{"id":"W3135031194","doi":"10.2196/24292","title":"Community and Campus COVID-19 Risk Uncertainty Under University Reopening Scenarios: Model-Based Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Civil, Mechanical and Manufacturing Innovation; National Institute on Drug Abuse; National Science Foundation","keywords":"Psychological intervention; Coronavirus disease 2019 (COVID-19); Medicine; Demography; Environmental health; Statistics; Infectious disease (medical specialty); Mathematics; Disease; Sociology; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006582942,0.001248141,0.001586224,0.001958616,0.0007586859,0.002587206,0.001979999,0.003255307,0.00319553],"category_scores_gemma":[0.01503979,0.0008584649,0.002817921,0.001096767,0.001048984,0.002169472,0.001724064,0.002878455,0.0002039305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004406512,"about_ca_system_score_gemma":0.002728241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06312571,"about_ca_topic_score_gemma":0.02880026,"domain_scores_codex":[0.9981008,0.001028481,0.00007184306,0.0003280786,0.0001371444,0.0003336191],"domain_scores_gemma":[0.9769762,0.02041087,0.001097104,0.0002367799,0.0008803268,0.0003987322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005231374,0.00005707971,0.003630987,0.00005229593,0.0000603071,0.00007529824,0.00004235789,0.9930851,0.0000656483,0.001743124,0.0002409412,0.0008945866],"study_design_scores_gemma":[0.0000250318,0.0000716328,0.001634747,0.00002935806,0.00004392439,0.00001528321,0.0001343573,0.9954521,0.00007362836,0.002297255,0.0002027865,0.00001993408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536719,0.0009211487,0.03271852,0.001549774,0.00005332112,0.0003011622,0.002605646,0.0001200249,0.008058586],"genre_scores_gemma":[0.9906372,0.0003048863,0.006658949,0.00009299165,0.0000201524,0.0001929415,0.000738883,0.00001709444,0.001336855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06312571,"threshold_uncertainty_score":0.1255166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2171555218859061,"score_gpt":0.414727218476702,"score_spread":0.1975716965907958,"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."}}