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Often, government agencies and survey organizations know the population counts or percentages for some of the variables in a survey. These may be available from auxiliary sources, for example administrative databases or other high‐quality surveys. We present and illustrate a model‐based framework for leveraging such auxiliary marginal information when handling unit and item nonresponse. We show how one can use the margins to specify different missingness mechanisms for each type of nonresponse. We use the framework to impute missing values in voter turnout in a subset of data from the US Current Population Survey. In doing so, we examine the sensitivity of results to different assumptions about the unit and item nonresponse.

61 Background: Although several guideline-recommended colorectal cancer (CRC) screening modalities have been shown to reduce CRC incidence and mortality, adherence remains below U.S. public health goals. Patient navigation services have been shown to improve CRC screening completion. Patient navigation services, including outbound phone, text, and e-mail reminders, and inbound phone support (>200 languages) are included with all mt-sDNA test (Cologuard) orders. A website and financial assistance (upon request and qualification) are also available for patients. We developed a survey, informed by behavioral theory, to identify psychosocial and communication factors associated with completion of mt-sDNA screening including questions to evaluate awareness and use of navigation services. Methods: Adults aged 45-75 years, with a US postal address, who received a valid order for mt-sDNA screening between 5/21-9/21 were eligible for sampling. RTI administered the survey between 3/22-6/22. Participants had the option to complete electronic- or paper-based surveys. We conducted crosstabulation with Chi Square to assess whether awareness and use of navigation services was significantly associated with (a) test completion within 6 months of the order date and (b) likelihood of future mt-sDNA use. Results: 2,973 participants completed the survey (RR= 21.7%; 65.15% by web and 34.85% by paper). Responders and non-responders did not differ significantly by age or sex. For each navigation service, awareness was significantly higher among those who completed the mt-sDNA test compared to those did not. Across all services, awareness was significantly higher among respondents reporting they were ‘very likely’ to complete mt-sDNA if recommended by a healthcare provider in the future than all other responses combined. A significantly higher proportion of completers (vs. non-completers) reported receiving the email reminder, using the Cologuard website, and using the English language inbound phone support. A significantly higher proportion of those “very likely” to complete mt-sDNA screening in the future reported receiving the email reminder, using the Cologuard website, and using the English language inbound phone support. Conclusions: Awareness and use of patient navigation services was associated with higher completion of the mt-sDNA test and with greater likelihood of future mt-sDNA test use. Patient navigation services comprised of evidence-based strategies, such as reminders, support patient adherence to CRC screening.

60 Background: Colorectal cancer (CRC) screening has been shown to reduce CRC incidence and mortality. Several CRC screening modalities are guideline recommended for average-risk adults aged 45-75 years. CRC screening is underutilized in the US and access to facility-based options, such as colonoscopy, represents a potential barrier. Home-based stool tests are guideline-endorsed and offer a convenient, accessible, scalable option for CRC screening. Thus, understanding the factors that influence completion of stool-based CRC screening is important to guide interventions to improve adherence. We developed a survey, informed by behavioral theory, to identify psychosocial, behavioral and communication factors associated with completion of mt-sDNA screening. Methods: The survey instrument was finalized through expert review, quality testing, and cognitive testing. Adults aged 45-75 years, with a US postal address, who received a valid order for mt-sDNA and whose kit was shipped between 5/21-9/21 were eligible for sampling. RTI administered the survey between 3/22-6/22. Participants had the option to complete electronic or paper surveys. We fit a multivariable logistic regression to identify factors significantly associated with mt-sDNA test completion. Results: Of 17,370 individuals invited to participate, 2,973 completed the survey (AAPOR RR3 = 21.7%); 77.3% of the sample completed the mt-sDNA test. Responders and non-responders did not differ significantly by sex or age. Controlling for demographic characteristics and insurance status, the odds of mt-sDNA test completion were significantly higher among participants who reported greater perceived test effectiveness (OR = 1.20), greater ease (OR = 4.06), and greater comfort in test use (OR = 1.18). Odds of test completion were significantly higher among participants who reported their healthcare provider discussed the mt-sDNA test with them (OR = 2.01) and involved them a great deal in decision making about CRC screening (OR = 1.29). Participants who expressed greater worry about developing CRC were less likely to return their mt-sDNA kit (OR = 0.81). Conclusions: To improve population adherence to CRC screening recommendations, efforts are needed to ensure patients understand the attributes and effectiveness of available test options and feel adequately prepared to complete their preferred screening test. Additionally, healthcare providers must be appropriately prepared and resourced to educate and to engage patients in shared decision-making about CRC screening.