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Statistical Analysis With Missing Data

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Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls

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Analysis of Incomplete Multivariate Data

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Multiple imputation: a primer

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Multiple imputation of discrete and continuous data by fully conditional specification

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Multiple Imputation of Missing Values

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Multiple Imputation of Missing Values: Update

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Fully conditional specification in multivariate imputation

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Multiple Imputation of Missing Values: Update of Ice

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More than health: quality of life trajectories among older adults—findings from The Irish Longitudinal Study of Ageing (TILDA)

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Is More Necessarily Better? School Security and Perceptions of Safety among Students and Parents in the United States

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Effects of long working hours and shift work during pregnancy on obstetric and perinatal outcomes: A large prospective cohort study—Japan Environment and Children’s Study

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Multiple imputation of multilevel missing data: An introduction to the R package panPreprint

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From Some to None? Fertility Expectation Dynamics of Permanently Childless Women

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Dialysis Fluid Endotoxin Level and Mortality in Maintenance Hemodialysis: A Nationwide Cohort Study

Hasegawa, T., Nakai, S., Masakane, I., Watanabe, Y., Iseki, K., Tsubakihara, Y., & Akizawa, T. (2015) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2014.12.009 · Cited by 66

The complex association between social media use intensity and adolescent wellbeing: A longitudinal investigation of five factors that may affect the association

Boer, M., Stevens, G. W. J. M., Finkenauer, C., & van den Eijnden, R. J. J. M. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2021.107084 · Cited by 65

Witnessing intimate partner violence as a child: How boys and girls model their parents’ behaviors in adolescence

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Improving Fairness in the Prediction of Heart Failure Length of Stay and Mortality by Integrating Social Determinants of Health

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Health-related quality of life and mortality in patients with pulmonary embolism: a prospective cohort study in seven European countries

Chuang, L., Gumbs, P. D., van Hout, B., Agnelli, G., Kroep, S., Monréal, M., Bauersachs, R. M., Willich, S. N., Gitt, A. K., Mismetti, P., et al. (2019) · Quality of Life Research · doi:10.1007/s11136-019-02175-z · Cited by 65

Air quality assessment and pollution forecasting using artificial neural networks in Metropolitan Lima-Peru

Cordova, C. H., Portocarrero, M. N. L., Salas, R., Torres, R., Rodrigues, P. C., & López‐Gonzales, J. L. (2021) · Scientific Reports · doi:10.1038/s41598-021-03650-9 · Cited by 74

An Empirical Comparison of Multiple Imputation Methods for Categorical Data

Akande, O., Li, F., & Reiter, J. (2017) · The American Statistician · doi:10.1080/00031305.2016.1277158 · Cited by 70

Dealing with Missing Values

García, S., Luengo, J., & Herrera, F. (2014) · Intelligent systems reference library · doi:10.1007/978-3-319-10247-4_4 · Cited by 65

Examining the independent and joint effects of genomic and exposomic liabilities for schizophrenia across the psychosis spectrum

Pries, L.-K., Ferro, G. A. D., van Os, J., Delespaul, P., Kenis, G., Lin, B. D., Luykx, J. J., Richards, A. L., Akdede, B. B., Binbay, T., et al. (2020) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796020000943 · Cited by 60

Pathways between early‐life adversity and adolescent self‐harm: the mediating role of inflammation in the Avon Longitudinal Study of Parents and Children

Russell, A. E., Heron, J., Gunnell, D., Ford, T. J., Hemani, G., Joinson, C. J., Moran, P., Relton, C. L., Suderman, M. J., & Mars, B. (2019) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13100 · Cited by 62

Health literacy and health-related quality of life in adults with type 2 diabetes: a longitudinal study

Sayah, F. A., Qiu, W., & Johnson, J. A. (2015) · Quality of Life Research · doi:10.1007/s11136-015-1184-3 · Cited by 61

A THRESHOLD MODEL OF COLLECTIVE CRIME

McGloin, J. M., & Rowan, Z. (2015) · Criminology · doi:10.1111/1745-9125.12077 · Cited by 60

Returns to education in China: Evidence from the great higher education expansion

Huang, B., Tani, M., Wei, Y., & Zhu, Y. (2022) · China Economic Review · doi:10.1016/j.chieco.2022.101804 · Cited by 57

Association of body mass index and outcomes after major lung resection

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Peer Influence and Context: The Interdependence of Friendship Groups, Schoolmates and Network Density in Predicting Substance Use

McGloin, J. M., Sullivan, C. J., & Thomas, K. J. (2014) · Journal of Youth and Adolescence · doi:10.1007/s10964-014-0126-7 · Cited by 59

Longitudinal Study of Body Mass Index in Young Males and the Transition to Fatherhood

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Modern Management Practices and Hospital Admissions

McConnell, K. J., Lindrooth, R. C., Wholey, D. R., Maddox, T. M., & Bloom, N. (2015) · Health Economics · doi:10.1002/hec.3171 · Cited by 54

Multiple imputation using chained equations for missing data in TIMSS: a case study

Bouhlila, D. S., & Sellaouti, F. (2013) · Large-scale Assessments in Education · doi:10.1186/2196-0739-1-4 · Cited by 60

Who Goes to College? Social Capital and Other Predictors of College Enrollment for Foster-Care Youth

Okpych, N. J., & Courtney, M. E. (2017) · Journal of the Society for Social Work and Research · doi:10.1086/694897 · Cited by 58

The Evolution of Educational Inequalities in Spain: Dynamic Evidence from Repeated Cross-Sections

Choi, Á., Izquierdo, M. G., Mediavilla, M., & Valbuena, J. (2017) · Social Indicators Research · doi:10.1007/s11205-017-1701-6 · Cited by 57

Inflammatory Diseases, Inflammatory Biomarkers, and Alzheimer Disease

Huang, J. V., Su, B., Karhunen, V., Gill, D., Zuber, V., Ahola‐Olli, A., Palaniswamy, S., AUVINEN, J. P., Herzig, K., Keinanen-Kiukaanniemi, S. M., et al. (2022) · Neurology · doi:10.1212/wnl.0000000000201489 · Cited by 59

The use of parental occupation in adolescent health surveys. An application of ISCO-based measures of occupational status

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Resilience and Adverse Childhood Experiences: Associations With Poor Mental Health Among Homeless Adults

Liu, M., Mejía-Lancheros, C., Lachaud, J., Nisenbaum, R. A., Stergiopoulos, V., & Hwang, S. W. (2020) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2019.12.017 · Cited by 57

Identification of chemical mixtures to which Canadian pregnant women are exposed: The MIREC Study

Lee, W., Fisher, M. M., Davis, K. A., Arbuckle, T. E., & Sinha, S. K. (2016) · Environment International · doi:10.1016/j.envint.2016.12.015 · Cited by 59

Co-occurrence and clustering of the four major non-communicable disease risk factors in Brazilian adolescents: Analysis of a national school-based survey

Ricardo, C. Z., Azeredo, C. M., Rezende, L. F. M., & Levy, R. B. (2019) · PLoS ONE · doi:10.1371/journal.pone.0219370 · Cited by 55

Electronic media use and academic performance in late childhood: A longitudinal study

Mundy, L. K., Canterford, L., Hoq, M., Olds, T., Moreno-Betancur, M., Sawyer, S., Kosola, S., & Patton, G. C. (2020) · PLOS ONE · doi:10.1371/journal.pone.0237908 · Cited by 54

Economic inequality and belief in meritocracy in the United States

Solt, F., Hu, Y., Hudson, K., Song, J., & Yu, D. (2016) · Research & Politics · doi:10.1177/2053168016672101 · Cited by 47

Positive influence of school meals on food consumption in Brazil

Locatelli, N. T., Canella, D. S., & Bandoni, D. H. (2018) · Nutrition · doi:10.1016/j.nut.2018.02.011 · Cited by 54

Missing Data and Multiple Imputation Decision TreePreprint

Woods, A. D., Davis-Kean, P. E., Halvorson, M. A., King, K. M., Logan, J. A. R., Xu, M., Bainter, S. A., Brown, D. M. Y., Clay, J. M., Cruz, R. A., et al. (2021) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/mdw5r · Cited by 66

Effectiveness of a Multimodal Online Well-Being Intervention

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The effectiveness of varenicline versus nicotine replacement therapy on long-term smoking cessation in primary care: a prospective cohort study of electronic medical records

Taylor, G. M. J., Taylor, A. E., Thomas, K. H., Jones, T., Martin, R. M., Munafo, M. R., Windmeijer, F., & Davies, N. M. (2017) · International Journal of Epidemiology · doi:10.1093/ije/dyx109 · Cited by 57

Retirement is associated with change in self-esteem.

Bleidorn, W., & Schwaba, T. (2018) · Psychology and Aging · doi:10.1037/pag0000253 · Cited by 53

Self-reported work ability predicts health-related exit and absence from work, work participation, and death: longitudinal findings from a sample of German employees

Bethge, M., Spanier, K., Köhn, S., & Schlumbohm, A. (2020) · International Archives of Occupational and Environmental Health · doi:10.1007/s00420-020-01608-4 · Cited by 52

Worry About Deportation and Cardiovascular Disease Risk Factors Among Adult Women: The Center for the Health Assessment of Mothers and Children of Salinas Study

Torres, J. M., Deardorff, J., Gunier, R. B., Harley, K. G., Alkon, A., Kogut, K. R., & Eskenazi, B. (2018) · Annals of Behavioral Medicine · doi:10.1093/abm/kax007 · Cited by 56

Improving performance of classification on incomplete data using feature selection and clustering

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Intimate Partner Violence among Women with Disabilities in Uganda

Valentine, A. M., Akobirshoev, I., & Mitra, M. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16060947 · Cited by 51

A novel data condition and performance hybrid imputation method for energy efficient operations of marine systems

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Predicting wind flow around buildings using deep learning

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How to handle missing data: A comparison of different approaches

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Racial and Socioeconomic Gaps in Executive Function Skills in Early Elementary School

Little, M. (2017) · Educational Researcher · doi:10.3102/0013189x17698700 · Cited by 61

Explaining the increasing disability prevalence among mid-life US adults, 2002 to 2016

Zajacova, A., & Montez, J. K. (2018) · Social Science & Medicine · doi:10.1016/j.socscimed.2018.05.041 · Cited by 52

Regular drinking may strengthen the beneficial influence of social support on depression: Findings from a representative Israeli sample during a period of war and terrorism

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The course of problematic social media use in young adolescents: A latent class growth analysis

Boer, M., Stevens, G. W. J. M., Finkenauer, C., & van den Eijnden, R. J. J. M. (2021) · Child Development · doi:10.1111/cdev.13712 · Cited by 50

Gender differences in the age-cohort distribution of psychological distress in Canadian adults: findings from a national longitudinal survey

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Pulmonary function disparities exist and persist in Hispanic patients with cystic fibrosis: A longitudinal analysis

McGarry, M. E., Neuhaus, J. M., Nielson, D. W., Burchard, E. G., & Ly, N. P. (2017) · Pediatric Pulmonology · doi:10.1002/ppul.23884 · Cited by 50

The effects of medical marijuana laws on cannabis-involved driving

Sevigny, E. L. (2018) · Accident Analysis & Prevention · doi:10.1016/j.aap.2018.05.023 · Cited by 50

Epidemiology and risk factors for typhoid fever in Central Division, Fiji, 2014–2017: A case-control study

Prasad, N., Jenkins, A., Naucukidi, L., Rosa, V., Sahukhan, A., Kama, M., Jenkins, K. M., Jenney, A. W. J., Jack, S. J., Saha, D., et al. (2018) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0006571 · Cited by 50

Correlates of seeking emergency medical help in the event of an overdose in British Columbia, Canada: Findings from the Take Home Naloxone program

Karamouzian, M., Kuo, M. E., Crabtree, A., & Buxton, J. A. (2019) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2019.01.006 · Cited by 50

Is household water insecurity a link between water governance and well-being? A multi-site analysis

Miller, J. D., Vonk, J., Staddon, C., & Young, S. L. (2020) · Journal of Water Sanitation and Hygiene for Development · doi:10.2166/washdev.2020.165 · Cited by 51

Trajectories of Neighborhood Cohesion in Childhood, and Psychotic and Depressive Symptoms at Age 13 and 18 Years

Solmi, F., Colman, I., Weeks, M., Lewis, G., & Kirkbride, J. B. (2017) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2017.04.003 · Cited by 50

Interactions Between Atrial Fibrillation and Natriuretic Peptide in Predicting Heart Failure Hospitalization or Cardiovascular Death

Brady, P., Chua, W., Neháj, F., Connolly, D. L., Khashaba, A., Purmah, Y., Qamar, M. J. U., Thomas, M. R., Varma, C., Schnabel, R. B., et al. (2022) · Journal of the American Heart Association · doi:10.1161/jaha.121.022833 · Cited by 49

Sexual Orientation Bias Crimes

Briones-Robinson, R., Powers, R. A., & Socia, K. M. (2016) · Criminal Justice and Behavior · doi:10.1177/0093854816660583 · Cited by 49

Comparative performance of the EQ-5D-5L and SF-6D index scores in adults with type 2 diabetes

Sayah, F. A., Qiu, W., Xie, F., & Johnson, J. A. (2017) · Quality of Life Research · doi:10.1007/s11136-017-1559-8 · Cited by 48

Effects of spatial proximity to proposed high-voltage transmission lines: Evidence from a natural experiment in Lower Saxony

Mueller, C., Keil, S. I., & Bauer, C. (2017) · Energy Policy · doi:10.1016/j.enpol.2017.09.023 · Cited by 45

Prenatal and Childhood Traffic-Related Air Pollution Exposure and Telomere Length in European Children: The HELIX Project

Clemente, D. B. P., Vrijheid, M., Martens, D. S., Bustamante, M., Chatzi, L., Danilevičiūtė, A., de Castro, M., Gražulevičienė, R., Gützkow, K. B., Lepeule, J., et al. (2019) · Environmental Health Perspectives · doi:10.1289/ehp4148 · Cited by 50

Long-term effect of a 24-week multicomponent intervention on physical performance and frailty in community-dwelling older adults

Oh, G., Lee, H., Park, C. M., Jung, H., Lee, E., Jang, I., Guralnik, J. M., & Kim, D. H. (2021) · Age and Ageing · doi:10.1093/ageing/afab149 · Cited by 49

Self-report Measures of Hearing and Vision in Older Adults Participating in the Canadian Longitudinal Study of Aging are Explained by Behavioral Sensory Measures, Demographic, and Social Factors

Hämäläinen, A., Pichora-Fuller, M. K., Wittich, W., Phillips, N. A., & Mick, P. T. (2021) · Ear and Hearing · doi:10.1097/aud.0000000000000992 · Cited by 48

Cost-utility of cognitive behavioral therapy versus U.S. Food and Drug Administration recommended drugs and usual care in the treatment of patients with fibromyalgia: an economic evaluation alongside a 6-month randomized controlled trial

Luciano, J. V., D’Amico, F., Cerdà-Lafont, M., Peñarrubia-María, M. T., Knapp, M., Cuesta-Vargas, A. I., Serrano-Blanco, A., & García-Campayo, J. (2014) · Arthritis Research & Therapy · doi:10.1186/s13075-014-0451-y · Cited by 48

Manualized cognitive therapy versus cognitive-behavioral treatment-as-usual for social anxiety disorder in routine practice: A cluster-randomized controlled trial

Hoyer, J., Čolić, J., Pittig, A., Crawcour, S. C., Moeser, M., Ginzburg, D. M., Lin, J., Wiltink, J., Leibing, E., & Stangier, U. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.05.012 · Cited by 50

Routine hospital management of self-harm and risk of further self-harm: propensity score analysis using record-based cohort data

Steeg, S., Emsley, R., Carr, M., Cooper, J., & Kapur, N. (2017) · Psychological Medicine · doi:10.1017/s0033291717001702 · Cited by 49

Delayed Medical Care And Unmet Care Needs Due To The COVID-19 Pandemic Among Adults With Disabilities In The US

Akobirshoev, I., Vetter, M., Iezzoni, L. I., Rao, S. R., & Mitra, M. (2022) · Health Affairs · doi:10.1377/hlthaff.2022.00509 · Cited by 48

Association of functional and structural social support with medication adherence among individuals treated for coronary heart disease risk factors: Findings from the REasons for Geographic and Racial Differences in Stroke (REGARDS) study

Mondesir, F. L., Carson, A. P., Durant, R. W., Lewis, M. W., Safford, M. M., & Levitan, E. B. (2018) · PLoS ONE · doi:10.1371/journal.pone.0198578 · Cited by 51

Labor Force Participation of Immigrant Women in the Netherlands: Do Traditional Partners Hold Them Back?

Khoudja, Y., & Fleischmann, F. (2015) · International Migration Review · doi:10.1111/imre.12228 · Cited by 46

Impact of Point-of-Care Ultrasound in the Emergency Department on Care Processes and Outcomes in Critically Ill Nontraumatic Patients

Mosier, J. M., Stolz, U., Milligan, R., Roy-Chaudhury, A., Lutrick, K., Hypes, C. D., Billheimer, D. D., & Cairns, C. B. (2019) · Critical Care Explorations · doi:10.1097/cce.0000000000000019 · Cited by 46

Pregnancy, Birth, and Infant Outcomes Among Women Who Are Deaf or Hard of Hearing

Mitra, M., McKee, M. M., Akobirshoev, I., Valentine, A. M., Ritter, G. A., Zhang, J., McKee, K. S., & Iezzoni, L. I. (2020) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2019.10.012 · Cited by 46

Non-random Study Attrition: Assessing Correction Techniques and the Magnitude of Bias in a Longitudinal Study of Reentry from Prison

Mitchell, M. M., Fahmy, C., Clark, K. J., & Pyrooz, D. C. (2021) · Journal of Quantitative Criminology · doi:10.1007/s10940-021-09516-7 · Cited by 48

Short- and Long-Term Impacts of Engagement Experiences with Faculty and Peers at Community Colleges*

Schudde, L. T. (2018) · Review of higher education/The review of higher education · doi:10.1353/rhe.2019.0001 · Cited by 55

Predictors of Colorectal Cancer Screening: Does Rurality Play a Role?

Ojinnaka, C. O., Choi, Y. W., Kum, H., & Bolin, J. N. (2015) · The Journal of Rural Health · doi:10.1111/jrh.12104 · Cited by 45

Is Social Capital a Determinant of Oral Health among Older Adults? Findings from the English Longitudinal Study of Ageing

Rouxel, P. L., Tsakos, G., Demakakos, P., Zaninotto, P., Chandola, T., & Watt, R. G. (2015) · PLoS ONE · doi:10.1371/journal.pone.0125557 · Cited by 45

Effectiveness of a tailored implementation programme to improve recognition, diagnosis and treatment of anxiety and depression in general practice: a cluster randomised controlled trial

Sinnema, H., Majo, M. C., Volker, D., Hoogendoorn, A. W., Terluin, B., Wensing, M., & van Balkom, A. J. L. M. (2015) · Implementation Science · doi:10.1186/s13012-015-0210-8 · Cited by 46

Early influences on developmental outcomes among children, at age 5, in Australia’s Northern Territory

Guthridge, S. L., Li, L., Silburn, S., Li, S. Q., McKenzie, J., & Lynch, J. W. (2016) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2015.12.008 · Cited by 45

The health and economic burden of respiratory syncytial virus associated hospitalizations in adults

Prasad, N., Newbern, E. C., Trenholme, A. A., Thompson, M. G., McArthur, C. J., Wong, C., Jelley, L., Aminisani, N., Huang, Q. S., & Grant, C. C. (2020) · PLoS ONE · doi:10.1371/journal.pone.0234235 · Cited by 44

Family play, reading, and other stimulation and early childhood development in five low‐and‐middle‐income countries

Cuartas, J. A., McCoy, D. C., Sánchez-Ariza, J., Behrman, J. R., Cappa, C., Donati, G., Heymann, J. S., Lu, C., Raikes, A., Rao, N., et al. (2023) · Developmental Science · doi:10.1111/desc.13404 · Cited by 71

Early mother–child attachment and behavior problems in middle childhood: the role of the subsequent caregiving environment

O’Connor, E. E., Scott, M. A., McCormick, M. P., & Weinberg, S. L. (2014) · Attachment & Human Development · doi:10.1080/14616734.2014.937817 · Cited by 50

Physical activity and breast cancer risk by pathological subtype

Lope, V., Martín, M., Castelló, A., Casla, S., Ruı́z, A., Baena-Cañada, J. M., Casas, A. M., Calvo, L., Bermejo, B., Muñoz-Mateu, M., et al. (2017) · Gynecologic Oncology · doi:10.1016/j.ygyno.2016.12.014 · Cited by 44

Association of birth order with adolescent mental health and suicide attempts: a population-based longitudinal study

Easey, K., Mars, B., Pearson, R. M., Heron, J., & Gunnell, D. (2019) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-018-1266-1 · Cited by 44

Preconception Health Risks Among U.S. Women: Disparities at the Intersection of Disability and Race or Ethnicity

Horner‐Johnson, W., Akobirshoev, I., Amutah‐Onukagha, N., Slaughter‐Acey, J., & Mitra, M. (2020) · Women s Health Issues · doi:10.1016/j.whi.2020.10.001 · Cited by 47

Anti-Vaccine Attitudes and Risk Factors for Not Agreeing to Vaccination Against COVID-19 Amongst 32,361 UK Adults: Implications for Public Health CommunicationsPreprint

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