{"id":"W4403909269","doi":"10.1142/9789811296628_0004","title":"Transmission Dynamics of COVID-19","year":2024,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC eBooks","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Transmission (telecommunications); Dynamics (music); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Computer science; Virology; Medicine; Telecommunications; Physics; Acoustics; Outbreak","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002297813,0.0005362152,0.001125398,0.0006468171,0.0003669552,0.0000921176,0.0006444196,0.00032604,0.00132148],"category_scores_gemma":[0.0005088791,0.000411048,0.000649541,0.0001130798,0.001297117,0.00002119952,0.0004038992,0.0007051175,0.000209082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000614843,"about_ca_system_score_gemma":0.0003445203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700059,"about_ca_topic_score_gemma":0.002907916,"domain_scores_codex":[0.9964849,0.00005817991,0.001113452,0.001124145,0.0007889558,0.0004304212],"domain_scores_gemma":[0.9955558,0.002525022,0.000459684,0.0009657519,0.0001399206,0.0003538491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001776997,0.00001677401,0.000004483264,0.00162108,0.0001093547,0.00004095089,0.0004167772,0.000005168577,0.00003433098,0.8878661,0.1067346,0.003132693],"study_design_scores_gemma":[0.00007340288,0.00001628243,4.318296e-7,0.0003526666,0.0001318731,0.000001873874,0.00001072375,0.0002806259,0.00001649258,0.5003389,0.4985612,0.0002155036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001910773,0.001138459,0.006583742,0.002372965,0.001263662,0.0007290166,0.0002958345,0.0003730747,0.9872242],"genre_scores_gemma":[0.001361422,0.00000908885,0.00225038,0.0003484661,0.0001043159,0.00002367201,0.00004834328,0.00008588989,0.9957684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3918266,"threshold_uncertainty_score":0.9998341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2218784015220352,"score_gpt":0.4001608129370082,"score_spread":0.178282411414973,"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."}}