{"id":"W2065228389","doi":"10.1109/ntms.2012.6208767","title":"A Study of Trojan Propagation in Online Social Networks","year":2012,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Malware; Trojan; Cluster analysis; Computer science; Clustering coefficient; Computer security; Confidentiality; Code (set theory); Theoretical computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001384658,0.00006070518,0.0001479644,0.00005369298,0.00002500055,0.000005192306,0.00006353176,0.00001383217,0.0001781409],"category_scores_gemma":[6.594576e-7,0.00005302675,0.00004115434,0.0002424359,0.000009424256,0.00007087984,0.00003754446,0.00007378438,9.760545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001134341,"about_ca_system_score_gemma":0.00000532247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004124298,"about_ca_topic_score_gemma":0.0002110704,"domain_scores_codex":[0.9994594,0.00005346907,0.0002005903,0.00007176289,0.00007607551,0.0001386469],"domain_scores_gemma":[0.9997833,0.00001396003,0.00007395096,0.0000871969,0.00002362308,0.00001795057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000694047,0.002193687,0.9680391,9.312294e-7,0.00003716815,6.53724e-8,0.0009563668,0.0003419903,0.00003295359,0.006188279,0.0004196344,0.02178291],"study_design_scores_gemma":[0.001042726,0.0001732524,0.9581223,0.00000992461,0.00008402726,9.270608e-8,0.007665615,0.0308286,0.0002514752,0.001272336,0.0003070468,0.0002425826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747445,0.000007512962,0.02178591,0.00001657906,0.00001353662,0.0002117348,8.479046e-7,0.00002182415,0.003197545],"genre_scores_gemma":[0.9990938,1.422956e-7,0.0003764679,0.000005874089,0.0004090463,0.00001999738,0.00002108733,0.000005847889,0.00006770003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03048661,"threshold_uncertainty_score":0.2162368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585794175781241,"score_gpt":0.3108142787139449,"score_spread":0.2849563369561325,"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."}}