{"id":"W2378141338","doi":"","title":"Improved Model of Delay and Measurement Analysis at Signalized Intersection","year":2015,"lang":"en","type":"article","venue":"Guangxi kexue","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intersection (aeronautics); Computer science; Retard; Control theory (sociology); Simulation; Control (management); Transport engineering; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003326148,0.00007523223,0.00014151,0.0001472619,0.00001751874,0.00001081955,0.00003835481,0.00004386773,0.00005491283],"category_scores_gemma":[0.00003061752,0.00007374846,0.00004688079,0.0002103216,0.00001308952,0.00008188343,0.00001889785,0.00003398448,0.000003505662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390729,"about_ca_system_score_gemma":0.00001966204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003965691,"about_ca_topic_score_gemma":0.0003190496,"domain_scores_codex":[0.9993981,0.00002202448,0.0001905898,0.00009747598,0.0002136871,0.00007818464],"domain_scores_gemma":[0.9995593,0.000006383755,0.00003646294,0.0001164118,0.0002110488,0.00007041465],"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":[0.00002047706,0.00000851164,0.0001522454,0.00001014665,0.0001462974,8.081213e-8,0.000607624,0.9861166,0.01231389,0.00004212562,0.0003371617,0.0002448621],"study_design_scores_gemma":[0.0004923427,0.0000200445,0.0000554556,0.000003895037,0.0001661803,4.023964e-7,0.00005956634,0.9934578,0.005506324,0.000116941,0.00004525611,0.00007579993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2158885,0.0001810911,0.7819964,0.00002036923,0.0000574618,0.00009238006,0.000005623293,0.0000724255,0.001685724],"genre_scores_gemma":[0.9951412,0.00001406552,0.004597487,0.00002603281,0.000009894974,0.00001146424,0.0000118957,0.00001087732,0.0001770814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7792527,"threshold_uncertainty_score":0.3007375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08386875653562127,"score_gpt":0.2549606949391776,"score_spread":0.1710919384035563,"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."}}