{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001402467,0.0009432017,0.0005968761,0.0019211,0.0020299,0.002503071,0.00111784,0.0009965906,0.3728894],"category_scores_gemma":[0.009224937,0.0002496473,0.0004129089,0.001265959,0.000554376,0.002440492,0.001691663,0.003325263,0.2535003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142024,"about_ca_system_score_gemma":0.001325798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002714459,"about_ca_topic_score_gemma":0.002594241,"domain_scores_codex":[0.9992763,0.0001147236,0.00006186519,0.000124484,0.0003572994,0.00006534353],"domain_scores_gemma":[0.9946873,0.0008532341,0.0001991266,0.0003931309,0.003016097,0.0008511004],"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":[0.00001912269,0.00001000583,0.00007325277,0.0000464333,0.000001125678,0.00003809081,0.00005071449,0.00003823369,0.0001078498,0.002331402,0.9793326,0.01795136],"study_design_scores_gemma":[0.000002223955,0.00000900432,0.0002179677,0.00005147952,6.020702e-7,0.00004645597,0.00004401832,0.00001927987,0.0000488751,0.001136999,0.9984205,0.000002679482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001911794,0.01142729,0.006479688,0.05001358,0.4178432,0.0004795982,0.01259814,0.001408414,0.4978382],"genre_scores_gemma":[0.01036093,0.00708801,0.002399997,0.0114543,0.08629228,0.0002678336,0.009299716,0.0009776137,0.8718594],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3728894,"threshold_uncertainty_score":0,"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."}}