{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001772843,0.0005142164,0.0008573271,0.0004304826,0.0004700172,0.001852071,0.001157468,0.001604189,0.00361106],"category_scores_gemma":[0.006627816,0.0004252704,0.0008463092,0.0004344543,0.001486215,0.00286838,0.0008355364,0.001120035,0.0002151307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882217,"about_ca_system_score_gemma":0.001738083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009251915,"about_ca_topic_score_gemma":0.007591758,"domain_scores_codex":[0.9994256,0.0002630327,0.00002221732,0.00008790391,0.00005271672,0.0001486237],"domain_scores_gemma":[0.996772,0.001953153,0.0008971759,0.00006874948,0.00009494534,0.0002139667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000196887,0.0002270003,0.0196788,0.0001363396,0.00007129087,0.0005369378,0.0003401441,0.7556435,0.001872367,0.2113196,0.001463445,0.008513662],"study_design_scores_gemma":[0.00004279203,0.0001772969,0.008018042,0.00003624796,0.00005390762,0.0001530111,0.0004222438,0.9295999,0.0003772952,0.05964324,0.001444729,0.00003128604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7323625,0.00230724,0.232544,0.01065428,0.0001164238,0.0001589332,0.000562443,0.00008543635,0.02120873],"genre_scores_gemma":[0.988395,0.0007755632,0.005797287,0.0001156071,0.00003744736,0.00005549333,0.00005943297,0.00001258291,0.004751522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009251915,"threshold_uncertainty_score":0.01839614,"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."}}