{"id":"W2359677996","doi":"","title":"The Application of Mixed Programming Method Based on Delphi and Matlab in Traffic Flow Estimate","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Simulation and Modeling Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; MATLAB; Delphi; Traffic flow (computer networking); Software; Simple (philosophy); Flow (mathematics); Real-time computing; Simulation; Computer network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002025687,0.0001287517,0.000129231,0.0001166231,0.0001973388,0.00003529668,0.0001748508,0.00006110526,6.823719e-7],"category_scores_gemma":[8.573449e-7,0.0001159855,0.00003630802,0.0003635073,0.00002777561,0.00003255824,0.00001443242,0.000113725,0.000007044516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003564108,"about_ca_system_score_gemma":0.00001260802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003929321,"about_ca_topic_score_gemma":0.00001322272,"domain_scores_codex":[0.9991971,0.00002031375,0.0003141196,0.0002158034,0.00008618853,0.0001665129],"domain_scores_gemma":[0.9993693,0.0001697608,0.00004850502,0.0003162613,0.00004848776,0.00004769339],"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":[0.000002097801,0.00003518307,0.00001179974,0.000008621254,0.00000241589,2.549786e-8,0.00006435069,0.5102593,0.001043133,0.001046852,0.00003549771,0.4874907],"study_design_scores_gemma":[0.000270984,0.00001330069,0.001308934,0.00001138026,0.000008597634,0.000001529611,0.0000102083,0.955276,0.0007768952,0.0004889517,0.04172796,0.0001052443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02039024,0.0001068689,0.977821,0.0004065798,0.000006404039,0.0009507433,0.000006726927,0.0002250288,0.00008641789],"genre_scores_gemma":[0.5504491,0.000008848473,0.4489053,0.00005807425,0.00002031422,0.000512932,0.00002982543,0.00001281658,0.000002779521],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5300589,"threshold_uncertainty_score":0.4729751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082866852813909,"score_gpt":0.2762562623842968,"score_spread":0.2679695771029059,"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."}}