{"id":"W2746604562","doi":"10.1142/s0217984917502529","title":"Robustness of complex networks with both unidirectional and bidirectional links against cascading failures","year":2017,"lang":"en","type":"article","venue":"Modern Physics Letters B","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Robustness (evolution); Cascading failure; Interdependent networks; Computer science; Betweenness centrality; Complex network; Distributed computing; Topology (electrical circuits); Computer network; Centrality; Mathematics; Electric power system","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":[0.0001006522,0.0002230579,0.000333612,0.00005223808,0.0005696857,0.0001496871,0.0002547621,0.00004827928,0.00002240019],"category_scores_gemma":[0.000001376578,0.0002091488,0.000115914,0.00008562353,0.0002697385,0.0002367933,0.0001335382,0.0003114326,3.678001e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002534967,"about_ca_system_score_gemma":0.00002163238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003394292,"about_ca_topic_score_gemma":0.00003094893,"domain_scores_codex":[0.9989563,0.00003980665,0.0002016734,0.0003323803,0.0002197957,0.0002501057],"domain_scores_gemma":[0.9990278,0.00006059514,0.0003226154,0.0004449147,0.0000796477,0.00006446638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006494309,0.0001784891,0.1409059,0.00002433132,0.0007548521,0.000003291338,0.0001486936,0.762797,0.01054081,0.007058812,0.004093215,0.07342965],"study_design_scores_gemma":[0.000549534,0.00002716658,0.02208463,0.00009082194,0.0001097102,0.000002224884,0.00002031722,0.972743,0.001463842,0.001593008,0.0008867083,0.000428984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3606078,0.00001917716,0.6374679,0.000409713,0.00004820121,0.000102492,0.00001361169,0.00004893063,0.001282129],"genre_scores_gemma":[0.9928008,0.00000359263,0.005928236,0.0001102363,0.0009841191,0.000022212,0.00006407233,0.00003350343,0.00005327076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6321929,"threshold_uncertainty_score":0.8528839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828639549330508,"score_gpt":0.2457411440982308,"score_spread":0.2274547486049257,"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."}}