{"id":"W3044496603","doi":"10.1093/ofid/ofaa304","title":"Balancing Scientific Rigor With Urgency in the Coronavirus Disease 2019 Pandemic","year":2020,"lang":"en","type":"editorial","venue":"Open Forum Infectious Diseases","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; 2019-20 coronavirus outbreak; Value (mathematics); Disease; Virology; Infectious disease (medical specialty); Outbreak; Pathology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005305671,0.000718063,0.001108925,0.0005537234,0.001419121,0.0193961,0.01305901,0.000528989,0.0007615791],"category_scores_gemma":[0.02515265,0.0004150791,0.0003291282,0.003201145,0.0005437877,0.004485487,0.002630694,0.002163121,0.0009362138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003289907,"about_ca_system_score_gemma":0.004379532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920581,"about_ca_topic_score_gemma":0.002532472,"domain_scores_codex":[0.9884289,0.001081936,0.001316148,0.002336644,0.005794735,0.001041648],"domain_scores_gemma":[0.9893326,0.005801199,0.001165604,0.002124597,0.0007144123,0.0008615865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002147137,0.000144679,0.2675054,0.00001602684,0.00002905903,0.00008589098,0.0001584159,0.00006527663,3.349938e-7,0.0001572553,0.726603,0.005019919],"study_design_scores_gemma":[0.001132321,0.0001199391,0.02781686,0.0002239736,0.0001628826,0.000006000753,0.0005615965,0.0001098516,3.962514e-7,0.01409757,0.9550737,0.0006949697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.01177623,0.004799366,0.0001906768,0.003651017,0.9467305,0.004491908,0.006197827,0.0003119817,0.02185048],"genre_scores_gemma":[0.7238429,0.0002871891,0.00002058187,0.002791159,0.2556612,0.001048544,0.003012823,0.0002030693,0.01313253],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7120666,"threshold_uncertainty_score":0.9998809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05367657743642631,"score_gpt":0.3974000291685134,"score_spread":0.3437234517320871,"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."}}