| Literature DB >> 34230968 |
Kaustubh Bora, Avinash Pagdhune, Saurav Jyoti Patgiri, Bhupen Barman, Dulmoni Das, Probodh Borah.
Abstract
Social media offers an opportune platform for educating the public about the recommended interventions during global health emergencies. This case study evaluated information in the popular social media platform YouTube about two key interventions (namely, 'social distancing' and 'hand washing') recommended during coronavirus disease-2019. Using the keywords 'social distancing' and 'hand washing', 77 and 78 videos, respectively, were selected from YouTube through pre-defined criteria. The understandability, actionability and quality of information in these videos were assessed. Cumulatively, the social distancing videos received >9 million views and the hand-washing videos received >37 million views. Thirteen social distancing videos (16.9%) and 46 hand-washing videos (58.9%) provided understandable, actionable and good-quality information. The non-understandable, non-actionable or poor-quality videos had paradoxically more viewer engagements than the understandable, actionable or good-quality videos, respectively. Most social distancing videos came from news agencies (68.8%). Hand-washing videos were mostly uploaded by health agencies or academic institutes (52.6%). The videos were less likely to be understandable and actionable and to be of good quality when uploaded by sources other than health agencies or academic institutes. The paucity of adequate information and the limited representation of 'authoritative' sources were concerning. Strategies for harnessing social media as an effective medium for public health education are necessary during pandemics.Entities:
Mesh:
Year: 2022 PMID: 34230968 PMCID: PMC8394832 DOI: 10.1093/her/cyab028
Source DB: PubMed Journal: Health Educ Res ISSN: 0268-1153
Summary characteristics of the YouTube videos in the study sample
| Variable | Hand-washing videos
( | Social distancing videos
( | |
|---|---|---|---|
|
| |||
| No. of views | 45 771.5 (361–11 373 103) | 15 946 (424–4 075 931) | <0.01 |
| Likes | 324.5 (0–446 215) | 177 (0–21 000) | 0.35 |
| Dislikes | 22.5 (0–6697) | 23 (0–3400) | 0.74 |
| Comments | 18 (0–25 972) | 49 (0–10 417) | <0.05 |
| View ratio | 476.9 (2.4–1 137 310.3) | 4887.7 (70.7–509 491.4) | <0.01 |
| Like ratio | 93.9 (0–100) | 90.7 (0–100) | <0.01 |
| VPI | 470.1 (0–1 120 493.4) | 4 182.1 (0–438 496.7) | <0.01 |
|
| |||
| Video length (seconds) | 124 (30–674) | 179 (22–1833) | <0.01 |
| No. of days in YouTube | 66 (1–3826) | 4 (1–15) | <0.01 |
|
| |||
| Understandability | |||
| PEMAT-A/V Understandability score | 80 (0–100) | 67 (9–100) | <0.01 |
| Understandable videos (PEMAT-A/V score > 70) | 58 (74.4%, 63.7–82.7%) | 31 (40.3%, 30.0–51.4%) | − |
| Non-understandable videos (PEMAT-A/V score ≤ 70) | 20 (25.6%, 17.3–36.3%) | 46 (59.7%, 48.6–69.9%) | − |
| Actionability | |||
| PEMAT-A/V Actionability score | 100 (0–100) | 50 (0–100) | <0.01 |
| Actionable videos (PEMAT-A/V score > 70) | 51 (65.4%, 54.3–74.9%) | 16 (20.8%, 13.2–31.1%) | − |
| Non-actionable videos (PEMAT-A/V score ≤ 70) | 27 (34.6%, 25.0–45.7%) | 61 (79.2%, 68.9–86.8%) | − |
| Quality | |||
| Quality score (GQS) | 3 (1–5) | 2 (1–5) | <0.01 |
| Good-quality videos (GQS score ≥ 3) | 64 (82.1%, 72.1–89.0%) | 25 (32.5%, 23.1–43.5%) | − |
| Poor-quality videos (GQS score < 3) | 14 (17.9%, 11.0–27.9%) | 52 (67.5%, 56.5–76.9%) | − |
Values expressed as median (minimum value − maximum value) or n (percentage, 95% CI). Comparison of the variables between hand-washing videos and social distancing videos was performed by the Mann–Whitney U test.
Distribution of sources uploading the YouTube videos
| Hand-washing videos
( | Social distancing videos
( | |||
|---|---|---|---|---|
| Sources of video upload |
| Percentage (95% CI) |
| Percentage (95% CI) |
| Health agency and academic institute | 41 | 52.6 (41.6–63.3) | 6 | 7.8 (3.6–16.0) |
| News agency | 8 | 10.3 (5.3–18.9) | 53 | 68.8 (57.8–78.1) |
| Fitness and health information website | 4 | 5.1 (2.0–12.5) | 1 | 1.3 (0.2–6.7) |
| Entertainment channel | 8 | 10.3 (5.3–18.9) | 9 | 11.7 (6.3–20.7) |
| Independent user | 16 | 20.5 (13.0–30.8) | 7 | 9.1 (4.5–17.6) |
| For-profit company | 1 | 1.3 (0.2–6.9) | 1 | 1.3 (0.2–6.7) |
Comparison of the viewer engagement indicators and video characteristics according to the understandability, actionability and quality of the videos
| Understandability | Actionability | Quality | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Videos | Variable | Understandable videos | Non-understandable videos | Actionable videos | Non-actionable videos | Good-quality videos | Poor-quality videos | |||
|
|
| |||||||||
| No. of views | 30 845.5 (361–11 373 103) | 94 627.5 (2592–2 799 070) | 0.42 | 29 978 (361–7 825 072) | 59 494 (2592–11 373 103) | 0.21 | 42 211.5 (361–11 373 103) | 92 462 (2592–2 799 070) | 0.31 | |
| Likes | 315 (0–446 215) | 605.5 (29–396 777) | 0.22 | 318 (0–193 920) | 593 (7–446 215) | 0.18 | 315 (4–446 215) | 660.5 (0–396 777) | 0.15 | |
| Dislikes | 22.5 (0–6697) | 38.5 (0–743) | 0.43 | 23 (0–3252) | 22 (0–6697) | 0.35 | 20 (0–6697) | 97.5 (0–903) | 0.13 | |
| Comments | 13 (0–25 972) | 19.5 (0–6246) | 0.31 | 13 (0–9474) | 20 (0–25 972) | 0.36 | 11.5 (0–25 972) | 25 (0–6246) | 0.08 | |
| View ratio | 387.4 (2.4–1 137 310.3) | 801.2 (31.2–466 511.7) | 0.08 | 339.1 (2.4–782 507.2) | 732.9 (10.6–1 137 310.3) | 0.09 | 337.5 (2.4–1 137 310.3) | 2127.0 (41.6–466 511.7) | <0.05 | |
| Like ratio | 93.9 (0–100) | 95.9 (54.3–100) | 0.22 | 93.7 (0–100) | 95.5 (54.3–100) | 0.15 | 93.9 (70–100) | 95.9 (0–99.9) | 0.63 | |
| VPI | 364.7 (0–1 120 493.4) | 736.9 (31.2–461 902.3) | 0.08 | 330.1 (0–769 601.1) | 696.3 (10.4–1 120 493.4) | 0.09 | 303.5 (2.2–1 120 493.4) | 2074.0 (0–461 902.3) | <0.05 | |
|
| ||||||||||
| Video length (seconds) | 133 (30–674) | 92.5 (30–471) | 0.39 | 133 (30–674) | 95 (30–620) | 0.74 | 133 (30–674) | 92 (30–294) | 0.13 | |
| Days in YouTube | 248 (1–3826) | 19.5(2–3524) | 0.13 | 292 (1–3896) | 21 (2–3524) | 0.24 | 212 (1–3826) | 17.5 (2–949) | <0.05 | |
|
|
| |||||||||
| No. of views | 7846 (424–4 075 931) | 710 (37 406–1 202 715) | 0.06 | 6727.5 (424–4 075 931) | 35 961 (710–1 202 715) | <0.05 | 10 169 (424–381 045) | 36 257 (710–4 075 931) | 0.18 | |
| Likes | 94 (0–21 000) | 504.5 (0–16 000) | 0.09 | 68 (0–21 000) | 439 (0–16 000) | <0.05 | 127 (0–8600) | 532 (4–21 000) | <0.05 | |
| Dislikes | 8 (0–3400) | 25.5 (0–1500) | <0.05 | 4.5 (0–3400) | 26 (0–1500) | <0.01 | 9 (0–181) | 25.5 (0–3400) | <0.05 | |
| Comments | 23 (0–1953) | 135.5 (0–10 417) | <0.01 | 7.5 (0–480) | 107 (0–10 417) | <0.01 | 21 (0–1108) | 135.5 (0–10 417) | <0.01 | |
| View ratio | 1878.3 (70.7–509 491.4) | 11 395.4 (177.5–300 678.8) | <0.01 | 1148.4 (70.7–509 491.4) | 9996.8 (177.5–300 678.8) | <0.01 | 1878.3 (70.7–76 209.0) | 11 395.4 (177.5–509 491.4) | <0.05 | |
| Like ratio | 91.3 (0–100) | 89.2 (0–100) | 0.51 | 93.3 (0–100) | 89.0 (0–100) | 0.32 | 90.9 (0–100) | 90.3 (57.1–100) | 0.58 | |
| VPI | 1566.0 (0–438 496.7) | 10 085.3 (0–258 917.8) | <0.01 | 908.7 (0–438 496.7) | 8617.9 (0–258 917.8) | <0.01 | 1566.0 (0–75 022.6) | 10 073.2 (107.7–438 496.7) | <0.01 | |
|
| ||||||||||
| Video length (seconds) | 164 (28–945) | 191 (22–1833) | 0.31 | 122 (30–304) | 240 (22–1833) | <0.01 | 150 (30–877) | 264 (22–1833) | <0.05 | |
| Days in YouTube | 4 (1–15) | 4 (1–8) | 0.16 | 6 (2–15) | 4 (1–8) | <0.01 | 5 (2–15) | 4 (1–8) | <0.05 | |
Values expressed as median (minimum value − maximum value). Comparison of the variables across the respective video categories performed by the Mann–Whitney U test.
Comparison of viewer engagement metrics, video characteristics and the information contained in the YouTube videos according to the sources
| Videos | Variable | Health agency and academic
institute | News agency | Entertainment channel | Independent user | |
|---|---|---|---|---|---|---|
|
|
| |||||
| No. of views | 25 692 (481–3 301 573) | 12 100.5 (361–7 825 072) | 85 643.5 (11 627–2 799 070) | 307 341.5 (1785–11 373 103) | <0.05 | |
| Likes | 80 (0–19 190) | 136 (4–193 920) | 612.5 (215–74 456) | 5479 (37–446 215) | <0.01 | |
| Dislikes | 6 (0–1834) | 9.5 (0–3252) | 38.5 (10–743) | 108.5 (3–6697) | <0.01 | |
| Comments | 3 (0–2207) | 17.5 (1–9474) | 45.5 (20–6246) | 275 (6–25 972) | <0.01 | |
| View ratio | 134.9 (2.4–15 215.7) | 3217 (180.5–782 507.2) | 4501.5 (581.4–466 511.7) | 3377.4 (13.5–1 137 310.3) | <0.01 | |
| Like ratio | 93.6 (0–100) | 95.9 (70–100) | 94.7 (89.4–99.0) | 97.4 (91.6–99.9) | 0.06 | |
| VPI | 124.6 (0–14 510.3) | 3022.8 (180.5–769 601.1) | 4148.5 (545.8–461 902.3) | 3290.2 (12.5–1 120 493.4) | <0.01 | |
|
| ||||||
| Video length (seconds) | 133 (30–674) | 66.5 (35–224) | 185 (65–362) | 94.5 (30–620) | 0.15 | |
| No. of days in YouTube | 466 (1–3826) | 10 (2–22) | 14 (4–1457) | 14.5 (4–3102) | <0.01 | |
|
| ||||||
| PEMAT-A/V Understandability score | 89 (50–100) | 80.5 (50–100) | 78 (0–89) | 78 (13–91) | <0.05 | |
| PEMAT-A/V Actionability score | 100 (33–100) | 83.5 (33–100) | 83.5 (0–100) | 67 (0–100) | <0.01 | |
| Video quality (GQS) score | 3 (2–5) | 3.5 (2–5) | 2.5 (1–3) | 3 (1–4) | <0.05 | |
| Understandable videos | 38 (84.4) | 5 (62.5) | 5 (62.5) | 9 (56.3) | 0.1 | |
| Actionable videos | 36 (80.0) | 4 (50.0) | 4 (50.0) | 6 (37.5) | <0.05 | |
| Good-quality videos | 43 (95.6) | 5 (62.5) | 4 (80.0) | 11 (68.8) | <0.01 | |
| Understandability odds | Reference | 0.31 (95% CI: 0.06–1.59) | 0.31 (95% CI: 0.06–1.59) | − | ||
| Actionability odds | Reference | 0.25 (95% CI: 0.05–1.19) | 0.25 (95% CI: 0.05–1.19) | − | ||
| Good-quality odds | Reference | − | ||||
|
|
| |||||
| No. of views | 25 139 (424–4 075 931) | 10 169 (710–1 202 715) | 61 920 (15 946–381 045) | 87 959 (5066–303 515) | <0.01 | |
| Likes | 25 (0–21 000) | 147 (0–9300) | 1500 (340–8600) | 4300 (500–16 000) | <0.01 | |
| Dislikes | 1 (0–3400) | 16 (0–1500) | 30 (9–147) | 54 (5–197) | 0.13 | |
| Comments | 0 (0–21) | 43 (0–10 417) | 279 (37–1108) | 381 (55–1953) | <0.01 | |
| View ratio | 1675.9 (70.7–509 491.4) | 2728 (177.5–300 678.8) | 19 606.8 (1993.3–76 209.0) | 21 355 (1266.5–60 703.0) | <0.01 | |
| Like ratio | 86.9 (0–100) | 88.1 (0–100) | 97.4 (84.3–99.1) | 98.9 (98.1–99.7) | <0.01 | |
| VPI | 398.8 (0–438 496.7) | 2559.7 (0–258 917.8) | 18 855.4 (1941.9–75 022.6) | 21 170.6 (1253.9–60 027.7) | <0.01 | |
|
| ||||||
| Video length (seconds) | 109 (30–350) | 154 (22–892) | 464 (72–1833) | 708 (328–1220) | <0.01 | |
| No. of days in YouTube | 8 (4–15) | 4 (1–11) | 4 (2–8) | 5 (2–6) | <0.01 | |
|
| ||||||
| PEMAT-A/V Understandability score | 91 (64–100) | 67 (10–100) | 40 (30–90) | 27 (9–82) | <0.01 | |
| PEMAT-A/V Actionability score | 100 (50–100) | 50 (0–100) | 33 (25–67) | 25 (0–67) | <0.01 | |
| Video quality (GQS) score | 4 (1–5) | 2 (1–4) | 1 (1–3) | 1 (1–2) | <0.01 | |
| Understandable videos | 6 (85.7) | 21 (39.6) | 2 (22.2) | 1 (14.3) | <0.05 | |
| Actionable videos | 5 (71.4) | 10 (18.9) | 0 | 0 | <0.01 | |
| Good-quality videos | 5 (71.4) | 16 (30.2) | 3 (33.3) | 0 | <0.05 | |
| Understandability odds | Reference | − | ||||
| Actionability odds | Reference | 0 | 0 | − | ||
| Good-quality odds | Reference | 0.20 (95% CI: 0.02–1.71) | 0 | – | ||
Values expressed as median (minimum value − maximum value) or n (percentage) or OR (with 95% CI). Comparison of the variables across the sources of video upload performed by the Kruskal–Wallis H test or the likelihood ratio chi-square test or simple logistic regression, as applicable. Statistically significant (P < 0.05) OR values are marked in bold.
Videos uploaded by fitness and health information websites (four hand-washing videos and one social distancing video) were clubbed with videos from health agency and academic institutes during analysis. Only two videos were uploaded by for-profit company (one hand-washing video and one social distancing video), and these were therefore were not included in the analysis due to the extremely small sample size.
OR not computed due to zero cell count.