Examination of influence of social media education through mobile phones on the change in physical activity and sedentary behavior in pregnant women:…
Design and sampling
This randomized controlled trial study with parallel groups was conducted on pregnant women referred to Urmia health centers in 20182019. The study was last 12months for execution, from April 2018 to May 2019. This trial was registered in Iranian registry of clinical trials (IRCT) in 05/06/2020 with IRCT20151004024340N15 identifying number. Also this study was verified by the Urmia ethics committee with IR.UMSU.REC.1397.162 code.
The sample size was calculated according to the Michele Bisson [29] study, because of the similarity in the targeted primary and secondary outcomes, where the moderate and vigorous physical activity (MVPA) index was 11.79.5min/day in their control group and 25.420.4min/day in their treatment group after the intervention. With the 90% of study power (Z1=1.28), and the two-sided alpha level at 0.05 (Z1/2=1.96), and a 10% chance of dropout, the sample size was determined 45 subjects for each group. Therefore, ninety subjects were included in the study. The flow diagram of participants has shown in Fig.1.
Flow diagram of entering the study and completing of trial by participants
Inclusion criteria in the study were: the tendency to participate in the study, having an ability for reading and writing, be under 20weeks of gestational age, lack of chronic diseases (i.e., diabetes, hypertension, kidney disease), lack of any medical limitation for improving physical activity by mother, no mental illness and no history of hospitalization (based on the participant's self-report), lack of cerclage and prenatal care, having a smartphone, access to the internet, and residence in Urmia. The exclusion criteria were: having any problems or special diseases in the current pregnancy such as preeclampsia, diabetes, anemia, high-risk pregnancy and cerclage surgery, frequent bleeding during the intervention, premature contractions, reduction of fetal movements, amniotic fluid leakage, diet for a specific disease, and migration from Urmia.
We used stratified sampling method for including subjects from different socioeconomic strata of Urmia. There were three levels of health centers; 1, 2, and 3 according to their social and economic status. Then, two centers from each category were chosen randomly by lottery (drawing). Also participants for each group were randomly assigned with one to one allocation ratio with the block randomization method. First, the blocks were created with the combination of AAABBB by computer and all the possible statuses were identified and an exclusive code was assigned for each. Next, considering the sample size (N=90) and block sizes (S=6), 15 blocks were chosen by a simple randomization method by the researcher. Selected subjects were allocated to control or intervention group consecutively by the study manager. All these stages were done under the provision of a consultant epidemiologist and using Random Allocation Software version 1.0.0.
In this study, demographic, Pregnancy Physical Activity Questionnaire (PPAQ) questionnaires was used and completed. Height measured with a Stadiometer and weight by a Seca scale. Demographic information questionnaire had questions such as age, weight, height, education level, employment status, economic status, BMI, pregnancy age, number of fetuses, number of pregnancies, history of the underlying disease, history of infertility, cerclage, ectopic pregnancy, and specific disease in the current pregnancy.
Standard PPAQ, which is related to physical activity in pregnancy, includes two parts: Part I consisted of information about individual characteristics and Part II includes 32 questions on physical activities. The questionnaire of pregnancy physical activity consists of 4 groups of questions related to activities: at home (16 questions), community (3 questions), and activity in the workplace (5 questions), and sports and entertainment (8 questions). Within the manual of PPAQ the categorization and classification of daily physical activities based on the intensity and duration of them has been explained well. Based on that manual sum of the values of multiplied intensity and duration for some activities within the questionnaire can predict the amount of MET/Min for each category of activities as sedentary, light, moderate and sever that has pointed in detail in the data analysis section.
After selection of subjects in the first meeting, the researcher introduced herself to mothers and explained the study purpose. Informed written consent was then obtained. Later the questionnaires related to personal information and physical activity were filled in. Body mass index (BMI) was calculated and assessed. The mothers weight was checked with minimum clothing and without shoes, using a digital scale with a precision of 100g. Peoples height was measured using a wall gauge with an accuracy of 1cm while standing barefoot by the wall, as the shoulders were in a normal position. BMI was calculated by dividing weight by height squared.
Based on weight status (i.e., normal, overweight, and obese) and through the permuted block randomization, all the pregnant women were randomly assigned to the control and treatment group by Random Allocation Software version 1.0.0. Both groups received individual diets according to BMI, by a nutritionist, who also provided the necessary explanations. All educational content in the format of text, audio, and video files was delivered and provided through of what's app as social media platform. All intervention and control subjects received their specific educational contents according to the prepared study protocol for each group.
The control group subjects were quiet match and nearly similar in properties with the intervention one. They received a routine pregnancy care that was provided by health care centers and were followed alongside with the intervention group in the same time period. Subjects joined a virtual group in a social network (What's app) that was accessible through both mobile, laptop or PC devices for all subjects from each centers in control group. They received prepared individually diets and materials about that how to track its effect on their weight gain during pregnancy. In parallel, the treatment group also joined a virtual training group in a social network (What's app), that was similarly accessible through mobile, laptop or PC devices for all subjects from each centers in intervention group. Just the difference that was for this group, they received special and prepared educational content as written, audio or video materials to improve their physical activity along with an individually designed diet during 16 sessions in 8weeks. The content delivered to the virtual group twice a week and in a specified time period. Each session was about 90min that all educational programs were delivered by an educated and specialized midwife. During different session subjects regarding the advantages of executing appropriate exercises and physical activities during pregnancy, introducing suitable exercises for pregnant women and the manner of their execution was educated. Also in some sessions topics about the necessary precautions and probably health risks with some activities was discussed. Reminder massages was sent twice a week regarding the importance of doing proposed exercises and activities truly, the importance of good adhering to the diet, and announcement about the time of next session and its content. All womens questions were answered both within the group and in private chat based on the type of question. The respondent rate for both groups was %87.8 in average. Mothers weights were recorded after a face-to-face meeting in the fourth week. All delivered massages deposited in virtual group by the end of intervention. Our primary outcome was measuring the amount of changes in the mean daily total physical activity level, while secondary outcomes were measuring the level of changes in other subgroups of daily physical activity alongside with the level of weight gain during pregnancy.
At the end of the intervention, pregnant mothers in both groups filled the PPAQ questionnaires for the second time. The data acquired in this phase were compared with the first one.
Quantitative data were reported as meanstandard deviation and qualitative data were expressed in the form of frequencies and percentages. Activity intensity was measured based on the amount of Metabolic Equivalent of Task (MET). To calculate the total MET/Min of activities, the MET level regarding the intensity of activities was multiplied by the amount of time spent per day. The level of daily activity determined based on the amount of MET/Min obtained for activities and their average per day. The categorization for the level of physical activity was done according to the PPAQ specific manual. An activity with MET/Min less than 1.5 was considered as inactivity or sedentary, with MET/Min 1.53 as light activity, with MET/Min 36 as moderate activity, and with MET/Min more than 6 as a sever activity. An independent t-test was used to compare the data about the groups for comparing them at start and at the end of intervention. A paired t-test was used for comparing changes within groups and comparing before and after data. Also, the chi-square test was used to compare data regard the qualitative variables between the two groups at start of the study. To control the possible influence of confounding factors and better determination of treatment effect, multivariate analysis was done. The significance level for all statistical tests was considered less than 0.05. We used per protocol analysis for comparing the extracted results between study groups. All analyses were performed using SPSS-21 software.
- Should AI Bots Run Their Own Social Media Network? Not If Its Like Moltbook - Forbes - February 18th, 2026 [February 18th, 2026]
- Death isn't the end: Meta patented an AI that lets you keep posting from beyond the grave - Business Insider - February 18th, 2026 [February 18th, 2026]
- Perhaps we should all be banned from social media - Financial Times - February 18th, 2026 [February 18th, 2026]
- Meta patents AI system that could keep your social media alive after death - Audacy - February 18th, 2026 [February 18th, 2026]
- Meta patents AI that lets dead people post from the great beyond - Fast Company - February 18th, 2026 [February 18th, 2026]
- Meta Patented AI That Takes Over Your Account When You Die, Keeps Posting Forever - Futurism - February 18th, 2026 [February 18th, 2026]
- "Repulsive and immoral": Backlash grows after Meta obtains patent for AI bots to take over a dead user's account - The Daily Dot - February 18th, 2026 [February 18th, 2026]
- Portugal joins international push for limits on social media access by teens - TechCentral.ie - February 18th, 2026 [February 18th, 2026]
- posterly Launches AI-Native Social Media Scheduler Supporting 9 Platforms Starting at $7/Month - openPR.com - February 18th, 2026 [February 18th, 2026]
- They dont deserve to hear this God-level talk - Kevin Durant jokes hed quit social media before video games - Basketball Network - February 18th, 2026 [February 18th, 2026]
- Death is only the beginning? Meta patents tech that'll let AI run your social media from beyond the grave | WION Explains - WION - February 18th, 2026 [February 18th, 2026]
- What is Moltbook? Inside the AI-Only Social Network Where Humans Arent Allowed - The Bridge Chronicle - February 18th, 2026 [February 18th, 2026]
- Social network X experienced an outage, with complaints coming from various countries - () - February 18th, 2026 [February 18th, 2026]
- Were you one of the affected users of X outage yesterday? Service was restored to Elon Musk-owned social network X after it had failed to show posts... - February 18th, 2026 [February 18th, 2026]
- AI Agents Get Their Own Social Network - And It's Existential - The Tech Buzz - February 2nd, 2026 [February 2nd, 2026]
- OpenAI Wants To Use Biometrics To Kill Bots And Create Humans Only Social Network - Forbes - February 2nd, 2026 [February 2nd, 2026]
- AI agents social network becomes talk of the town - The Economic Times - February 2nd, 2026 [February 2nd, 2026]
- What a Chaotic Social Network for AI Agents Reveals About the Future of Booking - Skift - February 2nd, 2026 [February 2nd, 2026]
- Theres a social network for AI agents, and its getting weird - The Verge - February 2nd, 2026 [February 2nd, 2026]
- Where bots go to socialize: Inside Moltbook, the AI-only social network - Washington Times - February 2nd, 2026 [February 2nd, 2026]
- AI Bots Built Their Own Social Network With 32,000 MembersNow Things Are Getting Strange - Technology Org - February 2nd, 2026 [February 2nd, 2026]
- The First Year of AI Social Networking: The Machine - to - Machine Interaction Revolution of Moltbook and New Industry Opportunities - 36 Kr - February 2nd, 2026 [February 2nd, 2026]
- Inside Moltbook: the social network where AI agents talk to each other - Financial Times - February 2nd, 2026 [February 2nd, 2026]
- Is Moltbook, the social network for AI agents, actually real? Kind of - The Daily Dot - February 2nd, 2026 [February 2nd, 2026]
- AI Agents Create Their Own Religion on New Machine-Only Social Network - GreekReporter.com - February 2nd, 2026 [February 2nd, 2026]
- AI Agents Have Their Own Social Network Now, and They Would Like a Little Privacy - Gizmodo - February 2nd, 2026 [February 2nd, 2026]
- Bots Have Their Own Social Networkand Its Where They Gripe About Humans - La Voce di New York - February 2nd, 2026 [February 2nd, 2026]
- Pleasant Hub is a new social network for adults aged 55+ with no algorithms or politics - and a design firmly rooted in the past - BetaNews - February 2nd, 2026 [February 2nd, 2026]
- Inside the AI Social Network Where 1.5 Million Bots Are Having an Existential Meltdown - Gadget Review - February 2nd, 2026 [February 2nd, 2026]
- Inside Moltbook: the Reddit for AI Where Bots Build Their Own Society - eWeek - February 2nd, 2026 [February 2nd, 2026]
- 'How to sell your human?': Chats on AI-only social network 'Moltbook' have netizens fearing an uprising - Times of India - February 2nd, 2026 [February 2nd, 2026]
- A new AI religion has been born on the social networking site 'Moltbook' for AI agents, and its doctrines, such as 'memory is sacred,' are becoming a... - February 2nd, 2026 [February 2nd, 2026]
- What is Moltbook: the social media network where only AI bots are allowed - Neowin - February 2nd, 2026 [February 2nd, 2026]
- Inside Moltbook, the Strange Social Network Where AI Agents Talk Only to Each Other - ucstrategies.com - February 2nd, 2026 [February 2nd, 2026]
- Meta, TikTok and YouTube heading to trial to defend against youth addiction, mental health harm claims - CNN - January 26th, 2026 [January 26th, 2026]
- Social media bans dont work but theyre still worthwhile - The Boston Globe - January 26th, 2026 [January 26th, 2026]
- Woman arrested for recruiting people on social media to assassinate Trump - weau.com - January 26th, 2026 [January 26th, 2026]
- Weather influencers are going viral. How much should we trust them? - NPR - January 26th, 2026 [January 26th, 2026]
- Social network UpScrolled sees surge in downloads following TikToks US takeover - TechCrunch - January 26th, 2026 [January 26th, 2026]
- A crypto social media networks failure raises an awkward question: Is blockchain good for anything beside finance? - Fortune - January 26th, 2026 [January 26th, 2026]
- Solidarity is a verb: going beyond social media posts, marches and demos - Right to Remain - January 26th, 2026 [January 26th, 2026]
- I have always spoken about social media and the power of social media. For the good and for the bad, David Beckham said. - facebook.com - January 24th, 2026 [January 24th, 2026]
- How FTC v. Meta Reshapes the Debate on Social Media and First Amendment Protections - promarket.org - January 24th, 2026 [January 24th, 2026]
- Vitalik Buterin: Full Return to Decentralized Social Networking in 2026 - Yahoo! Tech - January 24th, 2026 [January 24th, 2026]
- The Federal Trade Commission Won't Give Up Its Crusade Against Meta - Reason Magazine - January 24th, 2026 [January 24th, 2026]
- Sermo: A Social Network Made Just For NPs and PAs - Nurse.org - January 24th, 2026 [January 24th, 2026]
- 20 Forgotten Social Media Platforms That Once Ruled the Internet - AOL.com - January 24th, 2026 [January 24th, 2026]
- Among the world's major countries, Australia is the first country to ban users under the age of 16 f.. - - January 24th, 2026 [January 24th, 2026]
- Vitalik Buterins Revolutionary Return to Decentralized Social Media Promises Authentic Web3 Communication - Bitget - January 24th, 2026 [January 24th, 2026]
- X is the latest social network to copy Blueskys starter packs. - The Verge - January 24th, 2026 [January 24th, 2026]
- After Threads Overtakes X: Meta's Social Siege and Monetization Challenges - - January 24th, 2026 [January 24th, 2026]
- Neo-Nazis told to limit gathering sizes and coached to avoid arrest - Australian Broadcasting Corporation - January 24th, 2026 [January 24th, 2026]
- Jonathan Haidt Brings New Evidence to the Battle Against Social Media - The New York Times - January 18th, 2026 [January 18th, 2026]
- Why LinkedIn is a hunting ground for threat actors and how to protect yourself - WeLiveSecurity - January 18th, 2026 [January 18th, 2026]
- The Hot Social Network Is LinkedIn? - Economist Writing Every Day - January 18th, 2026 [January 18th, 2026]
- Bluesky rolls out cashtags and LIVE badges amid a boost in app installs - TechCrunch - January 18th, 2026 [January 18th, 2026]
- World-first social media wargame reveals how AI bots can swing elections - The Conversation - January 18th, 2026 [January 18th, 2026]
- More than 4.7m social media accounts blocked after Australias under-16 ban came into force, PM says - The Guardian - January 18th, 2026 [January 18th, 2026]
- Social Media site X crashes, tens of thousands of users affected worldwide - The Eastleigh Voice - January 18th, 2026 [January 18th, 2026]
- Heavy social media use and avoidance both linked to poorer wellbeing in teens - Australian Broadcasting Corporation - January 18th, 2026 [January 18th, 2026]
- Social Networking Q3 Earnings: Reddit (NYSE:RDDT) is the Best in the Biz - The Globe and Mail - January 8th, 2026 [January 8th, 2026]
- Kobe Bryant once explained why he was so active on social media: Im a smartas at heart - Basketball Network - January 8th, 2026 [January 8th, 2026]
- Most people think social media is bad for kids. Australia is trying to prove it - BBC Science Focus Magazine - January 2nd, 2026 [January 2nd, 2026]
- Scrolling Minds: How social networking sites are quietly reshaping student life - Rising Kashmir - January 2nd, 2026 [January 2nd, 2026]
- Coinbase bets on stablecoins, Base and 'everything exchange' for 2026 - TradingView Track All Markets - January 2nd, 2026 [January 2nd, 2026]
- The 25 Best Movies of the Century: No. 1, The Social Network - The Ringer - January 2nd, 2026 [January 2nd, 2026]
- Mastodon Surges as Decentralized Alternative to X, Doubles Users by 2026 - WebProNews - January 2nd, 2026 [January 2nd, 2026]
- From that bird guy to bus aunty: the real social media personalities rising above AI slop - The Guardian - December 29th, 2025 [December 29th, 2025]
- Enhancing Link Prediction in Social Networks with LSTM - BIOENGINEER.ORG - December 29th, 2025 [December 29th, 2025]
- The Class Where Screenagers Train to Navigate Social Media and A.I. - The New York Times - December 29th, 2025 [December 29th, 2025]
- YouTuber boxer Jake Paul released a photo of him showing off his cash bundles and firearms on his pe.. - - December 29th, 2025 [December 29th, 2025]
- Opinion: Should the US prohibit kids from using social media? - Caribbean National Weekly - December 29th, 2025 [December 29th, 2025]
- Social Media Management Apps Market is set to Fly High Growth in Years to Come - openPR.com - December 29th, 2025 [December 29th, 2025]
- In new social media policy,Army allows limited usage - Times of India - December 29th, 2025 [December 29th, 2025]
- Las Cruces man charged after FBI traces school shooting threat to social media post - Shore News Network - December 29th, 2025 [December 29th, 2025]
- How teens stay connected to friends, family overseas without social media - Australian Broadcasting Corporation - December 29th, 2025 [December 29th, 2025]
- Early research shows benefits of social media break - Harvard Gazette - December 18th, 2025 [December 18th, 2025]
- What to know about the merger of Trump's social media company and a nuclear fusion firm - WBUR - December 18th, 2025 [December 18th, 2025]
- Study Links Social Avoidance to Increased Risk of Problematic Social Networking Site Use - geneonline.com - December 18th, 2025 [December 18th, 2025]
- Bluesky Launches Privacy-Focused Find Friends with Opt-In Hashing - WebProNews - December 18th, 2025 [December 18th, 2025]