{"id":"W4312142411","doi":"10.1111/irv.13090","title":"Are twindemics occurring?","year":2022,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Ministry of Health, Labour and Welfare; Japan Agency for Medical Research and Development","keywords":"Coronavirus disease 2019 (COVID-19); China; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Geography; Pandemic; Coronavirus; Socioeconomics; Environmental health; Medicine; Virology; Environmental protection; Disease; Outbreak; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001818128,0.0003258525,0.0005256938,0.001008991,0.002230276,0.002748162,0.0006603471,0.001491593,0.02698096],"category_scores_gemma":[0.01063077,0.0002609121,0.0003478495,0.001764994,0.002373631,0.004583579,0.002937652,0.002591085,0.002746743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268222,"about_ca_system_score_gemma":0.001594547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00499612,"about_ca_topic_score_gemma":0.006718854,"domain_scores_codex":[0.9984641,0.0004878133,0.0001325412,0.0003086881,0.0001997997,0.0004069925],"domain_scores_gemma":[0.9971806,0.000509925,0.0008326269,0.000309507,0.0004816943,0.0006857286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008922086,0.0002446524,0.4286369,0.0008660313,0.0003896132,0.01788277,0.01680134,0.0002088725,0.0007144605,0.1090655,0.1299776,0.2943202],"study_design_scores_gemma":[0.00009139374,0.0002449159,0.1906981,0.002741376,0.0001869874,0.05042426,0.06832371,0.0003661727,0.0006159769,0.08218834,0.6040044,0.0001142636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4990054,0.0657434,0.003615734,0.2078218,0.01230814,0.0001483009,0.002633403,0.0001840782,0.2085398],"genre_scores_gemma":[0.8988842,0.03554647,0.001125097,0.04195279,0.003032224,0.00008967912,0.0009399973,0.0001054538,0.01832425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02698096,"threshold_uncertainty_score":0.09026033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1987779316881389,"score_gpt":0.4226911469426742,"score_spread":0.2239132152545353,"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."}}