{"id":"W4402838751","doi":"10.70270/vni59pj","title":"“Could Anything Be Worse than COVID?” A Flu Pandemic, Say Influenza Researchers","year":2021,"lang":"en","type":"article","venue":"Mednet","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Virology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Influenza pandemic; Medicine; Pandemic influenza; Outbreak; Infectious disease (medical specialty); Internal medicine; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001833004,0.0002821974,0.0005586699,0.0002587433,0.0003325938,0.00009167226,0.0002622045,0.0002296546,0.001312085],"category_scores_gemma":[0.008339906,0.0002409368,0.0001752858,0.0007924369,0.0003984056,0.000188582,0.0005213687,0.001270694,0.000354867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004551396,"about_ca_system_score_gemma":0.001145598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000499274,"about_ca_topic_score_gemma":0.0004065786,"domain_scores_codex":[0.9960205,0.0003793617,0.0004445142,0.0006010658,0.001470935,0.001083632],"domain_scores_gemma":[0.9972513,0.000572151,0.00007547426,0.0008363996,0.0005602905,0.0007043609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002167951,0.0006415664,0.591089,0.001208434,0.001549217,0.00534963,0.02302402,0.00008226128,0.08635321,0.0008727556,0.2686483,0.01901362],"study_design_scores_gemma":[0.003942647,0.0002771096,0.04293225,0.0003165538,0.0001006586,0.0001870897,0.003862594,0.0002102052,0.008628374,0.0003699351,0.9387818,0.0003907873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408966,0.01143618,0.0000705007,0.0150803,0.0003019634,0.0009233955,0.00008361745,0.0003996842,0.03080775],"genre_scores_gemma":[0.8210544,0.004952599,0.005194849,0.1029942,0.001938714,0.000518803,0.0002458091,0.0003139564,0.0627867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6701335,"threshold_uncertainty_score":0.9996008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3035555068844226,"score_gpt":0.4673504800959118,"score_spread":0.1637949732114892,"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."}}