{"id":"W7126057416","doi":"10.1109/bibm66473.2025.11357124","title":"Digital Twin COVID Tracker Using Wastewater Data: A Middle-School Led Study Within the U.S. NSF National Research Traineeship Program Framework","year":2025,"lang":"","type":"article","venue":"","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Science Foundation","keywords":"Software deployment; Workforce; Work (physics); Cloud computing; Research center; Wastewater; Public health; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007253765,0.0004208456,0.000515907,0.0009515379,0.002312361,0.00292723,0.00132222,0.001029347,0.004514809],"category_scores_gemma":[0.01628342,0.0003801898,0.0005070365,0.0006221863,0.001187926,0.002833796,0.004128728,0.001717839,0.001680354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537059,"about_ca_system_score_gemma":0.003229851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130432,"about_ca_topic_score_gemma":0.02071576,"domain_scores_codex":[0.9967977,0.001619551,0.0001107134,0.0004767748,0.0005552113,0.000440054],"domain_scores_gemma":[0.9932254,0.00212353,0.0003004041,0.0008664911,0.001587232,0.001897009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009103927,0.03349292,0.4795716,0.000353811,0.0001588323,0.001594604,0.1339477,0.002911631,0.007133842,0.00751677,0.05258416,0.2798238],"study_design_scores_gemma":[0.0005223704,0.01695034,0.3562067,0.0006426739,0.0002915361,0.001322241,0.259914,0.06073351,0.01773952,0.01426479,0.2709083,0.0005040936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858485,0.0000432159,0.007211152,0.001017003,0.00005933726,0.0005237611,0.0007883268,0.0002585048,0.004250093],"genre_scores_gemma":[0.9634292,0.0001489535,0.02500244,0.001386789,0.00005417495,0.0009545401,0.001624066,0.000235266,0.007164579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130432,"threshold_uncertainty_score":0.03836203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.324459024244198,"score_gpt":0.4683225383340896,"score_spread":0.1438635140898916,"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."}}