{"id":"W2115311731","doi":"10.1051/mmnp/20105312","title":"Pre-symptomatic Influenza Transmission, Surveillance, and School Closings: Implications for Novel Influenza A (H1N1)","year":2010,"lang":"en","type":"article","venue":"Mathematical Modelling of Natural Phenomena","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; National Science Council; National Institutes of Health; National Science Foundation","keywords":"Transmission (telecommunications); Psychological intervention; Disease transmission; Medicine; Environmental health; Virology; Demography; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006347309,0.0003201867,0.0007706845,0.0002221964,0.0002330021,0.000053786,0.000225898,0.0001672926,0.00004356137],"category_scores_gemma":[0.00107149,0.0002396654,0.0001764328,0.0002937256,0.000370845,0.0001898326,0.00009263052,0.0006337541,0.00001272843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005242771,"about_ca_system_score_gemma":0.0001362016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009589355,"about_ca_topic_score_gemma":0.000001337888,"domain_scores_codex":[0.9977217,0.00002212218,0.0008803543,0.0004271417,0.0004035326,0.0005450902],"domain_scores_gemma":[0.9974284,0.0008977901,0.0002005601,0.000524728,0.0005788456,0.0003696698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005428643,0.00450881,0.01736399,0.02745443,0.002544965,0.000003869869,0.01069865,0.008673715,0.6612441,0.2324378,0.001571951,0.02806906],"study_design_scores_gemma":[0.01153463,0.0008528385,0.01926459,0.001484753,0.000452025,0.00008554138,0.0002120994,0.717163,0.003754419,0.2341055,0.009895163,0.00119544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220749,0.001727956,0.170973,0.001105225,0.0000627549,0.002445413,0.00007557421,0.0001606727,0.001374437],"genre_scores_gemma":[0.8651251,0.00004878597,0.1334814,0.0007105123,0.0001516035,0.0002445666,0.000009662324,0.00006034917,0.000168054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7084893,"threshold_uncertainty_score":0.977327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08600999311617968,"score_gpt":0.3695785737705326,"score_spread":0.2835685806543529,"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."}}