{"id":"W2007032400","doi":"10.1016/j.mbs.2013.08.014","title":"Spatial spread of an epidemic through public transportation systems with a hub","year":2013,"lang":"en","type":"article","venue":"Mathematical Biosciences","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Outbreak; Public transport; Basic reproduction number; Sanitation; Infectious disease (medical specialty); Transport engineering; Geography; Coronavirus disease 2019 (COVID-19); Business; Computer science; Engineering; Environmental health; Disease; Biology; Medicine; Environmental engineering; Virology","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":[0.001403902,0.0004720814,0.0005217636,0.001477098,0.0007032657,0.001670385,0.001121781,0.001195782,0.003332048],"category_scores_gemma":[0.006094615,0.000386513,0.0006967132,0.001383702,0.001331492,0.002525406,0.001407072,0.0007435413,0.0002313926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627142,"about_ca_system_score_gemma":0.0009363279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01720796,"about_ca_topic_score_gemma":0.007118607,"domain_scores_codex":[0.999488,0.0002540244,0.00001960028,0.00008390957,0.00005185314,0.0001025667],"domain_scores_gemma":[0.9960167,0.002268225,0.0009645924,0.0002198622,0.0003087857,0.0002218351],"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":[0.0006760744,0.000440058,0.04218905,0.0002245551,0.0002772551,0.001102569,0.001065357,0.5606082,0.004846526,0.3681872,0.003062123,0.01732108],"study_design_scores_gemma":[0.0001516135,0.0003161373,0.01213169,0.00004153222,0.0001731762,0.0002939201,0.001304836,0.8865288,0.000924871,0.09628942,0.001787018,0.00005680714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269409,0.0005042066,0.0619775,0.0017409,0.00003648561,0.00007070756,0.0003715483,0.00008581896,0.008272014],"genre_scores_gemma":[0.9947166,0.000293772,0.002576289,0.00002162332,0.00001864795,0.00001768304,0.00006464668,0.000004516305,0.002286293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720796,"threshold_uncertainty_score":0.03421557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234553637898711,"score_gpt":0.3945326441681327,"score_spread":0.1599790062694217,"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."}}