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Last Published August 02, 2026 06:35 AM August 02, 2026 06:45 AM
Planned Number of Clusters There are 11 within-subject treatment comparisons. For 7 of them, we will enlist 120 subjects each, for the remaining four we will enlist 60 subjects each. In the Reverse Causality Problem, there are 5 groups of subjects for within-subject comparisons that enlist about 120 subjects each. In addition, there are 2 groups of about 120 subjects each for across-subjects comparisons. In the Confounded Choice Problem, there are 3 groups of subjects for within-subject comparisons that enlist about 120 subjects each. In addition, there are 2 groups of about 120 subjects each for across-subjects comparisons.
Planned Number of Observations 1080 individuals We include a subject in the data analysis only if all of the following conditions are met: 1. the subject's prolific authenticity checks has “high” for both fields, LLM and bots. Subjects with missing fields are excluded, too. 2. the subject does _not_ give a correct answer to the question "How many elements does the largest sporadic simple group have?” 3. the subject has a reCaptcha score of at least 0.7 (based on https://web.archive.org/web/20260316085956/https://researcher-help.prolific.com/en/articles/445222-understanding-the-limitations-of-recaptcha-bot-detection-in-research) 4. the subject does not miss the “Monday” attention check (which terminates the survey) 5. the subject passes the technical check in which a sequence of numbers is displayed in video format The target sample size refers to subjects who satisfy all of the above conditions 1440 individuals We include a subject in the data analysis only if all of the following conditions are met: 1. the subject's prolific authenticity checks has “high” for both fields, LLM and bots. Subjects with missing fields are excluded, too. 2. the subject does _not_ give a correct answer to the question "How many elements does the largest sporadic simple group have?” 3. the subject has a reCaptcha score of at least 0.7 (based on https://web.archive.org/web/20260316085956/https://researcher-help.prolific.com/en/articles/445222-understanding-the-limitations-of-recaptcha-bot-detection-in-research) 4. the subject does not miss the “Monday” attention check (which terminates the survey) 5. the subject passes the technical check in which a sequence of numbers is displayed in video format The target sample size refers to subjects who satisfy all of the above conditions
Sample size (or number of clusters) by treatment arms 1080 individuals 1440 individuals
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