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. 2026 Jul 23;6:e88825. doi: 10.2196/88825

Table 2. Definitions for all codebook themes and their frequencies.

Content category and code Definition Example TikTok (n=453), n (%) Instagram (n=434), n (%)
Account type
 
 Commercial
The post is authored by a supplier, distributor, or marketer of Zyn or ONPa products. A local distributor shows their Zyn stock in the post. 84 (18.5) 207 (47.7)
 Athlete The post is authored by or features a school, college, or professional athlete. A college athlete discusses their use of Zyn before big games. 5 (1.1) 4 (0.9)
 Adolescent appearance The post features any individual who appears to be between the ages of 11 and 18 years. A boy who appears to be middle-school age uses Zyn in the video. 12 (2.7) 0 (0)
 Young adult appearance The post features any individual who appears to be between the ages of 18 and 20 years. A man who appears to be college age uses Zyn in the video. 110 (24.2) 24 (5.5)
 Influencer The post is authored by an account with 10,000 or more followers. An individual with 16,000 followers makes a post featuring Zyn. 128 (28.3) 58 (13.4)
Presence of nicotine and alcohol products
 
 Zyn or ONP use
The post displays or suggests the use of Zyn or ONPs. The post shows an individual placing or keeping Zyn in their mouth. 155 (34.1) 4 (0.9)
 Zyn or ONP image The post displays a Zyn or ONP package, can, pod, or something resembling the product. The post shows an individual holding a Zyn pack with the product taking up most of the screen. 27 (5.6) 262 (60.4)
 Alcohol The post displays or refers to alcoholic beverages. The post contains an advertisement for margarita-flavored Zyn. 43 (9.5) 15 (3.5)
 Other nicotine and tobacco products The post displays or refers to another nicotine or tobacco product. The post displays a pack of cigarettes or nicotine vape alongside Zyn. 23 (5.1) 23 (5.3)
Sentiment
 
 Pro-Zyn or pro-ONP
Positive sentiment toward Zyn or ONPs is expressed in the post. A student mentions that using Zyn helps them focus on their work. 409 (90.3) 380 (87.6)
 Anti-Zyn or anti-ONP Negative sentiment toward Zyn or ONPs is expressed in the post. An adult recommends against Zyn use in the post. 13 (2.9) 4 (0.9)
Content
 
 Personal or proximal experience
The post contains or describes an individual’s personal or proximal experience with Zyn or ONPs. An athlete reports feeling dizzy and lightheaded the first time they used Zyn. 34 (7.5) 11 (2.5)
 Flavorings The post shows or mentions a flavor of Zyn or ONPs. A post advertises a Zyn pack that is visibly cool mint flavor. 118 (26.0) 299 (68.9)
 Athletics The post contains content related to sports or athletic activity. A post references or depicts tennis, basketball, soccer, running, swimming, or similar sports. 31 (6.8) 25 (5.8)
 Bodybuilding or gym The post contains content related to gym use, bodybuilding, muscle gain, or fitness routines. An individual displays a bodybuilding workout and states that Zyn is part of their routine. 11 (2.4) 3 (0.7)
 Unrelated content with Zyn The post uses Zyn or ONP product imagery to promote or discuss unrelated content. A retailer of nonnicotine products replaces the text on a Zyn tin to advertise their own product. 8 (1.8) 37 (8.5)
Purpose
 
 Informational
The post provides information about Zyn/ONPs, including statistics, product use, trends, or claims. A user presents statistics on Zyn use over the past year. 17 (3.7) 19 (4.4)
 Comedic The post uses humor, jokes, memes, or entertainment-based framing related to Zyn or ONPs. A user makes a joke about Zyn. 185 (40.9) 123 (28.3)
Product-focused The post displays, discusses, promotes, or centers the Zyn or ONP product. An individual shows the Zyn product with no further explanation. 35 (7.7) 234 (53.9)
Appeal
 
 Youth
The post contains elements that may appeal to children or adolescents. A post displays a Zyn flavor that resembles the flavor of well-known candies. 116 (25.6) 231 (53.2)
 Black The post contains elements that appear to appeal to Black individuals or communities. A post uses images or themes related to Black identity or empowerment. 0 (0) 0 (0)
 Hispanic The post contains elements that appear to appeal to Hispanic individuals or communities. A post uses Spanish language or Hispanic cultural imagery. 0 (0) 0 (0)
 Sexual or gender minorities The post contains elements that appear to appeal to sexual or gender minority communities. A post uses LGBTQ+b signifiers such as a pride flag. 0 (0) 0 (0)
Misinformation and misleading health claims

 Potential misinformation
The post contains factual claims about Zyn or ONPs that are contradicted by or could not be verified in peer-reviewed literature. A user claims that Zyn use can improve eyesight. 21 (4.6) 24 (5.5)
a

ONP: oral nicotine pouch.

b

LGBTQ: lesbian, gay, bisexual, transgender/transsexual, queer.