{"id":"W1652500758","doi":"10.1007/s00285-013-0744-9","title":"Spreading dynamics on complex networks: a general stochastic approach","year":2013,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Generality; Perspective (graphical); Markov chain; Population; Markov process; Dynamics (music); Detailed balance; Complex system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001412491,0.0002919374,0.001193595,0.0001239809,0.0001089401,0.00003030853,0.0004546065,0.0002453297,0.0004587463],"category_scores_gemma":[0.008066494,0.0001731037,0.0003170425,0.0001542261,0.00028254,0.00006777026,0.000184482,0.00056752,0.0001009178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083976,"about_ca_system_score_gemma":0.00002343127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007451404,"about_ca_topic_score_gemma":0.000001126469,"domain_scores_codex":[0.9974118,0.0003649676,0.001241583,0.000246138,0.0002122471,0.000523193],"domain_scores_gemma":[0.9909847,0.007618884,0.0007028915,0.0002839787,0.0002014643,0.0002081246],"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":[0.00007698771,0.0008686903,0.0005352113,0.0001832213,0.0003655181,0.00001114633,0.0002074142,0.003412202,0.0003404509,0.9798309,0.0112957,0.002872527],"study_design_scores_gemma":[0.0004084777,0.000508798,0.001123108,0.00007561945,0.00006949678,0.0001218665,0.00008558535,0.2552131,0.000002396125,0.7421293,0.000078173,0.0001840819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.144061,0.00007546516,0.8502821,0.002107468,0.0001557126,0.0003801784,0.000004606849,0.0000483365,0.002885164],"genre_scores_gemma":[0.8670831,0.00001671985,0.1311204,0.001079053,0.0005052256,0.00002962686,0.000003227447,0.00002865793,0.0001339378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7230222,"threshold_uncertainty_score":0.9656929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.233718294879657,"score_gpt":0.4101829840296993,"score_spread":0.1764646891500423,"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."}}