{"id":"W4383046723","doi":"","title":"The logistification of service trips: implications for urban mobility and public policy","year":2022,"lang":"fr","type":"article","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":"TRIPS architecture; Service (business); Public transport; Public policy; Business; Transport engineering; Computer science; Economic growth; Economics; Engineering; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.00378444,0.0001914894,0.0002206116,0.0001183764,0.001085226,0.00014655,0.0007785014,0.00009897301,0.00006159998],"category_scores_gemma":[0.001128083,0.0002008123,0.000111779,0.0009074645,0.0004689553,0.0001258104,0.0001920875,0.0002960704,0.000003574047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358957,"about_ca_system_score_gemma":0.000313549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862294,"about_ca_topic_score_gemma":0.003461292,"domain_scores_codex":[0.9970623,0.001424548,0.000570847,0.0003743094,0.0001881352,0.0003798482],"domain_scores_gemma":[0.994316,0.002441856,0.000257231,0.001382866,0.001446603,0.0001553954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009967637,0.0003985525,0.004081947,0.0002159296,0.00005900314,1.305136e-7,0.002793118,0.0002550466,0.001495614,0.9473541,0.002086491,0.04125006],"study_design_scores_gemma":[0.001362974,0.00000375492,0.08104787,0.0001741442,0.0001894584,0.00002210443,0.001040839,0.09122281,0.005123815,0.06285661,0.7563286,0.0006269955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02779621,0.02629479,0.6343904,0.2893227,0.0005472878,0.001607732,0.002296809,0.0002662398,0.01747783],"genre_scores_gemma":[0.9792174,0.001395746,0.01255738,0.0001239104,0.00004138721,0.0003502293,0.0005308483,0.00004361692,0.0057395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9514211,"threshold_uncertainty_score":0.8346792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03498148946904291,"score_gpt":0.2299454643058251,"score_spread":0.1949639748367822,"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."}}