{"id":"W3207147417","doi":"10.2196/31574","title":"Research on the Epidemiology of SARS-CoV-2 in Essential Response Personnel (RECOVER): Protocol for a Multisite Longitudinal Cohort Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Vaccination; Asymptomatic; Epidemiology; Cohort; Cohort study; Incidence (geometry); Prospective cohort study; Pandemic; Emergency medicine; Internal medicine; Immunology; Disease; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03990743,0.0002791079,0.0008246556,0.001018277,0.0005401786,0.00005818824,0.0004873297,0.0002696423,0.0001060456],"category_scores_gemma":[0.03147528,0.0002016428,0.0002364981,0.002353518,0.0006162976,0.0001146007,0.0004342052,0.002335567,0.00007948741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004533242,"about_ca_system_score_gemma":0.001092708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003882215,"about_ca_topic_score_gemma":0.0004609134,"domain_scores_codex":[0.9838048,0.01087836,0.001070979,0.001168626,0.001712963,0.001364337],"domain_scores_gemma":[0.9809836,0.01509998,0.0002076334,0.001299753,0.002300554,0.0001084674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.05581054,0.006703281,0.5781167,0.001066277,0.0001356954,0.0005180896,0.001242377,0.000003368394,0.350288,0.0003616975,0.004815406,0.0009386075],"study_design_scores_gemma":[0.01690779,0.01474369,0.3635537,0.004075077,0.000008043087,0.0001193728,0.003580681,0.001212326,0.5755129,0.0005602743,0.01944625,0.0002798461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4289939,8.908893e-7,0.00002888722,0.0006377403,0.000006622673,0.5698944,0.000008236973,0.00003240778,0.0003968968],"genre_scores_gemma":[0.1669663,6.202164e-8,0.0003562991,0.0001899354,0.0001867268,0.8319514,0.00000252262,0.0000548608,0.0002919151],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.262057,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6421361684997744,"score_gpt":0.6465786125324984,"score_spread":0.00444244403272398,"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."}}