{"id":"W4412560531","doi":"10.1371/journal.pone.0325948","title":"Participant engagement in a national longitudinal study of COVID-19: Insights from the INSPIRE study","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Center for Immunization and Respiratory Diseases; Abbott Diagnostics; Biomedical Advanced Research and Development Authority; Centers for Disease Control and Prevention; National Institutes of Health; Stryker; Institute of Translational Health Sciences; California Department of Public Health; University of Ottawa; University of Washington","keywords":"Focus group; Longitudinal study; Qualitative research; Coronavirus disease 2019 (COVID-19); Psychology; Relevance (law); Perception; Participatory action research; Medical education; Applied psychology; Medicine; Sociology; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003807207,0.00008147437,0.0002534418,0.00009221293,0.0004296097,0.0000329293,0.0002740645,0.00002820753,0.0001058935],"category_scores_gemma":[0.004421193,0.00005824934,0.00002630594,0.0006550137,0.0001578974,0.00007564029,0.0001085648,0.0001700838,0.00000443806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001542145,"about_ca_system_score_gemma":0.0003620592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02070818,"about_ca_topic_score_gemma":0.08122741,"domain_scores_codex":[0.994335,0.00402352,0.0003571138,0.0002394449,0.0008895499,0.0001553584],"domain_scores_gemma":[0.9971024,0.002428863,0.00009621888,0.0001571553,0.0001541949,0.00006119442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005431844,0.01393585,0.4752194,0.00001308604,0.0003843338,0.000005124016,0.4771165,0.00001886306,0.0001096303,0.03293742,0.00006469289,0.0001406961],"study_design_scores_gemma":[0.001267857,0.0004588048,0.5914786,0.00004463544,0.0001412248,2.853743e-9,0.3911523,0.0000500863,0.00005794522,0.01479672,0.0004662848,0.00008553779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946938,0.0001953223,0.0001131499,0.002006759,0.0000482391,0.0011553,0.000008338601,0.00001850528,0.001760582],"genre_scores_gemma":[0.9987977,0.000008327513,0.0004590229,0.0003043989,0.0000546156,0.0002135289,0.000001501662,0.000003464059,0.0001575082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1162591,"threshold_uncertainty_score":0.985813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.525842003332704,"score_gpt":0.4902904549478484,"score_spread":0.03555154838485564,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}