{"id":"W2026901529","doi":"10.1109/pimrc.2011.6139677","title":"On the statistical behaviors of network-level features within MANETs","year":2011,"lang":"en","type":"article","venue":"","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Mobile ad hoc network; Computer network; Network packet","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":[0.0003520839,0.000116764,0.0001292208,0.0000205322,0.00006738108,0.00003158203,0.0009337652,0.0000623025,0.0004378496],"category_scores_gemma":[0.00002572162,0.00006866216,0.00003414018,0.000176314,0.00009955627,0.00008185279,0.0002091127,0.0002057846,0.00005032313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001022546,"about_ca_system_score_gemma":0.00002945757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001570461,"about_ca_topic_score_gemma":0.0001427944,"domain_scores_codex":[0.9989122,0.00009641225,0.0002082094,0.000250645,0.0002743403,0.0002581701],"domain_scores_gemma":[0.9987881,0.0003284926,0.00008389087,0.0006887165,0.0000393657,0.00007150309],"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":[0.000008681342,0.00005125293,0.0003653642,0.000001512612,0.000007797651,0.00001376084,0.0004025045,0.0004110267,0.000007973096,0.958415,0.0348926,0.005422521],"study_design_scores_gemma":[0.0009380243,0.001745073,0.4406966,0.0001545558,0.00007332367,0.0001119928,0.0001614985,0.1163632,0.006711897,0.4310738,0.0008550758,0.001114934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02455197,0.0000445087,0.933253,0.0002324142,0.0007168181,0.000370308,0.000006651396,0.0001386548,0.04068565],"genre_scores_gemma":[0.8887041,0.000002087095,0.1094951,0.0006570365,0.00004454818,0.00001798938,0.00000136194,0.000008198757,0.001069634],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8641521,"threshold_uncertainty_score":0.4794146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03993123474089343,"score_gpt":0.2463033523851439,"score_spread":0.2063721176442505,"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."}}