{"id":"W2805215047","doi":"10.1016/j.jtbi.2018.06.006","title":"Edge-based epidemic spreading in degree-correlated complex networks","year":2018,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Degree (music); Epidemic model; Degree distribution; Exponential growth; Population; Mathematics; Complex network; Basic reproduction number; Network model; Node (physics); Scale-free network; Statistical physics; Computer science; Statistics; Combinatorics; Physics; Demography; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001021737,0.000158646,0.0005252376,0.0002093603,0.00005594549,0.00001654593,0.0003764894,0.0001166196,0.002939505],"category_scores_gemma":[0.00008122453,0.0001202444,0.0002412149,0.0003285119,0.0007756898,0.00003914464,0.00007692382,0.0005060078,0.00001914401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004880744,"about_ca_system_score_gemma":0.00004217504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206466,"about_ca_topic_score_gemma":0.000004795938,"domain_scores_codex":[0.9982675,0.0004008822,0.0007248165,0.0001669066,0.00007485372,0.0003650865],"domain_scores_gemma":[0.9984565,0.0006883192,0.0003688255,0.0002011457,0.0001708969,0.0001142454],"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":[0.0002459583,0.0001521138,0.1736547,0.000001966799,0.0001342304,0.000007538566,0.00002864929,0.0005374018,0.002566267,0.7895935,0.002536915,0.03054076],"study_design_scores_gemma":[0.001315546,0.0009017253,0.009597273,0.0001565809,0.0001471903,0.00001921704,0.00003726167,0.2977854,0.002148206,0.6849334,0.002600972,0.0003572077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2957878,0.0001139757,0.6920412,0.0007543248,0.0003069158,0.0001135155,0.000003738941,0.00002710056,0.01085147],"genre_scores_gemma":[0.9937766,0.00000363521,0.004944956,0.0002350783,0.001005429,0.00000204166,0.00001110996,0.00001339962,0.00000770143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6979889,"threshold_uncertainty_score":0.997972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464238199206763,"score_gpt":0.3113731357944114,"score_spread":0.2867307538023438,"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."}}