{"id":"W2802712405","doi":"","title":"Freight flows and urban systems: some evidence from France","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Computer science; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00110915,0.0004244772,0.0004969505,0.0001208646,0.0001522351,0.0004425506,0.0009352861,0.0004158481,0.0001585536],"category_scores_gemma":[0.0002804448,0.0004449542,0.0001191191,0.000146512,0.0001867708,0.0002524374,0.0003398753,0.0007851314,0.0001208161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000873231,"about_ca_system_score_gemma":0.00006847354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002254599,"about_ca_topic_score_gemma":0.0003714389,"domain_scores_codex":[0.99724,0.000856219,0.000557883,0.0006564907,0.0003350279,0.0003543645],"domain_scores_gemma":[0.9961075,0.001030224,0.0001736194,0.00182833,0.000625961,0.0002344082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005451166,0.001673793,0.1554258,0.01358399,0.003036084,0.0002329191,0.08542877,0.04283549,0.04333774,0.4958261,0.1048449,0.05371991],"study_design_scores_gemma":[0.0007212555,6.233205e-7,0.02510946,0.01309175,0.0002459974,0.000008591309,0.00008191425,0.8823776,0.01223489,0.007283626,0.05701679,0.001827488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4449544,0.1446429,0.3848402,0.001616317,0.002323312,0.001315043,0.0006761428,0.001602296,0.01802941],"genre_scores_gemma":[0.9678234,0.008099952,0.0194899,0.00003470822,0.0001314275,0.0001295715,0.0004274911,0.00009178646,0.003771712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8395422,"threshold_uncertainty_score":0.9998002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907344319630544,"score_gpt":0.1886890372576313,"score_spread":0.1696155940613258,"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."}}