{"id":"W1883539311","doi":"10.11175/eastpro.2007.0.299.0","title":"Driving Environment Complexity of Mixed Traffic Flow: Its Measurement and Characteristics","year":2007,"lang":"en","type":"article","venue":"Tamkang University Institutional Repository (TKUIR)","topic":"Traffic control and management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Flow (mathematics); Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006266467,0.0002572795,0.0002609402,0.00314358,0.0002853443,0.001140545,0.0002404456,0.0002506454,0.0006733278],"category_scores_gemma":[0.004302242,0.000143177,0.0003177904,0.001907012,0.0003725525,0.001395883,0.0005619212,0.0002644695,0.00007404637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003645155,"about_ca_system_score_gemma":0.0002835934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144886,"about_ca_topic_score_gemma":0.0009350093,"domain_scores_codex":[0.999329,0.0001427513,0.00006326149,0.00008127058,0.0003210028,0.00006266499],"domain_scores_gemma":[0.9959589,0.002111248,0.0009628812,0.0001790412,0.0005509433,0.0002370861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005626769,0.0002738807,0.866661,0.0002412176,0.0002266425,0.0005445469,0.00224678,0.01842913,0.01138091,0.01017939,0.0005410166,0.08871292],"study_design_scores_gemma":[0.0000105748,0.000344464,0.8910199,0.00003693574,0.0001015491,0.0009749752,0.001305543,0.09317703,0.003459676,0.007907492,0.001572072,0.00008986463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764606,0.0002460566,0.02058084,0.0000665624,0.00001265678,0.00003771353,0.0002724835,0.00003273803,0.002290382],"genre_scores_gemma":[0.9976962,0.00005183557,0.001978325,0.000003755787,0.0000147486,0.00001494146,0.0001405356,0.000003896189,0.00009571773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00314358,"threshold_uncertainty_score":0.003314078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708732934804373,"score_gpt":0.162045120883117,"score_spread":0.1449577915350732,"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."}}