{"id":"W2105436281","doi":"10.1139/l07-071","title":"Modeling of freeway breakdown process with log-periodic oscillations","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Traffic control and management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Traffic flow (computer networking); Mechanics; Process (computing); Volumetric flow rate; Plane (geometry); Environmental science; Simulation; Meteorology; Mathematics; Engineering; Physics; Computer science; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004927701,0.0004158855,0.0002912584,0.0004206843,0.000215813,0.0006506707,0.0005939628,0.0007248772,0.0008176515],"category_scores_gemma":[0.00204372,0.0002770929,0.0005083604,0.0002504302,0.000389148,0.0007087195,0.000356877,0.0005678523,0.0001018111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006039226,"about_ca_system_score_gemma":0.0004172438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246521,"about_ca_topic_score_gemma":0.004302327,"domain_scores_codex":[0.9998558,0.0000360716,0.000006997535,0.00003638455,0.0000269587,0.00003779813],"domain_scores_gemma":[0.9994404,0.0002617411,0.0001650217,0.00003240285,0.00006138212,0.00003908254],"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":[0.00003100337,0.00003663815,0.005245742,0.00001422435,0.00001566536,0.0001187103,0.00007012886,0.987837,0.001066942,0.00339106,0.0001485627,0.002024294],"study_design_scores_gemma":[0.000001775045,0.000006158368,0.0004605644,8.125741e-7,0.00000169947,0.000007646363,0.000006878155,0.9990803,0.00005094172,0.0003456827,0.00003614731,0.000001459358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787414,0.0001504999,0.1174042,0.000146271,0.00002322648,0.00003931638,0.0001400523,0.0001670303,0.003187866],"genre_scores_gemma":[0.9982551,0.00003258481,0.001183012,0.000005332041,0.000003356359,0.0000117012,0.00002896826,0.00000609632,0.0004738516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01246521,"threshold_uncertainty_score":0.02478528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004834293448945478,"score_gpt":0.1667095121097319,"score_spread":0.1618752186607864,"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."}}