{"id":"W4417009281","doi":"10.46298/cst.13478","title":"Le secteur des transports routiers de marchandises : des conditions de travail et d’emploi souvent précaires","year":2025,"lang":"en","type":"article","venue":"Les Cahiers scientifiques du transport","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Work (physics); Pooling; Order (exchange); Scope (computer science); Quality (philosophy); Production (economics); Resource (disambiguation); Sharing economy","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":[0.0007214852,0.0004387387,0.0004226899,0.0004344736,0.000766909,0.0001026903,0.0004369132,0.0002929373,0.0001436993],"category_scores_gemma":[0.00001458879,0.0004783916,0.0003431216,0.0007084848,0.002424381,0.0003449487,0.000006129179,0.0004726276,0.000005950266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003543122,"about_ca_system_score_gemma":0.0004746239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007554197,"about_ca_topic_score_gemma":0.01101119,"domain_scores_codex":[0.997557,0.00008415465,0.0005754812,0.0005257998,0.0003058278,0.0009517481],"domain_scores_gemma":[0.9990083,0.00007329339,0.00004621419,0.0003746283,0.0001285369,0.0003690124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000285039,0.00162172,0.645753,0.005269443,0.001469165,0.001583221,0.09586975,0.05890072,0.023343,0.1405279,0.007602599,0.01777436],"study_design_scores_gemma":[0.002100725,0.0001326061,0.8814552,0.00104192,0.0007931544,0.00008329027,0.003325267,0.007073272,0.03431183,0.03503553,0.03300317,0.00164406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5420207,0.0008288784,0.4463816,0.00005701834,0.0002966538,0.0002896619,0.000386346,0.0007484966,0.008990689],"genre_scores_gemma":[0.9859735,0.001041508,0.01038996,0.0001674864,0.00004133058,0.0001104455,0.0004602414,0.0000791053,0.00173645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4439528,"threshold_uncertainty_score":0.9997668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153874778051793,"score_gpt":0.2107365485722577,"score_spread":0.1991978007917398,"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."}}