{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146953,0.0002035582,0.0002370515,0.00008746238,0.00004456117,0.00002707833,0.0001131515,0.0001393963,0.00001741844],"category_scores_gemma":[0.00004647415,0.0001837738,0.00004643917,0.0003895088,0.00005730334,0.0003231078,0.00006628882,0.0003090177,0.00000774481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421847,"about_ca_system_score_gemma":0.000006112864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005095655,"about_ca_topic_score_gemma":0.00004481192,"domain_scores_codex":[0.9986503,0.0000109987,0.0002912953,0.0001670553,0.00009306,0.0007873],"domain_scores_gemma":[0.9995666,0.00008906284,0.00002010136,0.0002321135,0.00001345731,0.00007865352],"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":[0.00000323315,0.00001300968,0.001423125,0.00003010285,0.00001079837,0.000002056298,0.0001619298,0.989941,0.0003653625,0.005669483,0.00002060389,0.0023593],"study_design_scores_gemma":[0.000102881,0.000004774941,0.0001132936,0.00007358557,0.00001317352,0.000004159007,0.0001195029,0.9924628,0.00006950033,0.00675827,0.00003421847,0.00024391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2937512,0.0005698175,0.7039062,0.00001910666,0.00009123168,0.0001742295,5.781334e-7,0.0005263396,0.0009613737],"genre_scores_gemma":[0.6819263,0.00001835399,0.3178865,0.00001085252,0.0000955807,0.00001063304,0.00000102328,0.00003245196,0.00001836726],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3881751,"threshold_uncertainty_score":0.7494076,"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."}}