{"id":"W101578874","doi":"10.3934/mbe.2011.8.1i","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Strain (injury); Geography; Demography; Incidence (geometry); Virus strain; Period (music); Virology; Socioeconomics; History; Coronavirus disease 2019 (COVID-19); Virus; Medicine; Pathology; Sociology; Internal medicine; Philosophy; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002574928,0.0001007873,0.0001755711,0.00009399181,0.00005243179,0.00001549522,0.0001350187,0.00003378008,0.0003781432],"category_scores_gemma":[0.0005827314,0.0000691899,0.00004961821,0.0002729261,0.0001339736,0.00008849896,0.00008711566,0.0001158048,0.0003262031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002805351,"about_ca_system_score_gemma":0.00002434774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003879315,"about_ca_topic_score_gemma":1.697306e-7,"domain_scores_codex":[0.9989889,0.000004916407,0.0001587793,0.0001663498,0.0003425133,0.0003385158],"domain_scores_gemma":[0.9995546,0.00005776052,0.00001512169,0.0001833335,0.00004025018,0.0001489281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001779961,0.001555154,0.01322749,0.002698558,0.0003418434,0.0003458307,0.01846607,0.000141932,0.4751278,0.4759245,0.001470186,0.01052262],"study_design_scores_gemma":[0.002990021,0.00244937,0.1278716,0.001859155,0.0002718992,0.0004829006,0.002216728,0.1147492,0.693535,0.01606707,0.03552078,0.00198639],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856712,0.0005365785,0.0267715,0.0003622168,0.0002067538,0.0006830064,0.000003808771,0.000554214,0.1141699],"genre_scores_gemma":[0.9479873,0.00001666357,0.05131499,0.00009196405,0.00003822824,0.00002625697,1.969838e-7,0.00001139807,0.0005130263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4598574,"threshold_uncertainty_score":0.4192789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1437883267615943,"score_gpt":0.3372750770862907,"score_spread":0.1934867503246964,"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."}}