{"id":"W2579638997","doi":"10.1002/atr.1444","title":"A novel approach for assessing the LOS for two‐lane intercity highways under heterogeneous traffic conditions","year":2016,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Headway; Traffic volume; Level of service; Transport engineering; Highway Capacity Manual; Statistics; Value (mathematics); Speed limit; Environmental science; Mathematics; Computer science; Engineering","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":[0.0001296538,0.0001050935,0.0001617944,0.00006278254,0.00006637175,0.00002267812,0.00009512474,0.00002822315,0.000003088307],"category_scores_gemma":[0.00000800421,0.00006392184,0.0001599249,0.00004947543,0.00002068245,0.0002721026,6.869425e-7,0.00005902601,2.025622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005738849,"about_ca_system_score_gemma":0.00001431636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.258056e-7,"about_ca_topic_score_gemma":0.00003484951,"domain_scores_codex":[0.9993104,0.000005670788,0.0003500813,0.00008570794,0.0001011932,0.0001469485],"domain_scores_gemma":[0.9995044,0.0001475015,0.0001296646,0.00007460417,0.0001036349,0.00004022508],"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":[0.00006044266,0.00005574137,0.000002625465,0.00006758833,0.0001023096,9.297651e-7,0.0001567503,0.9404261,0.0369047,0.0007750235,0.00009471736,0.02135315],"study_design_scores_gemma":[0.1330871,0.00340567,0.2038908,0.002532731,0.00571176,0.00044544,0.008306963,0.5503047,0.03161159,0.01286305,0.0438523,0.003987795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1998442,0.00008754992,0.7990358,0.0001994986,0.0003110856,0.000356544,0.00008858954,0.00006141732,0.00001532916],"genre_scores_gemma":[0.9752685,0.00001938038,0.02439878,0.00003938107,0.0001368423,0.00006862837,0.00003234591,0.00002186468,0.00001424571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7754243,"threshold_uncertainty_score":0.2606657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655013762567877,"score_gpt":0.2611900565829755,"score_spread":0.2446399189572967,"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."}}