{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005556415,0.0001286401,0.000214515,0.00002253715,0.00006493047,0.00003904842,0.0001971646,0.0001697454,0.00006345068],"category_scores_gemma":[0.000004242251,0.00009169899,0.00007285384,0.000115052,0.00002090643,0.00002789717,0.00001316325,0.0003352507,0.000003468813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001083087,"about_ca_system_score_gemma":0.0001039614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003985121,"about_ca_topic_score_gemma":0.0008079787,"domain_scores_codex":[0.9993522,0.00001926706,0.0002423891,0.0001415174,0.0001049491,0.0001396994],"domain_scores_gemma":[0.9993891,0.00008996995,0.0002079113,0.0001390819,0.0001572399,0.00001668728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005510487,0.0006267783,0.2066028,0.001332157,0.0007735862,0.00000349982,0.004945056,0.03374336,0.000328565,0.6755645,0.003235289,0.07229333],"study_design_scores_gemma":[0.008823004,0.001161754,0.356284,0.004625665,0.000463523,0.000002993893,0.06392777,0.2989589,0.005055015,0.0978659,0.1547488,0.008082743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198278,0.001705113,0.0003315397,0.00009367751,0.001442446,0.0009526759,0.00007983082,0.00002057921,0.07554629],"genre_scores_gemma":[0.9956576,0.00008058183,0.00001018986,0.00002700271,0.00008723656,0.00001759722,0.0009981979,0.0000140427,0.00310755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5776986,"threshold_uncertainty_score":0.3739376,"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."}}