{"id":"W3112475217","doi":"10.1139/cjce-2020-0262","title":"Optimized route to clear diverging diamond interchange using discrete optimization method","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematical optimization; Clearing; Graph; Algorithm; Mathematics; Theoretical computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005306552,0.0002578707,0.0004266868,0.000532362,0.00008313917,0.0001453149,0.0003439178,0.0001050889,0.0001978428],"category_scores_gemma":[0.0005653087,0.0002969095,0.0001371341,0.0007330631,0.00001268855,0.0004131104,0.0000367863,0.0004132418,0.000004638853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003848788,"about_ca_system_score_gemma":0.00015365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001647014,"about_ca_topic_score_gemma":0.0005199631,"domain_scores_codex":[0.9985197,0.00007188106,0.0005540448,0.0001715919,0.0001995742,0.0004832469],"domain_scores_gemma":[0.9982068,0.00009379566,0.0001042552,0.0001519087,0.000153392,0.001289869],"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":[0.00001091819,9.340625e-7,0.0000894945,0.00005256575,0.00006871311,0.00005479171,0.001783844,0.9961833,0.0009896979,0.00003782997,0.0001718141,0.000556034],"study_design_scores_gemma":[0.000407281,0.00004973461,0.00005349229,0.0001811407,0.00005405335,0.00005403543,0.0001173433,0.9964786,0.0006428771,0.000003486491,0.001654164,0.0003037523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003221057,0.0003545068,0.9946721,0.0003579237,0.0006943231,0.0001431822,0.00001985467,0.0001152502,0.0004218172],"genre_scores_gemma":[0.3721263,0.0000167423,0.6272606,0.0001623012,0.0003204749,0.000001929393,0.000003013744,0.0001025889,0.000005996661],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3689053,"threshold_uncertainty_score":0.9999483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619415702868113,"score_gpt":0.2522113426855539,"score_spread":0.2260171856568728,"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."}}