{"id":"W4241575786","doi":"10.17760/d20316395","title":"The heterogeneous nature of contagion processes in complex networks","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Complex network; Population; Convention; Pairwise comparison; Property (philosophy); Computer science; Economic geography; Geography; Sociology; Epistemology; Artificial intelligence; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004293625,0.0006410039,0.000920818,0.002232304,0.001373275,0.003117476,0.001487104,0.001976637,0.001797564],"category_scores_gemma":[0.02792468,0.0007127992,0.0009428191,0.001186812,0.004227916,0.006495445,0.002489839,0.002163362,0.000239889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871828,"about_ca_system_score_gemma":0.0006048944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003322722,"about_ca_topic_score_gemma":0.002653265,"domain_scores_codex":[0.9973024,0.001296782,0.0001217456,0.000632123,0.0004413947,0.0002055044],"domain_scores_gemma":[0.9759556,0.01841022,0.002856894,0.001402144,0.0007200278,0.0006550459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009081059,0.00007217984,0.01265411,0.0002361141,0.0002337482,0.001151956,0.002420191,0.4062644,0.00561438,0.5515632,0.001333606,0.01836534],"study_design_scores_gemma":[0.00002214147,0.0000593726,0.003942246,0.0000425262,0.00005087603,0.0002174483,0.0003666648,0.5910331,0.0006426566,0.4016385,0.001932553,0.00005190214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3389525,0.001264921,0.6481251,0.002822073,0.00006624231,0.0002328379,0.0002439368,0.0002352397,0.008057216],"genre_scores_gemma":[0.9821182,0.0006375773,0.01526773,0.0001637607,0.0000712827,0.000133103,0.00007197255,0.00003187294,0.00150438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004293625,"threshold_uncertainty_score":0.0227071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00722089539945317,"score_gpt":0.2828566841876154,"score_spread":0.2756357887881622,"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."}}