{"id":"W2177790596","doi":"","title":"Large-Scale Microscopic Traffic Behaviour and Safety Analysis of Québec Roundabout Design","year":2015,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roundabout; Weaving; Context (archaeology); Transport engineering; Traffic flow (computer networking); Collision; Poison control; Engineering; Computer science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002445029,0.0003671199,0.0002267221,0.001327872,0.001161216,0.0006398649,0.0005058781,0.0002466325,0.002214875],"category_scores_gemma":[0.000942198,0.0001592415,0.0002517353,0.00174951,0.0005150012,0.0002135415,0.0003456477,0.0002437763,0.0002579363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009782102,"about_ca_system_score_gemma":0.003381261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554341,"about_ca_topic_score_gemma":0.9824212,"domain_scores_codex":[0.9997224,0.00003618165,0.000005951796,0.00006415501,0.0001045612,0.00006675813],"domain_scores_gemma":[0.9990824,0.00009184379,0.0001287603,0.00005087477,0.0005584669,0.00008760311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002799662,0.0002205779,0.920571,0.0000953562,0.0001389118,0.0002616801,0.002814409,0.0096363,0.01913101,0.0004670864,0.002404189,0.04397952],"study_design_scores_gemma":[0.000002161805,0.00003976424,0.9946044,0.000006271835,0.000009596469,0.0000185216,0.0006568747,0.003202069,0.0005416946,0.00001423482,0.000894027,0.0000104597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954014,0.00005134442,0.0009163836,0.00002123094,0.000002118009,0.00006845214,0.00161431,0.0000235214,0.001901152],"genre_scores_gemma":[0.9938073,0.00007320959,0.001598213,0.00001390332,0.000001219851,0.00006018599,0.001696101,0.000009663236,0.002740267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04456592,"threshold_uncertainty_score":0.08965671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024759454963054,"score_gpt":0.216004033637012,"score_spread":0.2057564390873814,"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."}}