{"id":"W1969174945","doi":"10.1109/qbsc.2012.6221368","title":"Analyzing network failures in disaster scenarios using a travelling wave probabilistic model","year":2012,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Probabilistic logic; Computer science; Traveling wave; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001018752,0.0006076287,0.0006253804,0.0007327348,0.0004274132,0.0007815362,0.001324064,0.001229374,0.001288361],"category_scores_gemma":[0.002798336,0.0005561718,0.0008548443,0.0006964769,0.0007099095,0.001386477,0.0005711088,0.0006599583,0.0001535475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009291411,"about_ca_system_score_gemma":0.0007044157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01328146,"about_ca_topic_score_gemma":0.006343891,"domain_scores_codex":[0.9996619,0.0001241579,0.00001535644,0.00004451708,0.00007880451,0.00007524915],"domain_scores_gemma":[0.9989331,0.0007166662,0.0001563578,0.00005565671,0.00009732749,0.00004094658],"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":[0.000009328666,0.000004981204,0.0002616567,0.000004301099,0.000007478978,0.0000281602,0.000006092218,0.9974198,0.000129478,0.001610145,0.00005382636,0.000464624],"study_design_scores_gemma":[0.000001351997,0.000004053039,0.00007461797,4.85348e-7,0.000001957546,0.00000580904,0.000004200771,0.9991183,0.00002488536,0.0007375094,0.00002517671,0.000001633474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2940906,0.0002636646,0.6997445,0.00049994,0.00003622507,0.00007578057,0.0002829096,0.0002899301,0.00471641],"genre_scores_gemma":[0.9878364,0.0001870812,0.01044854,0.00001964883,0.00001653169,0.00005132002,0.000108813,0.00002354772,0.001308189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01328146,"threshold_uncertainty_score":0.02640831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160002947609791,"score_gpt":0.2394662314555712,"score_spread":0.2078662019794733,"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."}}