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Wearable Ubiquitous Technol."],"published-print":{"date-parts":[[2022,3,29]]},"abstract":"<jats:p>Ecological momentary assessment (EMA) is used to gather in-situ self-report on behaviors using mobile devices. Microinteraction EMA (\u03bcEMA), is a type of EMA where each survey is only one single question that can be answered with a glanceable microinteraction on a smartwatch. Prior work shows that even when \u03bcEMA interrupts far more frequently than smartphone-EMA, \u03bcEMA yields higher response rates with lower burden. We examined the contextual biases associated with non-response of \u03bcEMA prompts on a smartwatch. Based on prior work on EMA non-response and smartwatch use, we identified 10 potential contextual biases from three categories: temporal (time of the day, parts of waking day, day of the week, and days in study), device use (screen state, charging status, battery mode, and phone usage), and activity (wrist motion and location). We used data from a longitudinal study where 131 participants (Mean age 22.9 years, SD = 3.0) responded to \u03bcEMA surveys on a smartwatch for at least six months. Using mixed-effects logistic regression, we found that all temporal, activity\/mobility, and device use variables had a statistically significant (p&lt;0.001) association with momentary \u03bcEMA non-response. We discuss the implication of these results for future use of context-aware \u03bcEMA methodology.<\/jats:p>","DOI":"10.1145\/3517259","type":"journal-article","created":{"date-parts":[[2022,3,29]],"date-time":"2022-03-29T13:42:46Z","timestamp":1648561366000},"page":"1-24","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":18,"title":["Contextual Biases in Microinteraction Ecological Momentary Assessment (\u03bcEMA) Non-response"],"prefix":"10.1145","volume":"6","author":[{"given":"Aditya","family":"Ponnada","sequence":"first","affiliation":[{"name":"Northeastern University, Boston, MA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jixin","family":"Li","sequence":"additional","affiliation":[{"name":"Northeastern University, Boston, MA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shirlene","family":"Wang","sequence":"additional","affiliation":[{"name":"University of Southern California, Los Angeles, CA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei-Lin","family":"Wang","sequence":"additional","affiliation":[{"name":"University of Southern California, Los Angeles, CA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bridgette","family":"Do","sequence":"additional","affiliation":[{"name":"University of Southern California, Los Angeles, CA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Genevieve F.","family":"Dunton","sequence":"additional","affiliation":[{"name":"University of Southern California, Los Angeles, CA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stephen S.","family":"Intille","sequence":"additional","affiliation":[{"name":"Northeastern University, Boston, MA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,3,29]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2632048.2632100"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971712"},{"key":"e_1_2_2_3_1","volume-title":"Concave Hull: A k-nearest neighbours approach for the computation of the region occuped by a set of points in International Conference on Computer Graphics Theory and Applications. 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