{"id":"W2911560513","doi":"","title":"Proceedings of the 18th Symposium on Communications & Networking","year":2015,"lang":"en","type":"article","venue":"Spring Simulation Multiconference","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Big data; The Internet; Computer science; Cloud computing; Entertainment; Social media; World Wide Web; Government (linguistics); Data science; Multimedia","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":[0.001399281,0.0008842945,0.0007653937,0.001062169,0.001026416,0.003565742,0.0009433738,0.001338193,0.0721026],"category_scores_gemma":[0.002013254,0.0002200637,0.000481406,0.0008983425,0.0005039491,0.001915474,0.0009934524,0.001934992,0.03431817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007336026,"about_ca_system_score_gemma":0.00137053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001967423,"about_ca_topic_score_gemma":0.005108056,"domain_scores_codex":[0.9992239,0.0001683504,0.00005699425,0.000114321,0.0003445187,0.00009190009],"domain_scores_gemma":[0.9981868,0.0003098219,0.00006751743,0.0002365626,0.0008354702,0.0003639299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001467464,0.0001332132,0.001026021,0.0002949335,0.00004582808,0.0001784195,0.00009687689,0.0008764798,0.002771122,0.01196898,0.7139237,0.2685376],"study_design_scores_gemma":[0.000007896056,0.00005317194,0.0005354614,0.0001424606,0.00002338848,0.0001596235,0.00007739571,0.002634143,0.0007095185,0.003397393,0.9922466,0.00001290159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01350662,0.09130835,0.08456781,0.02576574,0.159041,0.0004772847,0.002444864,0.003191983,0.6196963],"genre_scores_gemma":[0.05707939,0.0577113,0.03038225,0.003977909,0.02767366,0.0003379204,0.005139952,0.0007087282,0.8169889],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0721026,"threshold_uncertainty_score":0.2412072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777791713689756,"score_gpt":0.3194381093798728,"score_spread":0.2516601922429753,"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."}}