{"id":"W2996570652","doi":"10.3934/mbe.2020099","title":"The spread of influenza-like-illness within the household in Shanghai, China","year":2019,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Outbreak; China; Transmission (telecommunications); Shanghai china; Environmental health; Geography; Disease transmission; Infectious disease (medical specialty); Incidence (geometry); Demography; Socioeconomics; Medicine; Disease; Virology; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001417663,0.0001560167,0.000306446,0.0001157257,0.0001155568,0.00005041233,0.0004504582,0.00005179944,0.00002175901],"category_scores_gemma":[0.001056881,0.00007262801,0.00007315266,0.0006928382,0.0003570986,0.0001067026,0.0002073595,0.0003024681,0.00004115172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005147919,"about_ca_system_score_gemma":0.00005831132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003414183,"about_ca_topic_score_gemma":0.000007682293,"domain_scores_codex":[0.9982375,0.00002749429,0.0004155782,0.0002057552,0.0006893985,0.0004242654],"domain_scores_gemma":[0.9987877,0.0005777385,0.00007115216,0.0004497718,0.00003941127,0.00007419977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005304783,0.001042198,0.09484995,0.004710234,0.0004379781,0.00008598133,0.03807238,0.04441577,0.307786,0.5009151,0.0006211111,0.006532883],"study_design_scores_gemma":[0.005640885,0.00168208,0.3824544,0.005548954,0.0001887689,0.0001836651,0.01301826,0.4150859,0.1428595,0.01298692,0.01842116,0.001929481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961056,0.0005695955,0.0002507802,0.0005344118,0.0001816451,0.0006034166,0.000003523793,0.00005125145,0.001699784],"genre_scores_gemma":[0.9989284,0.00002890727,0.0006557339,0.0001296626,0.0000281367,0.00004236553,1.777855e-7,0.00001460225,0.000171957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4879281,"threshold_uncertainty_score":0.2961684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03853001883115543,"score_gpt":0.3100231053301313,"score_spread":0.2714930864989759,"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."}}