{"id":"W4409548185","doi":"10.1016/j.idm.2025.04.004","title":"Impact of information dissemination and behavioural responses on epidemic dynamics: A multi-layer network analysis","year":2025,"lang":"en","type":"article","venue":"Infectious Disease Modelling","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Natural Sciences and Engineering Research Council of Canada; Mitacs; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Dynamics (music); Layer (electronics); Information Dissemination; Geography; Computer science; Psychology; World Wide Web","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":[0.002671883,0.0008607436,0.0007230255,0.001271575,0.0005335855,0.001513095,0.0009769594,0.001071846,0.002878485],"category_scores_gemma":[0.008673263,0.0005438611,0.001972326,0.0006737624,0.000656988,0.002949643,0.001507754,0.001128649,0.0002528539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416907,"about_ca_system_score_gemma":0.001058486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01477802,"about_ca_topic_score_gemma":0.00628172,"domain_scores_codex":[0.9989728,0.0005815944,0.00003797832,0.000155502,0.0000895451,0.0001625788],"domain_scores_gemma":[0.9951653,0.003433079,0.0007089307,0.0002332854,0.0002955894,0.0001636891],"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":[0.0001421495,0.00009916295,0.01576816,0.0001130939,0.000239737,0.0001760444,0.0002156585,0.9573215,0.001931101,0.01465636,0.0004157944,0.008921246],"study_design_scores_gemma":[0.000004849378,0.00002729736,0.002028475,0.000006578213,0.00003297181,0.00001483108,0.00002622635,0.9947591,0.000095904,0.002850296,0.0001434369,0.00001003653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7021686,0.0007720852,0.2891692,0.001324323,0.00007984934,0.000188258,0.0006120682,0.0002745671,0.005411151],"genre_scores_gemma":[0.9789059,0.0004045315,0.01806451,0.00007536063,0.00002918602,0.0001123243,0.0001649518,0.00002757299,0.002215686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01477802,"threshold_uncertainty_score":0.02938402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295114838261842,"score_gpt":0.4357585574560656,"score_spread":0.3062470736298815,"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."}}