{"id":"W3019058646","doi":"10.1017/s0950268820000898","title":"What might the future bring? COVID-19 planning considerations for faculty and universities","year":2020,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Futures contract; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Focus (optics); Coronavirus Infections; Political science; Public relations; Medicine; Business; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001419722,0.0001364815,0.000383529,0.00002444242,0.0008658714,0.00002151471,0.00003409673,0.0001697313,0.00003709025],"category_scores_gemma":[0.01959748,0.00008752174,0.00006774076,0.0000581089,0.0002980409,0.0002001371,0.00008810432,0.0002098914,0.000002166268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005364159,"about_ca_system_score_gemma":0.0000373037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009252204,"about_ca_topic_score_gemma":0.0001145238,"domain_scores_codex":[0.9986629,0.0005458955,0.000279869,0.0002847855,0.00002874627,0.0001977974],"domain_scores_gemma":[0.9776709,0.02192058,0.0001644007,0.00008103825,0.00004005078,0.0001230034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001336688,0.00002464127,0.2466929,0.0004105746,0.0002525623,0.000004943844,0.009582635,0.000916109,0.0000297188,0.4960927,0.2449003,0.0009592461],"study_design_scores_gemma":[0.0006417777,0.0002728417,0.06089952,0.00002720332,0.0001301144,0.00003596487,0.005396659,0.002976458,0.00001185232,0.6063618,0.323035,0.0002108225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.453267,0.005180311,0.09502876,0.4445444,0.0006275122,0.0007963526,0.000040523,0.0002693988,0.0002457938],"genre_scores_gemma":[0.8804584,0.003525727,0.005761214,0.1087998,0.001113404,0.00007932454,0.00003059601,0.00001643453,0.0002151579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4271914,"threshold_uncertainty_score":0.9886609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3680936302145072,"score_gpt":0.4563222056463604,"score_spread":0.0882285754318532,"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."}}