{ "147859-21904026": { "datetime_modified":"20260521T192019", "datetime_start":"20260526T093000", "datetime_end":"20260526T103000", "has_end_time":1, "date_start":"2026-05-26", "date_end":"2026-05-26", "time_start":"09:30:00", "time_end":"10:30:00", "time_zone":"America\/Detroit", "event_title":"East Quad (Spring\/Summer 2026) (Housing)", "occurrence_title":"Peony Garden Nature Walk", "combined_title":"East Quad (Spring\/Summer 2026) (Housing): Multiple conference events and sessions: Peony Garden Nature Walk", "event_subtitle":"Multiple conference events and sessions", "event_type":"Conference \/ Symposium", "event_type_id":"5", "description":"", "occurrence_notes":null, "guid":"147859-21904026@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/147859", "building_id":"", "building_name":"", "campus_maps_id":"", "room":"", "location_name":"Arb Peony Garden, in case of rain we can meet in EQ basement by the windows to do some relaxation\/meditation", "has_livestream":0, "cost":"", "tags":["Sessions"], "website":"https:\/\/sessions.studentlife.umich.edu\/p\/track\/16790", "sponsors":[ { "group_name":"Sessions @ Michigan", "group_id":"4791", "website":"https:\/\/sessions.studentlife.umich.edu\/" } ], "image_url":"", "styled_images":{ "event_thumb":"", "event_large":"", "event_large_2x":"", "event_large_lightbox":"", "group_thumb":"", "group_thumb_square":"", "group_large":"", "group_large_lightbox":"", "event_large_crop":"", "event_list":"", "event_list_2x":"", "event_grid":"", "event_grid_2x":"", "event_feature_large":"", "event_feature_thumb":"" }, "occurrence_count":9, "first_occurrence":21904026 } , "148256-21903496": { "datetime_modified":"20260513T130858", "datetime_start":"20260526T100000", "datetime_end":"20260526T130000", "has_end_time":1, "date_start":"2026-05-26", "date_end":"2026-05-26", "time_start":"10:00:00", "time_end":"13:00:00", "time_zone":"America\/Detroit", "event_title":"June 1-10, 2026 MWF Course - Data Collection Using Wearables, Sensors, and Apps in the Social, Behavioral, and Health Sciences", "occurrence_title":"", "combined_title":"June 1-10, 2026 MWF Course - Data Collection Using Wearables, Sensors, and Apps in the Social, Behavioral, and Health Sciences: Heidi Guyer - RTI International", "event_subtitle":"Heidi Guyer - RTI International", "event_type":"Class \/ Instruction", "event_type_id":"8", "description":"June 1-10, 2026 MWF\n10:00am - 1:00pm\nA live course via Zoom. Registration and payment are required a minimum of two weeks prior to the start of the course. \n\nFounded in 1948, the Summer Institute in Survey Research Techniques is designed specifically to meet the needs of professionals and graduate students seeking to deepen their expertise in survey methodology and data collection. Offered through the Michigan Program in Survey and Data Science within the Institute for Social Research at the University of Michigan, the program provides a rigorous and flexible curriculum that blends theoretical foundations with practical application \u2014 entirely online.\n\nData Collection Using Wearables, Sensors, and Apps in the Social, Behavioral, and Health Sciences\n\nThe recent proliferation of mobile technology allows researchers to collect objective health and behavioral data at increased intervals, in real time, and may also reduce participant burden. In this course, we will provide examples of the utility of and integration of wearables, sensors, and apps in research settings. Examples will include the use of wearable health devices to measure activity, apps for ecological momentary assessment, and smartphone sensors to measure sound and movement, among others. Additionally, this course will consider the integration of these new technologies into existing surveys and the quality of the data collected from the total survey error perspective. We will discuss considerations for assessing coverage, participation, and measurement error when integrating wearables, sensors, and apps in a research setting as well as the costs and privacy considerations when collecting these types of data. Participants will work in groups to discuss a research study design using new technology and have the opportunity for hands-on practice with sensor data.\n\nHeidi Guyer is Senior Public Health Research Scientist at RTI International. Before joining RTI, she was a Senior Survey Director and oversaw data collection on large national and international health research projects at the University of Michigan. She received a PhD in Epidemiology from the University of Michigan and a Master of Public Health from the University of Texas. She has extensive experience in population-based data collection, cross-sectional and longitudinal health surveys, and adapting clinical measures and new technology in health research. Her substantive areas of research have focused on the association between health behaviors, such as sleep and diet quality, and the development of chronic health conditions.", "occurrence_notes":"Registration and payment are required a minimum of two weeks prior to the start of the course.", "guid":"148256-21903496@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/148256", "building_id":"null", "building_name":"Off Campus Location", "campus_maps_id":"1", "room":"", "location_name":"Virtual", "has_livestream":0, "cost":"$1,200", "tags":["Data","Data Analysis","Data Collection","Data Curation","Data Linkage","Data Management","Data Science","Professional Development","Research","Statistics","Survey Methodology","Survey Methods","Survey Research"], "website":"https:\/\/shorturl.at\/EDCzx", "sponsors":[ { "group_name":"Summer Institute in Survey Research Techniques", "group_id":"4327", "website":"" }, { "group_name":"Institute for Social Research", "group_id":"3285", "website":"http:\/\/isr.umich.edu" }, { "group_name":"Survey Research Center", "group_id":"5063", "website":"https:\/\/src.isr.umich.edu\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/05\/event_148256_original-1.png", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_2x\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/05\/event_148256_original-1.png", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb\/media\/attachments\/2026\/05\/event_148256_original-1.png", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb_square\/media\/attachments\/2026\/05\/event_148256_original-1.png", "group_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large\/media\/attachments\/2026\/05\/event_148256_original-1.png", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large_lightbox\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_crop\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_list":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_list\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid_2x\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_large\/media\/attachments\/2026\/05\/event_148256_original-1.png", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2026\/05\/event_148256_original-1.png" }, "occurrence_count":29, "first_occurrence":21903455 } , "148257-21903477": { "datetime_modified":"20260513T131309", "datetime_start":"20260526T100000", "datetime_end":"20260526T150000", "has_end_time":1, "date_start":"2026-05-26", "date_end":"2026-05-26", "time_start":"10:00:00", "time_end":"15:00:00", "time_zone":"America\/Detroit", "event_title":"June 1-5, 2026 Course - Introduction to the Health and Retirement Study (HRS) Workshop", "occurrence_title":"", "combined_title":"June 1-5, 2026 Course - Introduction to the Health and Retirement Study (HRS) Workshop: Amanda Sonnega - Institute for Social Research, University of Michigan", "event_subtitle":"Amanda Sonnega - Institute for Social Research, University of Michigan", "event_type":"Class \/ Instruction", "event_type_id":"8", "description":"June 1-5, 2026 M-F\n10:00am - $3:00pm\nA live course via Zoom. Registration and payment are required a minimum of two weeks prior to the start of the course. \n\nIntroduction to the Health and Retirement Study (HRS) Workshop\n\nThe Health and Retirement Study (hrs.isr.umich.edu) workshop is intended to give participants an introduction to the study that will enable them to get started using the data for research. HRS is a large-scale longitudinal study with more than 20 years of data on the labor force participation and health transitions that individuals undergo toward the end of their work lives and in the years that follow. This online workshop is intended for users who have little to no experience using HRS data.\n\nContent lectures delivered by HRS co-investigators and content area experts on basic survey content, sample design, weighting, and restricted data files will be available on the course website for viewing ahead of time. During the week of the workshop, each content lecturer will participate in a Zoom meeting with the class to answer questions about their lecture. The majority of each day will be devoted to data labs in which participants will gain experience using the data, with a strong focus on introductory data management and simple data analysis.\n\nAmanda Sonnega, PhD, is a Research Scientist in the Survey Research Center of the Institute for Social Research (ISR) at the University of Michigan (UM), where she is responsible for integrating communication, outreach, and education efforts for the Health and Retirement Study. She received her doctorate through the Department of Health, Behavior, and Society at the Johns Hopkins University and completed a postdoctoral fellowship within the ISR program in Social Environment and Health. Dr. Sonnega has lectured in the UM School of Public Health on psychosocial factors in health-related behavior. Her research focuses on life course trajectories of physical and mental health; institutional and personal factors associated with vulnerability and resilience in aging individuals; and work transitions and their broad effects on health and well-being.", "occurrence_notes":"Registration and payment are required a minimum of two weeks prior to the start of the course.", "guid":"148257-21903477@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/148257", "building_id":"null", "building_name":"Off Campus Location", "campus_maps_id":"1", "room":"", "location_name":"Virtual", "has_livestream":1, "livestream_type":"other", "livetream_require_login":0, "livestream_id":"", "livestream_link":"", "cost":"$550", "tags":["Data","Data Analysis","Data Collection","Data Curation","Data Linkage","Data Management","Data Science","Health","Health And Retirement Study","Professional Development","Research","Science","Survey Methodology","Survey Methods","Survey Research"], "website":"https:\/\/tinyurl.com\/mwt33fpz", "sponsors":[ { "group_name":"Summer Institute in Survey Research Techniques", "group_id":"4327", "website":"" }, { "group_name":"Institute for Social Research", "group_id":"3285", "website":"http:\/\/isr.umich.edu" }, { "group_name":"Survey Research Center", "group_id":"5063", "website":"https:\/\/src.isr.umich.edu\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/05\/event_148257_original-1.png", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_2x\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/05\/event_148257_original-1.png", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb\/media\/attachments\/2026\/05\/event_148257_original-1.png", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb_square\/media\/attachments\/2026\/05\/event_148257_original-1.png", "group_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large\/media\/attachments\/2026\/05\/event_148257_original-1.png", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large_lightbox\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_crop\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_list":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_list\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid_2x\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_large\/media\/attachments\/2026\/05\/event_148257_original-1.png", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2026\/05\/event_148257_original-1.png" }, "occurrence_count":26, "first_occurrence":21903461 } , "147694-21901610": { "datetime_modified":"20260521T192020", "datetime_start":"20260526T100000", "datetime_end":"20260526T110000", "has_end_time":1, "date_start":"2026-05-26", "date_end":"2026-05-26", "time_start":"10:00:00", "time_end":"11:00:00", "time_zone":"America\/Detroit", "event_title":"Summer 2026 Workshop Series", "occurrence_title":"Crafting Clarity: Engineering Effective Prompts in U-M GPT", "combined_title":"Summer 2026 Workshop Series: Crafting Clarity: Engineering Effective Prompts in U-M GPT", "event_subtitle":"", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"Join CAEN for a series of workshops designed to transform how you research, teach, and work using the University of Michigan\u2019s secure GenAI services. Whether you are a beginner or looking to master \"Context Engineering,\" these sessions provide the frameworks and hands-on experience needed to lead in the age of AI. These workshops are open to the campus community.\u00a0\u00a0Secure & Private: All workshops utilize U-M\u2019s GenAI services, ensuring your prompts and data are never used to train external models.", "occurrence_notes":null, "guid":"147694-21901610@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/147694", "building_id":"", "building_name":"", "campus_maps_id":"", "room":"", "location_name":"", "has_livestream":0, "cost":"", "tags":["Sessions"], "website":"https:\/\/sessions.studentlife.umich.edu\/p\/track\/17048", "sponsors":[ { "group_name":"Sessions @ Michigan", "group_id":"4791", "website":"https:\/\/sessions.studentlife.umich.edu\/" } ], "image_url":"", "styled_images":{ "event_thumb":"", "event_large":"", "event_large_2x":"", "event_large_lightbox":"", "group_thumb":"", "group_thumb_square":"", "group_large":"", "group_large_lightbox":"", "event_large_crop":"", "event_list":"", "event_list_2x":"", "event_grid":"", "event_grid_2x":"", "event_feature_large":"", "event_feature_thumb":"" }, "occurrence_count":15, "first_occurrence":21901610 } , "148371-21904034": { "datetime_modified":"20260521T112555", "datetime_start":"20260526T120000", "datetime_end":"20260526T160000", "has_end_time":1, "date_start":"2026-05-26", "date_end":"2026-05-26", "time_start":"12:00:00", "time_end":"16:00:00", "time_zone":"America\/Detroit", "event_title":"Up, Up, And Away: A History of Ballooning in America", "occurrence_title":"", "combined_title":"Up, Up, And Away: A History of Ballooning in America", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"This exhibit examines the history of balloon flight in the United States from Blanchard\u2019s first ascension to the early twentieth century. In the age of bird\u2019s-eye views, which imagined a perspective on American cities and towns from high in the air, balloonists were the only people who actually had the opportunity to see what the growing nation looked like from above. As the nineteenth century progressed, ballooning became a lucrative (if dangerous) business, as crowds gathered to watch balloons launch, and to see aeronauts risk their lives high in the air. Over time, the image of the hot air balloon proliferated in American print culture, being used to sell goods ranging from thread to canned beef. We hope that this exhibit conveys some of the thrill that would have come from seeing people fly for the first time.\n\nOn view May 22-August 28, weekdays from 12-4 pm.", "occurrence_notes":"Arrive at our North Entrance to check-in. This entrance is accessible and an elevator is available to move between floors.", "guid":"148371-21904034@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/148371", "building_id":"1000159", "building_name":"William Clements Library", "campus_maps_id":"165", "room":"", "location_name":"William Clements Library", "has_livestream":0, "cost":"", "tags":["american culture","american history","Exhibit","Exhibition","Free","Fun","history","Humanities","In Person","libraries"], "website":"https:\/\/myumi.ch\/w928X", "sponsors":[ { "group_name":"William L. 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Registration and payment are required a minimum of two weeks prior to the start of the course.\n\nFounded in 1948, the Summer Institute in Survey Research Techniques is designed specifically to meet the needs of professionals and graduate students seeking to deepen their expertise in survey methodology and data collection. Offered through the Michigan Program in Survey and Data Science within the Institute for Social Research at the University of Michigan, the program provides a rigorous and flexible curriculum that blends theoretical foundations with practical application \u2014 entirely online.\n\nIntroduction to Qualitative Research Methods\n\nThis introductory course provides students with a strong foundation in qualitative research, covering principles of qualitative research, study design including participant recruitment and sample size estimation. Students also learn how to design and conduct core data collection methods - in-depth interviews, focus groups, and observation \u2013 and a range of field tasks such as transcription and field training. Then writing and critiquing qualitative methods for academic work. The course is highly interactive, emphasizing both the principles and skill development through applied activities. The course needs a minimum of 6 registrants and has an enrollment capacity of 10. \n\nDr. Monique Hennink is Professor in the Hubert Department of Global Health in the Rollins School of Public Health and Associated Faculty in Sociology at Emory University. She is also Visiting Professor at University of Michigan, Department of Epidemiology, and Instructor at the University of Columbia's EPISUMMER program in Epidemiology. She earned her PhD in Demography in the United Kingdom.\n\nDr Hennink was indicted into Emory\u2019s MilliPub Club in 2023 and 2024 for two research papers. This honors faculty authors of a scientific publication with over 1,000 citations - considered high impact scholarship. She received the 2020 Provost\u2019s Distinguished Teaching Award for Excellence in Graduate and Professional Education at Emory University. She also received the 'Excellence in Research' Award in 2019 and the 'Excellence in Teaching' Award in 2016 at the Rollins School of Public Health.\n\nShe has particular expertise in applying qualitative research to examine public health issues. She has 30 years\u2019 experience in the design, conduct, analysis, and publication of qualitative health research. She has authored five textbooks on qualitative research, including: Qualitative Research Methods 2nd edition (2020); Focus Group Discussions (2014), Qualitative Research Methods (2011) (also translated into Chinese) and International Focus Group Discussions (2007). She teaches graduate-level courses in qualitative research at Emory University. She developed the 'QUAL-WORKS' (https:\/\/sph.emory.edu\/qual-works) training program in 2013 for public health professionals. Her courses, workshops and books reflect the application of qualitative methods in globally diverse settings and provide guidance on how to balance methodological rigor with the practical realities of global research. She has also published on various methodological aspects of qualitative research, such as using interpreters and translators in qualitative data collection; the effect of using court reporters on data quality; estimating sample size in qualitative studies; and highlighting emerging methodological issues in focus group research. She has served as a board member for SAGE Publications on their \u2018Cases in Methodology\u2019 work and on the editorial board of the International Journal of Multiple Research Approaches. She co-chaired a three-year scientific panel for the International Union of the Scientific Study of Population (IUSSP), on \u2018Qualitative Research in Population Studies\u2019 which had a mandate to promote rigor in the use of qualitative methods in the discipline. She has led scientific sessions on qualitative research at key professional forums, such as: International Congress of Qualitative Inquiry; International Institute for Qualitative Methods; European Association of Population Studies; and the International Union for the Scientific Study of Population.\n\nTextbook Information: Hennink, Hutter & Bailey (2020) 2nd Ed. Qualitative Research Methods. Sage Publications; Ritchie et al (2014) Qualitative Research Practice: A Guide for Social Science Students & Researchers. Second Edition; Emerson et al (2011) Writing Ethnographic Fieldnotes; Rubin & Rubin (2012) Qualitative Interviewing. The Art of Hearing Data. Third Edition; Hennink (2014) Focus Group Discussions. 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Registration and payment are required a minimum of two weeks prior to the start of the course.\n\nFounded in 1948, the Summer Institute in Survey Research Techniques is designed specifically to meet the needs of professionals and graduate students seeking to deepen their expertise in survey methodology and data collection. Offered through the Michigan Program in Survey and Data Science within the Institute for Social Research at the University of Michigan, the program provides a rigorous and flexible curriculum that blends theoretical foundations with practical application \u2014 entirely online.\n\nSampling in Practice\n\nUnlocking the art and science of sampling with an applied, hands-on approach, the course Sampling in Practice is designed for applied practitioners who want to master real-world sampling techniques through active learning and practical programming. Students will learn about probability sampling methods, including simple random sampling, stratification, systematic selection, cluster sampling, probability proportional to size sampling, and multistage sampling. We will also cover sampling cost models, sampling error estimation techniques, non-sampling errors, missing data, and nonprobability samples. The course emphasizes practical implementation, featuring interactive coding exercises and in-class examples to reinforce each concept. A culminating project will give students the opportunity to integrate multiple techniques into a comprehensive sample design and demonstrate the profession in designing surveys, selecting subjects, analyzing sample data, and solving real sampling problems using modern statistical tools.\n\nWhy take this course? \n\nThe course is crafted for students and practitioners eager: \n\nTo build proficiency in modern sampling techniques through active engagement and practical coding experience\nTo understand the basic ideas, concepts and principles of probability sampling from an applied perspective\nTo be able to identify and appropriately apply sampling techniques to survey design problems\nTo understand and be able to assess the impact of the sample design on survey estimates\nTo be able to compute the sample size for a variety of sample designs\nTo learn how to design and select a probability sample involving complex sampling techniques in a survey project, and receive expert feedback on a sampling report. \n\nYajuan Si is a Research Associate Professor in the Michigan Program in Survey and Data Science, located within in the Institute for Social Research at the University of Michigan. She holds a Ph.D. in statistical science from Duke and received postdoctoral training at Columbia. Yajuan\u2019s research focuses on methodology development, from data analysis to study design, in streams of Bayesian statistics, linking design- and model-based approaches for survey inference, data integration, missing data analysis, confidentiality protection, and causal inference, with applications in the social and health sciences. 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Rivera", "event_type":"Lecture \/ Discussion", "event_type_id":"13", "description":"Microplastics are an emerging pollutant of global concern, with environmental particles documented across the world. Reliable identification of microplastic particles is essential for quantifying their prevalence and assessing environmental exposure, yet current spectroscopic identification pipelines face several statistical challenges. Measurements can be costly and time-consuming, commonly used spectral matching procedures often lack formal guarantees, and environmental samples can vary over time and across locations. This dissertation develops statistical and machine learning methods for adaptive sampling and uncertainty quantification, with a focus on improving the reliability and efficiency of microplastic spectral identification.\n\nFirst, we study adaptive sampling through pure exploration problems in logistic bandits. We introduce Logistic Track-and-Stop, the first track-and-stop algorithm for general pure exploration problems under a logistic bandit model. The method combines adaptive sampling with a stopping rule based on generalized likelihood ratio statistics and asymptotically matches an approximation to the instance-specific lower bound on expected sample complexity.\n\nSecond, we develop and apply conformal prediction methods for microplastic spectral identification. We first apply conformal prediction to popular database matching pipelines, highlighting the limitations of practitioner-selected similarity thresholds. We then extend the conformal prediction framework to ensemble and multi-view settings by aggregating nonconformity scores across multiple models or data modalities. In particular, we apply multiview conformal prediction to photothermal infrared and Raman spectra, producing more efficient and robust prediction sets than those obtained from single-view methods.\n\nThird, we study online conformal prediction across multiple coverage levels. 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