Recruiting for health, medical or psychosocial research using Facebook: Systematic review
Open accessAbstract
Recruiting participants is a challenge for many health, medical and psychosocial research projects. One tool more frequently being used to improve recruitment is the social networking website Facebook. A systematic review was conducted to identify studies that have used Facebook to recruit participants of all ages, to any psychosocial, health or medical research. 110 unique studies that used Facebook as a recruitment source were included in the review. The majority of studies used a cross-sectional design (80%) and addressed a physical health or disease issue (57%). Half (49%) of the included studies reported specific details of the Facebook recruitment process. Researchers paid between $1.36 and $110 per completing participants (Mean = $17.48, SD = $23.06). Among studies that examined the representativeness of their sample, the majority concluded (86%) their Facebook-recruited samples were similarly representative of samples recruited via traditional methods. These results indicate that Facebook is an effective and cost-efficient recruitment method. Researchers should consider their target group, advertisement wording, offering incentives and no-cost methods of recruitment when considering Facebook as a recruitment source. It is hoped this review will assist researchers to make decisions regarding the use of Facebook as a recruitment tool in future research. • Health, medical and psychosocial research recruiting participants of all ages via Facebook is reviewed. • Results suggest Facebook is an effective and cost efficient recruitment method. • Results suggest Facebook can be used to obtain samples similarly representative to samples recruited via traditional methods.
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Samples recruited by Facebook have been found to present similar representativeness to convention methods in achieving age and gender distribution and are usually less costly.
“Samples recruited by Facebook have been found to present similar representativeness to convention methods in achieving age and gender distribution and are usually less costly [53].”
From A mobile health intervention (LifeBuoy App) to help young people manage suicidal thoughts: protocol for a mixed-methods randomized controlled trial (2020) · cites this paper as [53]
The Results (Recruitment bias; page unavailable) report that 86% of studies comparing methods found Facebook-recruited samples similarly representative to traditionally recruited samples. The Discussion (page unavailable) says Facebook recruitment tended to cost less per participant. But the Results also identify age and gender as frequently imbalanced characteristics, so the paper does not establish comparable age and gender distributions specifically. (LLM, conf=0.86)
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Cites
Casler, K., Bickel, L., & Hackett, E. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.05.009 · Cited by 1,662 · see citing works
Raacke, J., & Bonds-Raacke, J. (2008) · CyberPsychology & Behavior · doi:10.1089/cpb.2007.0056 · Cited by 1,577 · cited 2× · see citing works
“It has also been suggested as a particularly useful resource for recruiting younger people, (Christofides et al., 2009; Raacke and Bonds-Raacke, 2008), and low incidence and stigmatized groups, due to the anonymity and confidentiality that sites such as Facebook can afford (Balfe et al.”
BackgroundChristofides, E., Muise, A., & Desmarais, S. (2009) · CyberPsychology & Behavior · doi:10.1089/cpb.2008.0226 · Cited by 696 · see citing works
Greenwood, S., Perrin, A., & Duggan, M. (2016) · Cited by 496 · see citing works
Web-Based Recruiting for Health Research Using a Social Networking Site: An Exploratory Study
Fenner, Y., Garland, S. M., Moore, E. E., Jayasinghe, Y., Fletcher, A., Tabrizi, S. N., Gunasekaran, B., & Wark, J. D. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1978 · Cited by 406 · see citing works
Ramo, D. E., & Prochaska, J. J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1878 · Cited by 404 · see citing works
Mostly Heterosexual and Mostly Gay/Lesbian: Evidence for New Sexual Orientation Identities
Vrangalova, Z., & Savin-Williams, R. C. (2012) · Archives of Sexual Behavior · doi:10.1007/s10508-012-9921-y · Cited by 317 · cited 2× · see citing works
“…representativeness relative to samples obtained by traditional recruitment methods, such as post or phone (seven studies: DiBenedetti et al., 2014; Fazzino et al., 2015; Frandsen et al., 2014; Fenner et al., 2012; Hernandez-Romieu et al., 2014; Batterham, 2014; Vrangalova and Savin-Williams, 2012).”
MethodHow Accurate is Web-Based Self-Reported Height, Weight, and Body Mass Index in Young Adults?
Pursey, K., Burrows, T. L., Stanwell, P., & Collins, C. E. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.2909 · Cited by 292 · see citing works
The Impact of Contemporary Contact Lenses on Contact Lens Discontinuation
Dumbleton, K., Woods, C. A., Jones, L., & Fonn, D. (2012) · Eye & Contact Lens Science & Clinical Practice · doi:10.1097/icl.0b013e318271caf4 · Cited by 271 · see citing works
King, D. B., O’Rourke, N., & DeLongis, A. (2014) · Canadian Psychology/Psychologie canadienne · doi:10.1037/a0038087 · Cited by 269 · see citing works
Martínez, O., Wu, E., Shultz, A. Z., Capote, J., Lopez-Ríos, J., Sandfort, T. G. M., Manusov, J. R. E., Ovejero, H., Carballo‐Diéguez, A., Chávez-Baray, S. M., et al. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3311 · Cited by 196 · see citing works
Ramo, D. E., Rodriguez, T. M. S., Chavez, K., Sommer, M. J., & Prochaska, J. J. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.05.001 · Cited by 183 · see citing works
Batterham, P. J. (2014) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1421 · Cited by 180 · see citing works
Self-citationBauermeister, J. A., Zimmerman, M. A., Johns, M. M., Glowacki, P., Stoddard, S. A., & Volz, E. (2012) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.2012.73.834 · Cited by 160 · see citing works
Image and video disclosure of substance use on social media websites
Morgan, E. M., Snelson, C., & Elison‐Bowers, P. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.04.017 · Cited by 159 · see citing works
Research Recruitment Using Facebook Advertising: Big Potential, Big Challenges
Kapp, J. M., Peters, C. M., & Oliver, D. P. (2013) · Journal of Cancer Education · doi:10.1007/s13187-012-0443-z · Cited by 153 · see citing works
Morgan, A. J., Jorm, A. F., & Mackinnon, A. J. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2262 · Cited by 150 · see citing works
Frandsen, M., Walters, J. A., & Ferguson, S. G. (2013) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntt157 · Cited by 149 · see citing works
Facebook as a Recruitment Tool for Adolescent Health Research: A Systematic Review
Amon, K. L., Campbell, A., Hawke, C. I., & Steinbeck, K. S. (2014) · Academic Pediatrics · doi:10.1016/j.acap.2014.05.049 · Cited by 143 · see citing works
What is brain fog? An evaluation of the symptom in postural tachycardia syndrome
Ross, A. J., Medow, M. S., Rowe, P. C., & Stewart, J. M. (2013) · Clinical Autonomic Research · doi:10.1007/s10286-013-0212-z · Cited by 141 · see citing works
Yuan, P., Bare, M. G., Johnson, M. O., & Saberi, P. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3229 · Cited by 138 · see citing works
Facebook Is an Effective Strategy to Recruit Low-income Women to Online Nutrition Education
Lohse, B. (2013) · Journal of Nutrition Education and Behavior · doi:10.1016/j.jneb.2012.06.006 · Cited by 132 · see citing works
Brief, D. J., Rubin, A., Keane, T. M., Enggasser, J. L., Roy, M., Helmuth, E., Hermos, J., Lachowicz, M., Rybin, D., & Rosenbloom, D. (2013) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0033697 · Cited by 125 · see citing works
Social Media Methods for Studying Rare Diseases
Schumacher, K. R., Stringer, K. A., Donohue, J. E., Yu, S., Shaver, A., Caruthers, R. L., Zikmund‐Fisher, B. J., Fifer, C. G., Goldberg, C. S., & Russell, M. W. W. (2014) · PEDIATRICS · doi:10.1542/peds.2013-2966 · Cited by 117 · see citing works
Rice, E. R. W., Tulbert, E., Cederbaum, J. A., Adhikari, A. B., & Milburn, N. G. (2012) · Health Education Research · doi:10.1093/her/cyr113 · Cited by 107 · see citing works
Recruiting adolescent girls into a follow-up study: Benefits of using a social networking website
Jones, L., Saksvig, B. I., Grieser, M., & Young, D. R. (2011) · Contemporary Clinical Trials · doi:10.1016/j.cct.2011.10.011 · Cited by 106 · see citing works
Ramo, D. E., Young‐Wolff, K. C., & Prochaska, J. J. (2014) · Addictive Behaviors · doi:10.1016/j.addbeh.2014.10.019 · Cited by 103 · see citing works
Dennison, L., Morrison, L., Lloyd, S., Phillips, D., Stuart, B., Williams, S., Bradbury, K., Roderick, P., Murray, E., Michie, S., et al. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3199 · Cited by 98 · see citing works
Gorman, J. R., Roberts, S. C., Dominick, S. A., Malcarne, V. L., Dietz, A. C., & Su, H.-C. I. (2014) · Journal of Adolescent and Young Adult Oncology · doi:10.1089/jayao.2013.0031 · Cited by 96 · see citing works
Hernández-Romieu, A. C., Sullivan, P. S., Sanchez, T., Kelley, C. F., Peterson, J. L., del Rı́o, C., Salazar, L. F., Frew, P. M., & Rosenberg, E. S. (2014) · JMIR Research Protocols · doi:10.2196/resprot.3342 · Cited by 96 · see citing works
Lewis, C., Hill, M. K., Silcock, C., Daley, R., & Chitty, L. S. (2014) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.12579 · Cited by 93 · see citing works
Use of a Social Networking Web Site for Recruiting Canadian Youth for Medical Research
Chu, J. L., & Snider, C. E. (2013) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2012.12.002 · Cited by 91 · see citing works
Close, S., Smaldone, A. M., Fennoy, I., Reame, N. K., & Grey, M. J. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2286 · Cited by 89 · see citing works
Hadgkiss, E. J., Jelinek, G. A., Weiland, T. J., Pereira, N. G., Marck, C. H., & van der Meer, D. M. (2013) · Neurology Research International · doi:10.1155/2013/580596 · Cited by 89 · see citing works
Intimate Partner Violence and Social Pressure among Gay Men in Six Countries
Finneran, C. A., Chard, A. N., Sineath, R. C., Sullivan, P. S., & Stephenson, R. B. (2012) · Western Journal of Emergency Medicine · doi:10.5811/westjem.2012.3.11779 · Cited by 87 · see citing works
Czajka, C. M., & DiCaprio, M. R. (2015) · Clinical Orthopaedics and Related Research · doi:10.1007/s11999-015-4134-z · Cited by 86 · see citing works
Sexual agreements in the partnerships of Internet-using men who have sex with men
Gass, K., Hoff, C. C., Stephenson, R., & Sullivan, P. S. (2012) · AIDS Care · doi:10.1080/09540121.2012.656571 · Cited by 86 · see citing works
Haga, S. M., Drozd, F., Brendryen, H., & Slinning, K. (2013) · JMIR Research Protocols · doi:10.2196/resprot.2659 · Cited by 84 · see citing works
Recruitment and retention of young women into nutrition research studies: practical considerations
Leonard, A., Hutchesson, M., Patterson, A. J., Chalmers, K. A., & Collins, C. E. (2014) · Trials · doi:10.1186/1745-6215-15-23 · Cited by 83 · see citing works
Young, S. D., Szekeres, G., & Coates, T. J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062271 · Cited by 81 · see citing works
Maloni, J. A., Przeworski, A., & Damato, E. G. (2013) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2012.12.001 · Cited by 80 · see citing works
Hing, N., Russell, A. M. T., Gainsbury, S., & Blaszczynski, A. P. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3781 · Cited by 79 · see citing works
The Role of Social Media in Recruiting for Clinical Trials in Pregnancy
Shere, M., Zhao, X. Y., & Koren, G. (2014) · PLoS ONE · doi:10.1371/journal.pone.0092744 · Cited by 78 · see citing works
Mishra, G. D., Hockey, R., Powers, J. R., Loxton, D. J., Tooth, L. R., Rowlands, I. J., Byles, J., & Dobson, A. J. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3788 · Cited by 78 · see citing works
Wagenaar, B. H., Sullivan, P. S., & Stephenson, R. B. (2012) · PLoS ONE · doi:10.1371/journal.pone.0032915 · Cited by 75 · see citing works
Zhang, M. W., Ho, C. S. H., Pan, F., Lu, Y., & Ho, R. (2014) · JMIR mhealth and uhealth · doi:10.2196/mhealth.2827 · Cited by 74 · see citing works
Barratt, M. J., Potter, G., Wouters, M., Wilkins, C., Werse, B., Perälä, J., Pedersen, M. M., Nguyen, H., Malm, A. E., Lenton, S. R., et al. (2014) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2014.12.004 · Cited by 74 · see citing works
Facebook Advertisements for Inexpensive Participant Recruitment Among Women in Early Pregnancy
Arcia, A. (2013) · Health Education & Behavior · doi:10.1177/1090198113504414 · Cited by 73 · see citing works
Sowe, B. J., Brown, J., & Taylor, A. (2014) · American Journal of Orthopsychiatry · doi:10.1037/ort0000021 · Cited by 72 · see citing works
Shaeer, O. K. Z., & Shaeer, K. O. K. M. (2012) · The Journal of Sexual Medicine · doi:10.1111/j.1743-6109.2012.02976.x · Cited by 70 · see citing works
Peer-to-Peer Milk Donors' and Recipients' Experiences and Perceptions of Donor Milk Banks
Gribble, K. D. (2013) · Journal of Obstetric, Gynecologic & Neonatal Nursing · doi:10.1111/1552-6909.12220 · Cited by 67 · see citing works
Assessment of public attitudes towards sex offenders in an Australian population
Shackley, M., Weiner, C., Day, A., & Willis, G. M. (2013) · Psychology Crime and Law · doi:10.1080/1068316x.2013.793772 · Cited by 67 · see citing works
Quach, S., Pereira, J. A., Russell, M. L., Wormsbecker, A. E., Ramsay, H., Crowe, L., Quan, S. D., & Kwong, J. C. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2829 · Cited by 66 · see citing works
Heffner, J. L., Wyszynski, C. M., Comstock, B., Mercer, L. D., & Bricker, J. B. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2013.05.004 · Cited by 65 · see citing works
Beyond Traditional Advertisements: Leveraging Facebook’s Social Structures for Research Recruitment
Valdez, R. S., Guterbock, T. M., Thompson, M. J., Reilly, J., Menefee, H. K., Bennici, M. S., Williams, I. C., & Rexrode, D. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3786 · Cited by 65 · see citing works
Exploring abortion attitudes of US adolescents and young adults using social media
Altshuler, A. L., Storey, H. L. G., & Prager, S. (2014) · Contraception · doi:10.1016/j.contraception.2014.11.009 · Cited by 64 · see citing works
Mitchell, J. W., & Petroll, A. E. (2012) · Sexually Transmitted Diseases · doi:10.1097/olq.0b013e3182649135 · Cited by 61 · see citing works
Schlomer, B. J., Breyer, B. N., Copp, H. L., Baskin, L. S., & DiSandro, M. (2014) · Journal of Pediatric Urology · doi:10.1016/j.jpurol.2014.01.024 · Cited by 60 · see citing works
Temple, E. C., & Brown, R. F. (2012) · ANU Open Research (Australian National University) · Cited by 58 · see citing works
Evaluation of participant recruitment methods to a rare disease online registry
Johnson, K. J., Mueller, N. L., Williams, K., & Gutmann, D. H. (2014) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.36530 · Cited by 56 · see citing works
Osborne, S. L., Tabrizi, S. N., Brotherton, J. M. L., Cornall, A. M., Wark, J. D., Wrede, C. D., Jayasinghe, Y., Gertig, D. M., Pitts, M. K., & Garland, S. M. (2014) · Vaccine · doi:10.1016/j.vaccine.2014.10.045 · Cited by 54 · see citing works
Purposive Facebook Recruitment Endows Cost-Effective Nutrition Education Program Evaluation
Lohse, B., & Wamboldt, P. (2013) · JMIR Research Protocols · doi:10.2196/resprot.2713 · Cited by 53 · see citing works
Thornton, L. K., Baker, A., Johnson, M. P., & Lewin, T. J. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2013.02.003 · Cited by 53 · see citing works
Self-citationAkard, T. F., Wray, S., & Gilmer, M. J. (2014) · Cancer Nursing · doi:10.1097/ncc.0000000000000146 · Cited by 53 · see citing works
Youn, S. J., Trinh, N., Shyu, I., Chang, T. E., D, M. F. M., Kvedar, J. C., & Yeung, A. (2013) · International Journal of Clinical and Health Psychology · doi:10.1016/s1697-2600(13)70010-3 · Cited by 53 · see citing works
Future Artificial Pancreas Technology for Type 1 Diabetes: What Do Users Want?
Barnard, K. D., Pinsker, J. E., Oliver, N. S., Astle, A., Dassau, E., & Kerr, D. E. (2015) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2014.0316 · Cited by 52 · see citing works
Ramo, D. E., Liu, H., & Prochaska, J. J. (2014) · American Journal of Health Promotion · doi:10.4278/ajhp.130326-qual-128 · Cited by 51 · see citing works
Gilligan, C., Kypri, K., & Bourke, J. D. (2014) · JMIR Research Protocols · doi:10.2196/resprot.3317 · Cited by 50 · see citing works
Paxton, R. J., Nayak, P., Taylor, W. C., Chang, S., Courneya, K. S., Schover, L. R., Hodges, K. P., & Jones, L. A. (2013) · Journal of Cancer Survivorship · doi:10.1007/s11764-013-0307-5 · Cited by 49 · see citing works
Drozd, F., Raeder, S., Kraft, P., & Bjørkli, C. A. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2570 · Cited by 46 · see citing works
Intimate Partner Violence and Sexual Risk-taking among Men Who Have Sex with Men in South Africa.
Stephenson, R. B., de Voux, A., & Sullivan, P. S. (2011) · PubMed · Cited by 45 · see citing works
Nelson, E. J., Hughes, J. R., Oakes, J. M., Pankow, J. S., & Kulasingam, S. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3506 · Cited by 45 · see citing works
Stein, M. L., van Steenbergen, J., Chanyasanha, C., Tipayamongkholgul, M., Buskens, V., van der Heijden, P. G. M., Sabaiwan, W., Bengtsson, L., Lu, X. B., Thorson, A. E., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0085256 · Cited by 44 · see citing works
Carlini, B. H., Safioti, L. M. L., Rue, T. C., & Miles, L. (2014) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-013-9934-1 · Cited by 43 · see citing works
The “birds and the bees” differ for boys and girls: Sex differences in the nature of sex talks.
Kuhle, B. X., Melzer, D. K., Cooper, C. A., Merkle, A. J., Pepe, N. A., Ribanovic, A., Verdesco, A., & Wettstein, T. L. (2014) · Evolutionary Behavioral Sciences · doi:10.1037/ebs0000012 · Cited by 43 · see citing works
Remschmidt, C., Walter, D., Schmich, P., Wetzstein, M., Deleré, Y., & Wichmann, O. (2014) · Human Vaccines & Immunotherapeutics · doi:10.4161/21645515.2014.970920 · Cited by 41 · see citing works
Shah, A. D., Seiffert-Sinha, K., Sirois, D. A., Werth, V. P., Rengarajan, B., Zrnchik, W., Attwood, K. M., & Sinha, A. A. (2015) · Acta Dermato Venereologica · doi:10.2340/00015555-1854 · Cited by 41 · see citing works
Communicating endometriosis with young women to decrease diagnosis time
Shadbolt, N. A., Parker, M. A., & Orthia, L. A. (2013) · Health Promotion Journal of Australia · doi:10.1071/he12915 · Cited by 41 · see citing works
Finding and Recruiting the Highest Risk HIV-Negative Men Who Have Sex With Men
Vial, A. C., Starks, T. J., & Parsons, J. T. (2014) · AIDS Education and Prevention · doi:10.1521/aeap.2014.26.1.56 · Cited by 40 · see citing works
Erchull, M. J., Liss, M., & Lichiello, S. (2013) · Sex Roles · doi:10.1007/s11199-013-0326-8 · Cited by 39 · see citing works
Bull, S. S., Levine, D., Schmiege, S. J., & Santelli, J. S. (2012) · Vulnerable Children and Youth Studies · doi:10.1080/17450128.2012.748238 · Cited by 38 · see citing works
Internet versus face-to-face therapy: Emotional self-disclosure issues for young adults
Rogers, V. L., Griffin, M. Q., Wykle, M. L., & Fitzpatrick, J. J. (2009) · Issues in Mental Health Nursing · doi:10.1080/01612840903003520 · Cited by 37 · see citing works
Crosswhite, J. M., Rice, D. C., & Asay, S. M. (2013) · The Social Science Journal · doi:10.1016/j.soscij.2013.10.002 · Cited by 37 · see citing works
The household economic burden of eating disorders and adherence to treatment in Australia
Gatt, L., Jan, S., Mondraty, N., Horsfield, S., HART, S. G. E., Russell, J. D., Laba, T., & Essue, B. M. (2014) · BMC Psychiatry · doi:10.1186/s12888-014-0338-0 · Cited by 36 · see citing works
Perception and management of risk in Internet-based peer-to-peer milk-sharing
Gribble, K. D. (2013) · Early Child Development and Care · doi:10.1080/03004430.2013.772994 · Cited by 33 · see citing works
Using Facebook™ to Recruit College-Age Men for a Human Papillomavirus Vaccine Trial
Raviotta, J. M., Nowalk, M. P., Lin, C. J., Huang, H.-H., & Zimmerman, R. K. (2014) · American Journal of Men s Health · doi:10.1177/1557988314557563 · Cited by 33 · see citing works
A Social Media-Based HIV Prevention Intervention Using Peer Leaders
Young, S. D., Zhao, M., Tieu, K. S., Kwok, J., Gill, H. K., & Gill, N. K. (2013) · Journal of Consumer Health on the Internet · doi:10.1080/15398285.2013.833445 · Cited by 31 · see citing works
Schlüter, P. J., Lee, M., Hamilton, G., Coe, G., Messer‐Perkins, H., & Smith, B. (2014) · Journal of Public Health Dentistry · doi:10.1111/jphd.12079 · Cited by 30 · see citing works
Tour, S. K., Thomas, K. S., Walker, D., Leighton, P. A., Yong, A. S. W., & Batchelor, J. (2014) · BMC Dermatology · doi:10.1186/1471-5945-14-10 · Cited by 30 · see citing works
Using Facebook and participant information clips to recruit emergency nurses for research
Child, R. J. H., Mentes, J. C., Pavlish, C., & Phillips, L. R. (2014) · Nurse Researcher · doi:10.7748/nr.21.6.16.e1246 · Cited by 30 · see citing works
The Psychosocial Impact of Ptosis as a Symptom of Myasthenia Gravis: A Qualitative Study
Richards, H., Jenkinson, E., Rumsey, N., & Harrad, R. (2014) · Orbit · doi:10.3109/01676830.2014.904375 · Cited by 27 · see citing works
Miyagi, E., Motoki, Y., Asai‐Sato, M., Taguri, M., Morita, S., Hirahara, F., Wark, J. D., & Garland, S. M. (2014) · International Journal of Gynecological Cancer · doi:10.1097/igc.0000000000000220 · Cited by 25 · see citing works
Childbirth expectations: an Australian study of young childless women
D’Cruz, L., & Lee, C. (2014) · Journal of Reproductive and Infant Psychology · doi:10.1080/02646838.2013.875134 · Cited by 25 · see citing works
Fazzino, T. L., Rose, G. L., Pollack, S. M., & Helzer, J. E. (2015) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.2015.76.127 · Cited by 25 · see citing works
Ahmed, N., Jayasinghe, Y., Wark, J. D., Fenner, Y., Moore, E. E., Tabrizi, S. N., Fletcher, A., & Garland, S. M. (2013) · Sexual Health · doi:10.1071/sh12198 · Cited by 25 · see citing works
Using Facebook to Recruit Young Adults for Qualitative Research Projects
Balfe, M., Doyle, F., & Conroy, R. M. (2012) · CIN Computers Informatics Nursing · doi:10.1097/nxn.0b013e31826e4fca · Cited by 25 · see citing works
Middleton, A., Bragin, E., Morley, K. I., & Parker, M. J. (2013) · Social Science Research · doi:10.1016/j.ssresearch.2013.12.004 · Cited by 23 · see citing works
Chiu, C. J., & Young, S. D. (2015) · AIDS and Behavior · doi:10.1007/s10461-014-0986-6 · Cited by 23 · see citing works
Living with severe allergy: an Anaphylaxis Campaign national survey of young people
Worth, A., Regent, L., Levy, M. L., Ledford, C., East, M., & Sheikh, A. (2013) · Clinical and Translational Allergy · doi:10.1186/2045-7022-3-2 · Cited by 22 · see citing works
Measuring effectiveness of the cervical cancer vaccine in an Australian setting (the VACCINE study)
Young, E. J., Tabrizi, S. N., Brotherton, J. M. L., Wark, J. D., Pyman, J. M., Saville, M., Wrede, C. D., Jayasinghe, Y., Tan, J., Gertig, D. M., et al. (2013) · BMC Cancer · doi:10.1186/1471-2407-13-296 · Cited by 20 · see citing works
Morris, R. (2013) · Disability & Society · doi:10.1080/09687599.2013.808093 · Cited by 20 · see citing works
Effects of Turner Syndrome on Women’s Self-Esteem and Body Image
Cragg, S. J., & Lafreniere, K. D. (2009) · Journal of Developmental and Physical Disabilities · doi:10.1007/s10882-009-9178-0 · Cited by 19 · see citing works
Legal high groups on the internet – The creation of new organized deviant groups?
Norman, J., Grace, S., & Lloyd, C. (2013) · Drugs Education Prevention and Policy · doi:10.3109/09687637.2013.769500 · Cited by 19 · see citing works
Share2Quit: Web-Based Peer-Driven Referrals for Smoking Cessation
Sadasivam, R. S., Volz, E., Kinney, R. L., Rao, S. R., & Houston, T. K. (2013) · JMIR Research Protocols · doi:10.2196/resprot.2786 · Cited by 18 · see citing works
Mannix, J., Wilkes, L., & Daly, J. (2014) · Collegian Journal of the Royal College of Nursing Australia · doi:10.1016/j.colegn.2014.03.001 · Cited by 18 · see citing works
Recruiting young adults to child maltreatment research through Facebook: A feasibility study
Parkinson, S., & Bromfield, L. (2013) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2013.04.009 · Cited by 17 · see citing works
The diagnosis of provoked vestibulodynia: steps and roadblocks in a long journey
Connor, J. J., Brix, C. M., & Trudeau‐Hern, S. (2013) · Sexual & Relationship Therapy · doi:10.1080/14681994.2013.842969 · Cited by 17 · see citing works
Berry, D. M., & Bass, C. P. (2012) · Research in Nursing & Health · doi:10.1002/nur.21498 · Cited by 17 · see citing works
The Virtual Focus Group: A Modern Methodology for Facial Attractiveness Rating
Popenko, N. A., Devcic, Z., Karimi, K., & Wong, B. J. F. (2012) · Plastic & Reconstructive Surgery · doi:10.1097/prs.0b013e31825dcb48 · Cited by 14 · see citing works
Get Tested Why Not? A Novel Approach to Internet-based Chlamydia and Gonorrhea Testing in Canada
Mann, T. A., Uddin, Z., Hendriks, A., Bouchard, C., & Etches, V. (2013) · Canadian Journal of Public Health · doi:10.17269/cjph.104.3684 · Cited by 13 · see citing works
Shaeer, O. K. Z., & Shaeer, K. O. K. M. (2014) · The Journal of Sexual Medicine · doi:10.1111/jsm.12634 · Cited by 13 · see citing works
DiBenedetti, D. B., Coles, T., Sharma, T., Pericleous, L., & Kulkarni, R. (2014) · Haemophilia · doi:10.1111/hae.12459 · Cited by 12 · see citing works
Sturm, R. M., Breyer, B. N., Li, C., Subak, L. L., Brown, J. S., & Shindel, A. W. (2014) · Journal of Women s Health · doi:10.1089/jwh.2014.4878 · Cited by 8 · see citing works
Boyce, A., & Schanding, G. T. (2013) · International Journal of Psychology a Biopsychosocial Approach · doi:10.7220/1941-7233.12.2 · Cited by 2 · see citing works
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Internet interventions: Past, present and future
Andersson, G. (2018) · Internet Interventions · doi:10.1016/j.invent.2018.03.008 · Cited by 315 · see citing works
“Indeed, there are findings indicating that clients recruited from the general public for ICBT trials are more representative than clients seen in regular practice (Titov et al., 2010).”
BackgroundSextortion of Minors: Characteristics and Dynamics
Wolak, J., Finkelhor, D., Walsh, W., & Treitman, L. (2018) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2017.08.014 · Cited by 249 · see citing works
“Facebook advertisements are an effective tool for recruiting hard to reach populations for social science research [25,26].”
BackgroundIsautier, J., Copp, T., Ayre, J., Cvejic, E., Meyerowitz‐Katz, G., Batcup, C., Bonner, C., Dodd, R. H., Nickel, B., Pickles, K. M., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/24531 · Cited by 209 · see citing works
“Our sample was recruited via social media, which was likely the reason why our sample consisted of a higher proportion of females, higher level of education, and potentially higher levels of digital literacy than the general population [18].”
What’s to Like? Facebook as a Tool for Survey Data Collection
Schneider, D., & Harknett, K. (2019) · Sociological Methods & Research · doi:10.1177/0049124119882477 · Cited by 192 · see citing works
“Other recent work in marketing (Nunan and Knox 2011), medical research (Ramo and Prochaska 2012; Thornton et al. 2016), and political science (Samuels and Zucco 2013; Zhang et al.”
BackgroundAkour, A. A., Al‐Tammemi, A. B., Barakat, M. M., Kanj, R., Fakhouri, H. N., Malkawi, A. M., & Musleh, G. (2020) · American Journal of Tropical Medicine and Hygiene · doi:10.4269/ajtmh.20-0877 · Cited by 177 · see citing works
Online Patient Recruitment in Clinical Trials: Systematic Review and Meta-Analysis
Brøgger‐Mikkelsen, M., Ali, Z., Zibert, J. R., Andersen, A. D., & Thomsen, S. F. (2020) · Journal of Medical Internet Research · doi:10.2196/22179 · Cited by 167 · see citing works
“Our findings are consistent with findings from previous reviews on online patient recruitment [65].”
Al‐Tammemi, A. B., Akour, A. A., & Alfalah, L. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.562213 · Cited by 181 · see citing works
Watson, N. L., Mull, K. E., Heffner, J. L., McClure, J. B., & Bricker, J. B. (2018) · Journal of Medical Internet Research · doi:10.2196/10351 · Cited by 118 · see citing works
“Although not unique to online trials [4,5], many online eHealth studies have difficulty obtaining adequate sample size [2,6-9] and recruiting a representative sample of their target population [10-12].”
BackgroundResultFrampton, G. K., Shepherd, J., Pickett, K., Griffiths, G., & Wyatt, J. C. (2020) · Trials · doi:10.1186/s13063-020-04358-3 · Cited by 119 · see citing works
“Facebook [40, 51, 53] or social networking [39, 49]) or population (e.”
BackgroundRyan, J. C., Lopian, L., Le, B. H. C., Edney, S. M., van Kessel, G., Plotnikoff, R. C., Vandelanotte, C., Olds, T., & Maher, C. A. (2019) · BMC Public Health · doi:10.1186/s12889-019-7087-4 · Cited by 108 · see citing works
Social media recruitment for mental health research: A systematic review
Sanchez, C., Grzenda, A. L., Varias, A. D., Widge, A. S., Carpenter, L. L., McDonald, W. M., Nemeroff, C. B., Kalin, N. H., Martin, G., Tohen, M. F., et al. (2020) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2020.152197 · Cited by 108 · see citing works
“Gender, age, and education level are most likely to be imbalanced in social media-recruited cohorts [8, 9].”
BackgroundChoi, I., Milne, D., Glozier, N., Peters, D., Harvey, S. B., & Calvo, R. A. (2017) · Internet Interventions · doi:10.1016/j.invent.2017.02.002 · Cited by 101 · see citing works
“Indeed, a recent systematic review reported over 100 studies have used Facebook to recruit participants for health, medical or mental health research, all within the last 8 years (Thornton et al., 2016).”
BackgroundInfluentialElmer, E. M., van Tilburg, T. G., & Fokkema, T. (2022) · Archives of Sexual Behavior · doi:10.1007/s10508-021-02132-3 · Cited by 101 · see citing works
Shaver, L. G., Khawer, A., Yi, Y., Aubrey‐Bassler, K., Etchegary, H., Roebothan, B., Asghari, S., & Wang, P. (2019) · Journal of Medical Internet Research · doi:10.2196/14021 · Cited by 95 · see citing works
“Facebook has increasingly gained attention as a tool to recruit participants for research [5].”
InfluentialAkers, L. G., & Gordon, J. S. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9372 · Cited by 87 · see citing works
Martín-Fernández, M., Gracia, E., & Lila, M. (2018) · Psychosocial Intervention · doi:10.5093/pi2018a18 · Cited by 87 · see citing works
“The sampling method is another limitation, since online sampling has some tradeoffs that may limit the generalizability of this study (Thornton et al., 2016; Topolovec-Vranic & Natarajan, 2016).”
BackgroundMethodBennetts, S. K., Hokke, S., Crawford, S. B., Hackworth, N. J., Leach, L., Nguyen, C. D., Nicholson, J. M., & Cooklin, A. (2018) · Journal of Medical Internet Research · doi:10.2196/11206 · Cited by 83 · see citing works
“A recent systematic review highlighted mixed results from Facebook recruitment studies [17].”
InfluentialRussomanno, J., Patterson, J. G., & Jabson, J. M. (2019) · JMIR Public Health and Surveillance · doi:10.2196/14886 · Cited by 72 · see citing works
“Given the increased popularity of social media platforms, social science researchers are using social media to recruit participants into health, medical, and psychosocial research studies [4-8].”
Gracia, E., Martín-Fernández, M., Marco, M., Santirso, F. A., Vargas, V., & Lila, M. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01146 · Cited by 68 · see citing works
Afzali, M. H., Sunderland, M., Batterham, P. J., Carragher, N., Calear, A. L., & Slade, T. N. (2016) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1331-3 · Cited by 66 · see citing works
Self-citationFord, K. L., Albritton, T., Dunn, T. A., Crawford, K., Neuwirth, J., & Bull, S. S. (2019) · JMIR Public Health and Surveillance · doi:10.2196/14080 · Cited by 66 · see citing works
“Other Web-based health-related campaigns [5,23,24,29,30] demonstrated similar success in recruiting youth and young adults through Instagram and Facebook [13,22,31], although most cross-sectional studies used Facebook for recruitment [32].”
BackgroundRubenstein, E., & Furnier, S. M. (2020) · Autism in Adulthood · doi:10.1089/aut.2020.0031 · Cited by 65 · see citing works
“40,41 In Figure 2, we have created four different scenarios.”
Martín-Fernández, M., Gracia, E., Marco, M., Vargas, V., Santirso, F. A., & Lila, M. (2018) · The European Journal of Psychology Applied to Legal Context · doi:10.5093/ejpalc2018a3 · Cited by 68 · see citing works
“effective sampling method (Thornton et al., 2016), it comes with”
BackgroundMethodInfluentialWozney, L., Turner, K., Rose‐Davis, B., & McGrath, P. J. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.100246 · Cited by 62 · see citing works
“By virtue of its widespread use, relative anonymity, cost-effectiveness, and acceptability, FB is an attractive recruitment path (Thornton et al., 2016; Amon et al., 2014; Carter-Harris et al., 2016).”
BackgroundGaupp-Berghausen, M., Raser, E., Anaya-Boig, E., Ávila-Palència, I., de Nazelle, A. J., Dons, E., Franzen, H., Gerike, R., Götschi, T., Iacorossi, F., et al. (2018) · Journal of Medical Internet Research · doi:10.2196/11492 · Cited by 60 · see citing works
“Several studies, however, report successfully recruiting people who reflect the demographic spread of the general population using opportunistic sampling approaches [9,11,19,26].”
BackgroundAn online survey of informal caregivers’ unmet needs and associated factors
Denham, A. M. J., Wynne, O., Baker, A., Spratt, N. J., Turner, A., Magin, P. J., Palazzi, K. L., & Bonevski, B. (2020) · PLoS ONE · doi:10.1371/journal.pone.0243502 · Cited by 60 · see citing works
“There is a growing body of support for Facebook and Twitter as recruitment tools in health research [49, 50].”
BackgroundHokke, S., Hackworth, N. J., Quin, N., Bennetts, S. K., Win, H. Y., Nicholson, J. M., Zion, L., Lucke, J. C., Keyzer, P., & Crawford, S. B. (2018) · PLoS ONE · doi:10.1371/journal.pone.0204572 · Cited by 58 · see citing works
The use of social media for health research purposes: scoping review
Bour, C., Ahne, A., Schmitz, S., Perchoux, C., Dessenne, C., & Fagherazzi, G. (2021) · Journal of Medical Internet Research · doi:10.2196/25736 · Cited by 56 · see citing works
Druce, K. L., McBeth, J., van der Veer, S. N., Selby, D., Vidgen, B., Georgatzis, K., Hellman, B., Lakshminarayana, R., Chowdhury, A., Schultz, D. M., et al. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.8162 · Cited by 52 · see citing works
“Although similar methods could also promote the recruitment of younger adults, other opportunities to promote participation among this group include the use of social networks, community components, and app gamification [39-41].”
MethodHausmann, J. S., Kennedy, K., Simard, J. F., Liew, J. W., Sparks, J. A., Moni, T. T., Harrison, C., LARCHÉ, M. J., Levine, M., Sattui, S. E., et al. (2021) · The Lancet Rheumatology · doi:10.1016/s2665-9913(21)00175-2 · Cited by 52 · see citing works
Bricker, J. B., Watson, N. L., Heffner, J. L., Sullivan, B., Mull, K., Kwon, D., Westmaas, J. L., & Ostroff, J. (2020) · JMIR Formative Research · doi:10.2196/16652 · Cited by 41 · see citing works
Studying Cannabis Use Behaviors With Facebook and Web Surveys: Methods and Insights
Borodovsky, J. T., Marsch, L. A., & Budney, A. J. (2018) · JMIR Public Health and Surveillance · doi:10.2196/publichealth.9408 · Cited by 50 · see citing works
“In doing so, they have developed various Web survey- and social media-based data collection methods [16-24].”
BackgroundGulliver, A., Calear, A. L., Sunderland, M., Kay-Lambkin, F., Farrer, L. M., & Batterham, P. J. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100400 · Cited by 44 · see citing works
“We continued our recruitment beyond this goal to increase the lower numbers of male participants, which is common in online mental health trial research (Thornton et al., 2016), by using advertisements targeted to males.”
BackgroundSelf-citationAwad, M. A., Gaither, T. W., Murphy, G. P., Chumnarnsongkhroh, T., Metzler, I. S., Sanford, T., Sutcliffe, S. S., Eisenberg, M. L., Carroll, P. R., Osterberg, E. C., et al. (2017) · The Journal of Urology · doi:10.1016/j.juro.2017.10.017 · Cited by 46 · see citing works
Perceived acceptability of wearable devices for the treatment of mental health problems
Hunkin, H., King, D. L., & Zajac, I. T. (2020) · Journal of Clinical Psychology · doi:10.1002/jclp.22934 · Cited by 46 · see citing works
Wirtz, A. L., Poteat, T., Radix, A. E., Althoff, K. N., Cannon, C. M., Wawrzyniak, A. J., Cooney, E. E., Mayer, K. H., Beyrer, C., Rodriguez, A. E., et al. (2019) · JMIR Research Protocols · doi:10.2196/14704 · Cited by 46 · see citing works
“Given these challenges, we have broadened recruitment to advertising campaigns via Facebook, Reddit, and Google Ads, as well as sharing information about the study through media interviews [122-125].”
Personality associations with Facebook use and tendencies towards Facebook Use Disorder
Sindermann, C., Duke, É., & Montag, C. (2020) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2020.100264 · Cited by 45 · see citing works
“Therefore, if only recruiting Facebook users, such differences between users and non-users may lead to the publication of data that cannot be generalised beyond the sample of Facebook users (Brickman Bhutta, 2012; Thornton et al., 2016; Whitaker, Stevelink, & Fear, 2017).”
BackgroundGrow, A., Perrotta, D., Fava, E. D., Cimentada, J., Rampazzo, F., Gil‐Clavel, S., & Zagheni, E. (2020) · Journal of Medical Internet Research · doi:10.2196/20653 · Cited by 45 · see citing works
Personality traits in musicians
Gjermunds, N., Brechan, I., Johnsen, S. Å. K., & Watten, R. G. (2020) · Current Issues in Personality Psychology · doi:10.5114/cipp.2020.97314 · Cited by 44 · see citing works
“Social media have also recruitment advantages and are frequently used in empirical research in several fields (Amon, Campbell, Hawke, & Steinbeck, 2014; Thornton et al., 2016).”
MethodPacione, M., Siskind, C. E., Day, J., & Tabor, H. K. (2018) · Journal of Neuromuscular Diseases · doi:10.3233/jnd-180330 · Cited by 44 · see citing works
“…documented that using social media to recruit participants for research from rare disease or hard-to-reach populations can be as, if not more, effective than traditional methods, and leverage documented ways in which patients and families currently inter-actandgatherdisease-basedinformation[26–29].”
Walsh, W. A., & Tener, D. (2022) · Journal of Child Sexual Abuse · doi:10.1080/10538712.2022.2067093 · Cited by 43 · see citing works
“Facebook advertisements are an effective tool for recruiting hard to reach populations for social science research (Kayrouz et al., 2016; Thornton et al., 2016) The Facebook ads featured images (e.g., people texting, the question, “Got nudes?”) and text (e.g., Sextortion, “Has it happened to you?”
MethodStereotype Content at the Intersection of Gender and Sexual Orientation
Klysing, A., Lindqvist, A., & Björklund, F. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.713839 · Cited by 38 · see citing works
Wasfi, R., Stephens, Z. P., Sones, M., Laberee, K., Pugh, C., Fuller, D., Winters, M., & Kestens, Y. (2021) · Journal of Medical Internet Research · doi:10.2196/21142 · Cited by 41 · see citing works
“92) for Facebook recruitment across 18 studies [10].”
InfluentialProbst, T., Pryss, R. C., Langguth, B., Spiliopoulou, M., Landgrebe, M., Vesala, M., Harrison, S., Schobel, J., Reichert, M., Stach, M., et al. (2017) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2017.00113 · Cited by 39 · see citing works
“…is traditionally difficult, online-recruitment has been shown to be promising in clinical and health science to overcome this obstacle (e.g., Morgan et al., 2013; Bevelander et al., 2014; Gioia et al., 2016; Kayrouz et al., 2016; Thornton et al., 2016; Topolovec-Vranic and Natarajan, 2016).”
BackgroundParker, J. N., Hunter, A. S., Bauermeister, J. A., Bonar, E. E., Carrico, A. W., & Stephenson, R. B. (2021) · JMIR Public Health and Surveillance · doi:10.2196/31657 · Cited by 35 · see citing works
“Thornton et al [30] reported that 86% of studies reported similar representativeness between online and offline samples, with no systematic gender or age differences.”
Using Twitter to recruit participants for health research: An example from a caregiving study
Wasilewski, M. B., Stinson, J., Webster, F., & Cameron, J. I. (2018) · Health Informatics Journal · doi:10.1177/1460458218775158 · Cited by 37 · see citing works
Westrupp, E. M., Karantzas, G. C., Macdonald, J. A., OLIVE, L. S., Youssef, G. J., Greenwood, C. J., Sciberras, E., Fuller‐Tyszkiewicz, M., Evans, S., Mikocka‐Walus, A. A., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.555750 · Cited by 37 · see citing works
“Facebook allows a stable means of communication where participants can be contacted for future time points of the study regardless of changes in contact details.”
BackgroundMethodInfluentialArcher‐Kuhn, B., Beltrano, N. R., Hughes, J., Saini, M., & Tam, D. M. Y. (2021) · International Journal of Social Research Methodology · doi:10.1080/13645579.2021.1941647 · Cited by 37 · see citing works
“KEYWORDS Recruitment; facebook; domestic violence; covid-19; shared parenting There is little available guidance in the literature to assist with the recruitment with hard-to-reach populations, vulnerable groups and hidden populations (Bender, 2017; Hellmuth & Leonard, 2013).”
BackgroundInfluentialvan der Sanden, R., Wilkins, C., Romeo, J. S., Rychert, M., & Barratt, M. J. (2021) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2021.103430 · Cited by 37 · see citing works
Hokke, S., Hackworth, N. J., Bennetts, S. K., Nicholson, J. M., Keyzer, P., Lucke, J. C., Zion, L., & Crawford, S. B. (2019) · Journal of Empirical Research on Human Research Ethics · doi:10.1177/1556264619854629 · Cited by 35 · see citing works
“…retention, participant tracing, institutional review board, human research ethics committee, survey research For example, a recent systematic review reported an exponential increase in the use of Facebook to recruit participants in health research over a 6-year period (Thornton et al., 2016).”
BackgroundBellon-Harn, M. L., Morris, L. R., Manchaiah, V. K. C., & Harn, W. E. (2020) · Journal of Child and Family Studies · doi:10.1007/s10826-020-01842-x · Cited by 35 · see citing works
Batterham, P. J., Calear, A. L., Sunderland, M., KAY‐LAMBKIN, F. J., Farrer, L. M., Christensen, H. M., & Gulliver, A. (2021) · Journal of Medical Internet Research · doi:10.2196/23029 · Cited by 34 · see citing works
“This was to increase male participants and address the commonly higher ratio of female to male participants in internet-based mental health trial research [43].”
Self-citationAouissi, H. A., Ababsa, M., Leveau, C. M., Alexandru-Ionuţ, P., Słomka, A., Kechebar, M. S. A., Yasuhara, J., Epelboin, L., & Ohmagari, N. (2022) · Healthcare · doi:10.3390/healthcare10071341 · Cited by 34 · see citing works
Stern, M. J., Fordyce, E., Hansen, C., Viox, M. H., Michaels, S., Schlissel, A. C., Avripas, S. A., Harper, C. R., Johns, M. M., & Dunville, R. L. (2020) · LGBT Health · doi:10.1089/lgbt.2019.0311 · Cited by 32 · see citing works
Kearns, N., Shortt, N., Kearns, C., Eathorne, A., Holliday, M., Mackle, D., Martindale, J., Semprini, A. C., Weatherall, M., Beasley, R. W., et al. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-042464 · Cited by 31 · see citing works
Lattie, E. G., Kaiser, S. M., Alam, N., Tomasino, K. N., Sargent, E., Rubanovich, C. K., Palac, H., & Mohr, D. C. (2018) · Journal of Medical Internet Research · doi:10.2196/11050 · Cited by 31 · see citing works
“While the majority of studies (80%) included in this review were cross-sectional surveys and thus those ad clicks were more likely to convert to active study participation compared to intervention studies that last several weeks to months, Thornton and colleagues [19] findings demonstrate the broad range of fees that…”
BackgroundSocial Media for Tobacco Smoking Cessation Intervention: A Review of the Literature
Thrul, J., Tormohlen, K. N., & Meacham, M. C. (2019) · Current Addiction Reports · doi:10.1007/s40429-019-00246-2 · Cited by 30 · see citing works
Leach, L., Bennetts, S. K., Giallo, R., & Cooklin, A. (2019) · Child Care Health and Development · doi:10.1111/cch.12698 · Cited by 30 · see citing works
Salvy, S., Carandang, K. M., Vigen, C. L. P., Concha-Chavez, A., Sequeira, P. A., Blanchard, J., Díaz, J., Raymond, J. K., & Pyatak, E. A. (2020) · Clinical Trials · doi:10.1177/1740774520933362 · Cited by 30 · see citing works
Martín-Fernández, M., Enrique Gracia, A., & Lila, M. (2022) · Psychosocial Intervention · doi:10.5093/pi2022a8 · Cited by 30 · see citing works
“A total of 2,627 participants were recruited for the present study through online sampling using social media and e-mail snowballing, an effective and cost-efficient sampling method (Thornton et al., 2016; Topolovec-Vranic & Natarajan, 2016).”
Combes, G., Damery, S. L., Gunby, C., Harlock, J., Isham, L., Jones, A., Maxted, F., Parmar, P., Schaub, J., Smith, D., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2019-035739 · Cited by 29 · see citing works
New dyads? The effect of social robots’ anthropomorphization on empathy towards human beings
Spaccatini, F., Corlito, G., & Sacchi, S. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2023.107821 · Cited by 31 · see citing works
The inaccuracy of data from online surveys: A cautionary analysis
Agans, J. P., Schade, S. A., Hanna, S. R., Chiang, S., Shirzad, K., & Bai, S. (2023) · Quality & Quantity · doi:10.1007/s11135-023-01733-5 · Cited by 31 · see citing works
“…Mechanical Turk participant pool, etc.; Peer et al. 2021 ), but many researchers also recruit their participants directly online (e.g., Chung et al. 2019 ; Dermody 2022 ; Dworkin et al. 2016 ; Greenwood 2021 ; Howell 2019 ; Levi et al. 2021 ; Russomanno et al. 2019 ; Thornton et al. 2016 ).”
Rayward, A. T., Vandelanotte, C., Corry, K., Itallie, A. K. V., & Duncan, M. J. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16245076 · Cited by 31 · see citing works
“It is di ffi cult to compare numbers of impressions between di ff erent social media advertising campaigns since they can vary by overall recruitment timeframe, target audience, advertisement delivery scheduling, and expenditure [10,21].”
BackgroundResultGreen, H., Fernandez, R. S., & MacPhail, C. L. (2021) · JMIR Formative Research · doi:10.2196/28656 · Cited by 29 · see citing works
“The success of these interventions has demonstrated the efficacy of social media as a suitable method for accessing participants [1,5,15-17].”
BackgroundMethodShowen, A., Copp, H. L., Allen, I. E., Baradaran, N., Liaw, A., & Hampson, L. A. (2020) · Urology · doi:10.1016/j.urology.2020.11.016 · Cited by 28 · see citing works
Wang, P., Chen, Y., Chang, Y., Wu, C.-F., Lu, W.-H., & Yen, C. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18042091 · Cited by 28 · see citing works
“A systematic review on the study recruiting participants via Facebook reported that there appeared to be a bias towards people with a higher educational level [56].”
BackgroundPerception of adults toward electronic cigarettes: a cross-sectional study from Jordan
Barakat, M. M., Assaf, A. M., Alqudah, R., Thiab, S. H., Alhamed, M., Al-Obaidi, H. J., Jirjees, F., & Basheti, I. A. (2021) · Primary Health Care Research & Development · doi:10.1017/s1463423621000062 · Cited by 27 · see citing works
“However, nowadays in light of the published review (Thornton et al., 2016), the recruitment of a research sample using social media platforms is considered an efficient and cost-effective method.”
BackgroundWallace, V., Honkalampi, K. M., & Sheils, E. (2021) · Journal of Pediatric Nursing · doi:10.1016/j.pedn.2021.02.016 · Cited by 27 · see citing works
Ethical Issues in Social Media Recruitment for Clinical Studies: Ethical Analysis and Framework
Zimmermann, B. M., Willem, T., Bredthauer, C. J., & Buyx, A. (2021) · Journal of Medical Internet Research · doi:10.2196/31231 · Cited by 27 · see citing works
“Although the ability of many social media platforms to direct study advertisements toward defined target groups can be useful in addressing unknown patients, it is unclear how the underlying algorithms choose members of the target group [13,119].”
Goldman, N., Willem, T., Buyx, A., & Zimmermann, B. M. (2023) · Journal of Medical Internet Research · doi:10.2196/44587 · Cited by 26 · see citing works
“…to distribute their web-based surveys, which is in line with other literature on the benefits of social media recruitment for nonclinical studies [9-11 , In addition, some clinicians believed that social media recruitment would not yield representative samples most likely because clinical…”
Educating children and adolescents about vaccines: a review of current literature
Maisonneuve, A. R., Witteman, H. O., Brehaut, J., Dubé, È., & Wilson, K. R. (2018) · Expert Review of Vaccines · doi:10.1080/14760584.2018.1456921 · Cited by 26 · see citing works
Lee, S., Torok, M. H., Shand, F., Chen, N. A., McGillivray, L., Burnett, A., Larsen, M. E., & Mok, K. (2020) · JMIR Mental Health · doi:10.2196/18762 · Cited by 27 · see citing works
“Characteristics or populations that were most often reported to be overrepresented included younger participants [9,21,22], women [15,23], and those who were well educated [8,21,24].”
BackgroundInfluentialIsetti, G., Ferraretto, V., Stawinoga, A. E., Gruber, M., & Valle, N. D. (2020) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2020.100148 · Cited by 25 · see citing works
Barnes, L. A. J., Barclay, L. M., McCaffery, K. J., Rolfe, M. I., & Aslani, P. (2020) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2020.07.011 · Cited by 25 · see citing works
A Mapping Study on the Internet and Suicide
Krysinska, K. E., Westerlund, M., Niederkrotenthaler, T., Andriessen, K., Carli, V., Hadlaczky, G., Till, B., & Wasserman, D. (2017) · Crisis · doi:10.1027/0227-5910/a000444 · Cited by 24 · see citing works
Vegara-Ferri, J. M., Pallarés, J. G., & Sánchez, S. A. (2021) · European Sport Management Quarterly · doi:10.1080/16184742.2021.1903526 · Cited by 24 · see citing works
“and economy than other traditional methods (Thornton et al., 2016).”
MethodFacebook recruitment for research of children and parents during the COVID-19 pandemic
Skeens, M. A., Sutherland-Foggio, M. S., Damman, C., Gerhardt, C. A., & Akard, T. F. (2022) · Applied Nursing Research · doi:10.1016/j.apnr.2022.151574 · Cited by 24 · see citing works
Basking in detected vice: Outgroup immorality enhances self-view
Sacchi, S., Brambilla, M., & Graupmann, V. (2020) · Group Processes & Intergroup Relations · doi:10.1177/1368430219895320 · Cited by 23 · see citing works
“However, as noted by Thornton et al. (2016), characteristics (e.g., gender, age, education) of samples recruited via Facebook are frequently unbalanced and there is a lack of environmental control during administration.”
BackgroundLeong, V., Raheel, K., Sim, J. Y., Kacker, K., Karlaftis, V. M., Vassiliu, C., Kalaivanan, K., Chen, S. A., Robbins, T. W., Sahakian, B. J., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/28368 · Cited by 21 · see citing works
“Purely unsupervised web-based testing has the attendant advantages of reaching large sample sizes with a broad demographic at a relatively low cost per head [34,49,54,56-58].”
The use of Facebook for virtual asynchronous focus groups in qualitative research
Biedermann, N. (2017) · Contemporary Nurse · doi:10.1080/10376178.2017.1386072 · Cited by 23 · see citing works
“Indeed, a recent systematic review of studies that have used Facebook as a tool for study recruitment identified 110 unique studies (Thornton et al., 2016).”
BackgroundAhmed, K. L., Simon, A. R., Dempsey, J. R., Samaco, R. C., & Goin‐Kochel, R. P. (2020) · Journal of Medical Internet Research · doi:10.2196/16752 · Cited by 22 · see citing works
“36 to $110 per completed participant [3].”
BackgroundPotential of Online Recruitment Among 15-25-Year Olds: Feasibility Randomized Controlled Trial
Hoffmann, S. H., Folker, A. P., Buskbjerg, M., Folker, M. P., Jezek, A. H., Svartá, D. L., Sølvhøj, I. N., & Thygesen, L. C. (2022) · JMIR Formative Research · doi:10.2196/35874 · Cited by 22 · see citing works
Wawrziczny, É., Duprez, C., & Antoine, P. (2020) · Psychogeriatrics · doi:10.1111/psyg.12553 · Cited by 22 · see citing works
Crawford, S. B., Hokke, S., Nicholson, J. M., Zion, L., Lucke, J. C., Keyzer, P., & Hackworth, N. J. (2018) · Internet Research · doi:10.1108/intr-07-2017-0278 · Cited by 21 · see citing works
Nguyen, K. T., & Shaw, L. (2019) · Personality and Individual Differences · doi:10.1016/j.paid.2019.109615 · Cited by 24 · see citing works
Pechmann, C., Phillips, C., Calder, D., & Prochaska, J. J. (2020) · Journal of Medical Internet Research · doi:10.2196/17554 · Cited by 20 · see citing works
Venesoja, A., Lindström, V., Aronen, P., Castrén, M. K., & Tella, S. (2021) · Scandinavian Journal of Trauma Resuscitation and Emergency Medicine · doi:10.1186/s13049-021-00960-9 · Cited by 21 · see citing works
Borodovsky, J. T. (2022) · Experimental and Clinical Psychopharmacology · doi:10.1037/pha0000581 · Cited by 22 · see citing works
Mojica‐Perez, Y., Livingston, M., Pennay, A. E., & Callinan, S. (2022) · Addictive Behaviors · doi:10.1016/j.addbeh.2022.107439 · Cited by 21 · see citing works
Like, comment, tag, share: Facebook interactions in health research
Obamiro, K. O., West, S., & Lee, S. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104097 · Cited by 21 · see citing works
Northcott, C., Curtis, R., Bogomolova, S., Olds, T., Vandelanotte, C., Plotnikoff, R. C., & Maher, C. A. (2021) · Translational Behavioral Medicine · doi:10.1093/tbm/ibaa139 · Cited by 21 · see citing works
Han, J., McGillivray, L., Wong, Q. J., Werner-Seidler, A., Wong, I., Calear, A., Christensen, H., & Torok, M. (2020) · JMIR Research Protocols · doi:10.2196/23655 · Cited by 17 · see citing works
“Samples recruited by Facebook have been found to present similar representativeness to convention methods in achieving age and gender distribution and are usually less costly [53].”
MethodSelf-citationCaregiver Burden Among Those Caring for Patients With Spina Bifida
Sadighian, M. J., Allen, I. E., Quanstrom, K., Breyer, B. N., Suskind, A. M., Baradaran, N., Copp, H. L., & Hampson, L. A. (2021) · Urology · doi:10.1016/j.urology.2021.03.020 · Cited by 20 · see citing works
Schwab, R. M., Stewen, K., Kottmann, T., Anić, K., Schmidt, M. W., Elger, T., Theis, S., Kalb, S. R., Brenner, W., & Hasenburg, A. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11133684 · Cited by 19 · see citing works
“However, a recent systematic review confirmed that samples recruited by Facebook were as representative as samples recruited via traditional methods [77].”
BackgroundThe link between self‐compassion and psychotic‐like experiences: A matter of distress?
Scheunemann, J., Schlier, B., Ascone, L., & Lincoln, T. M. (2018) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12193 · Cited by 20 · see citing works
Bortolon, C., & Raffard, S. (2019) · Cognitive Neuropsychiatry · doi:10.1080/13546805.2019.1670152 · Cited by 19 · see citing works
“that Facebook is an effective and cost-efficient recruitment method to obtain representative samples (Thornton et al., 2016).”
MethodMackenzie, E., Berger, N., Holmes, K., & Walker, M. (2020) · Research Ethics · doi:10.1177/1747016120963160 · Cited by 19 · see citing works
“This gender imbalance has been observed as a common recruitment bias in Facebook recruitment (Thornton et al., 2016), and future studies should consider how advertisements and images engage girls and boys differently.”
BackgroundMayson, S. E., & Bardoel, A. (2021) · Gender Work and Organization · doi:10.1111/gwao.12659 · Cited by 19 · see citing works
MacDermod, C. M., Pettie, M. A., Carrino, E. A., Garcia, S. C., Padalecki, S., Finch, J. E., Sanzari, C. M., Kennedy, H., Pawar, P. S., Mcgough, M. M., et al. (2022) · American Journal of Medical Genetics Part B Neuropsychiatric Genetics · doi:10.1002/ajmg.b.32906 · Cited by 19 · see citing works
“More broadly, a systematic review suggested that Facebook is an effective and cost-efficient recruitment method to enroll participants of all ages, to any psychosocial, health, or medical research (Thornton et al., 2016).”
BackgroundSelf-citation
- Authors
- Thornton, L., Batterham, P. J., Fassnacht, D. B., Kay-Lambkin, F., Calear, A. L., & Hunt, S.
- Affiliations
- UNSW Sydney (AU)
- Australian National University (AU)
- Venue
- Internet Interventions
- Publisher
- Elsevier BV
- Published
- 2016-05
- Volume
- 4
- Pages
- 72-81
- ISSN
- 2214-7829 (ISSN-L)
- PMC
- PMC6096238
- OpenAlex
- W2282737262
- Cited by
- 326
- References
- 115
- Citations by year
- 2026: 11 · 2025: 19 · 2024: 26 · 2023: 35 · 2022: 59 · 2021: 57 · 2020: 50 · 2019: 32 · 2018: 23 · 2017: 11 · 2016: 2
- FWCI
- 4.28
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Internet Interventions (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- NOVA (University of Newcastle Australia) (submittedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Figshare (submittedVersion, cc-by-nc-nd)
- ANU Open Research (Australian National University) (submittedVersion, cc-by-nc-nd)
- ANU Open Research (Australian National University) (submittedVersion)
- Funders
- University of New South Wales
- National Health and Medical Research Council
- Topics
- Social Sciences › Health › Social Media in Health Education
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Ethics in Clinical Research
- Keywords
- Facebook, participant recruitment, social networking sites, online recruitment, recruitment incentives, sample representativeness, health research, medical research, psychosocial research
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