yanosik, Rachel Harper, Amy Allen. Bridge to Good Living: Thriving beyond lung cancer in West Virginia [abstract]. In: Proceedings of the Twelfth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2019 Sep 20-23; San Francisco, CA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(6 Suppl_2):Abstract nr D059.
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Affiliation(s)
| | | | | | - Tara Miller
- 2Charleston Area Medical Center, Charleston, WV, USA,
| | | | | | | | | | | | | | - Amy Allen
- 1WVU Cancer Institute, Morgantown, WV, USA,
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Armato S, Gruszauskas N, MacMahon H, Torno M, Li F, Engelmann R, Starkey A, Pudela C, Marino J, Chang P, Giger M. SU-E-I-45: The Human Imaging Research Office (HIRO): Advancing the Role of Imaging in Clinical Research. Med Phys 2011. [DOI: 10.1118/1.3611618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Corson N, Sensakovic W, Straus C, Starkey A, Armato S. WE-B-201B-06: Characterization of Mesothelioma and Tissues Present in Contrast-Enhanced Chest CT Scans. Med Phys 2010. [DOI: 10.1118/1.3469354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Sensakovic W, Starkey A, Roberts R, Straus C, Caligiuri P, Armato S. WE-E-304A-06: The Influence of Initial Outlines On Observers. Med Phys 2009. [DOI: 10.1118/1.3182576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Labby Z, Armato S, Sensakovic W, Starkey A, Roberts R, Straus C, Caligiuri P. SU-FF-I-11: Inter-Observer Variability of Mesothelioma Area Measurements On CT Scans. Med Phys 2009. [DOI: 10.1118/1.3181130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Sensakovic W, Armato S, Starkey A, Roberts R. SU-GG-I-87: Inconsistencies in Discrete Space and Continuous Space Lesion Boundary and Area Definitions. Med Phys 2008. [DOI: 10.1118/1.2961485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Roberts R, Armato S, Starkey A, Sensakovic W. SU-GG-I-02: Evolution of Adrenal Gland Perfusion with Anti-Angiogenic Therapy: A CT-Based Approach. Med Phys 2008. [DOI: 10.1118/1.2961400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Sensakovic W, Armato S, Starkey A. SU-FF-I-04: An External Energy Field for Hemithoracic-Cavity Segmentation Using Deformable Contours. Med Phys 2007. [DOI: 10.1118/1.2760380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Roberts R, Armato S, Starkey A, Sensakovic W, Maitland M. SU-FF-I-05: Evolution of Adrenal Gland Perfusion with Anti-Angiogenic Therapy: A CT-Based Study. Med Phys 2007. [DOI: 10.1118/1.2760381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Sensakovic W, Armato S, Starkey A. TU-D-330A-07: A Fast Pseudo-1D Active Contour for Medical Image Segmentation. Med Phys 2006. [DOI: 10.1118/1.2241552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Engelmann R, Armato S, Doshi D, Sensakovic W, Starkey A, MacMahon H. TU-FF-A4-05: Temporal Subtraction of Lateral Chest Radiographs. Med Phys 2006. [DOI: 10.1118/1.2241660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Williams I, Richardson J, Starkey A, Stansfield I. Genome-wide prediction of stop codon readthrough during translation in the yeast Saccharomyces cerevisiae. Nucleic Acids Res 2004; 32:6605-16. [PMID: 15602002 PMCID: PMC545446 DOI: 10.1093/nar/gkh1004] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2004] [Revised: 11/04/2004] [Accepted: 11/28/2004] [Indexed: 11/13/2022] Open
Abstract
In-frame stop codons normally signal termination during mRNA translation, but they can be read as 'sense' (readthrough) depending on their context, comprising the 6 nt preceding and following the stop codon. To identify novel contexts directing readthrough, under-represented 5' and 3' stop codon contexts from Saccharomyces cerevisiae were identified by genome-wide survey in silico. In contrast with the nucleotide bias 3' of the stop codon, codon bias in the two codon positions 5' of the termination codon showed no correlation with known effects on stop codon readthrough. However, individually, poor 5' and 3' context elements were equally as effective in promoting stop codon readthrough in vivo, readthrough which in both cases responded identically to changes in release factor concentration. A novel method analysing specific nucleotide combinations in the 3' context region revealed positions +1,2,3,5 and +1,2,3,6 after the stop codon were most predictive of termination efficiency. Downstream of yeast open reading frames (ORFs), further in-frame stop codons were significantly over-represented at the +1, +2 and +3 codon positions after the ORF, acting to limit readthrough. Thus selection against stop codon readthrough is a dominant force acting on 3', but not on 5', nucleotides, with detectable selection on nucleotides as far downstream as +6 nucleotides. The approaches described can be employed to define potential readthrough contexts for any genome.
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Affiliation(s)
- I Williams
- School of Engineering and Physical Sciences, Fraser Noble Building, Kings College, Aberdeen AB24 3UE, UK
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Ogarek JL, Armato SG, Starkey A, Vogelzang NJ, Kindler HL, Macmahon H. Malignant pleural mesothelioma: Inter-observer variability in the assessment of tumor response classification. J Clin Oncol 2004. [DOI: 10.1200/jco.2004.22.90140.7194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Starkey A. Volunteers of the year. Provider 2000; 26:42-3. [PMID: 11143024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
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Sprecher DJ, Leman AD, Starkey A. Diagnosis of reproductive failure through gross examination of porcine reproductive tracts. Vet Med Small Anim Clin 1975; 70:1465-74. [PMID: 1043554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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