{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006285001,0.000828063,0.000678964,0.001713559,0.0009145814,0.00108322,0.0007661168,0.0005380964,0.004056549],"category_scores_gemma":[0.01172864,0.0006680854,0.0008208698,0.00124967,0.0008705441,0.001029708,0.001848678,0.001132704,0.000363851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008051402,"about_ca_system_score_gemma":0.00165453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00304529,"about_ca_topic_score_gemma":0.003643263,"domain_scores_codex":[0.9891444,0.008841326,0.0002667523,0.0005314662,0.0009974618,0.0002186388],"domain_scores_gemma":[0.9929755,0.00571634,0.0002376583,0.0001599923,0.000795649,0.0001148237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004413767,0.0003491607,0.01063266,0.001193944,0.0004763798,0.0003930061,0.003007315,0.3203025,0.005211527,0.1450562,0.005766162,0.5071698],"study_design_scores_gemma":[0.0000738815,0.0003769651,0.002556734,0.0001767722,0.0000694077,0.0003542003,0.0009583155,0.9295735,0.00362369,0.05027445,0.01185667,0.0001055166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01401184,0.0001580483,0.9810028,0.0002557377,0.00005852496,0.0002046344,0.00003428569,0.0001183475,0.004155796],"genre_scores_gemma":[0.2105399,0.0003015137,0.7842041,0.0001772044,0.00003752596,0.001597494,0.00007163243,0.00007698711,0.002993669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006285001,"threshold_uncertainty_score":0.03323865,"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."}}