{"id":"W4230103646","doi":"10.1088/1755-1315/610/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Pandemic; Coronavirus disease 2019 (COVID-19); Political science; 2019-20 coronavirus outbreak; Library science; Geography; Public relations; Medicine; Law; Computer science; Virology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001490118,0.001123273,0.0007561229,0.002453791,0.002398259,0.003909931,0.001340664,0.001317767,0.44416],"category_scores_gemma":[0.01050615,0.0003030454,0.0005186497,0.001591063,0.0006787989,0.002965694,0.002287633,0.003482139,0.3264511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602148,"about_ca_system_score_gemma":0.001984956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002181431,"about_ca_topic_score_gemma":0.002147294,"domain_scores_codex":[0.9989415,0.0001523959,0.00008785764,0.0001993521,0.000512462,0.0001064264],"domain_scores_gemma":[0.9948038,0.0008496491,0.000214505,0.0003790443,0.002861504,0.0008914828],"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":[0.00002772906,0.00001832258,0.00008953739,0.0000993371,0.000001361197,0.00005355289,0.0001065956,0.0000520838,0.0001589475,0.002953709,0.9641389,0.03230005],"study_design_scores_gemma":[0.000002575972,0.00001421784,0.0002148605,0.00007879546,7.692437e-7,0.00006375485,0.00006885488,0.00001872943,0.00005121644,0.001084039,0.9983991,0.000003147057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00218225,0.01188365,0.007398821,0.03447898,0.2572354,0.0008095002,0.01304355,0.001960211,0.6710076],"genre_scores_gemma":[0.008176211,0.006857423,0.002904634,0.008171776,0.04329804,0.0004425303,0.01129813,0.001048237,0.9178029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.55584,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164641936868417,"score_gpt":0.2184529848235069,"score_spread":0.2019887911366652,"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."}}