{"id":"W4416183561","doi":"10.1109/mt-its68460.2025.11223558","title":"Evaluating the Impact of Truck Platooning on Italy's Highway Network","year":2025,"lang":"","type":"article","venue":"","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian University Press; Ministero dell'Università e della Ricerca","keywords":"Truck; Limiting; Toll; Fuel efficiency; Consumption (sociology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001093919,0.0008500055,0.0004323484,0.0005788697,0.0002944719,0.0008112801,0.0005884797,0.0008089292,0.001873526],"category_scores_gemma":[0.004187218,0.0002336916,0.0004940293,0.0008029317,0.00053694,0.0007636284,0.0006442757,0.0006399555,0.0001267611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081714,"about_ca_system_score_gemma":0.0008237793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05113264,"about_ca_topic_score_gemma":0.02997826,"domain_scores_codex":[0.9994805,0.0002409399,0.00001178548,0.00006008191,0.00005167696,0.0001549064],"domain_scores_gemma":[0.9964644,0.00285917,0.0002265928,0.0001265165,0.0001556831,0.0001675908],"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":[0.0001636501,0.00005989934,0.01033336,0.00004016871,0.00003031185,0.00008732858,0.00001410683,0.9851568,0.0005072204,0.0005624235,0.0003577911,0.00268695],"study_design_scores_gemma":[0.00002214555,0.0003287087,0.01692682,0.00001183842,0.0000525135,0.00002977663,0.0001317439,0.9804474,0.0009664018,0.0007215207,0.0003466566,0.00001459956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938952,0.0001479883,0.001825506,0.0002109887,0.00002082689,0.00002852006,0.0006083446,0.00003604665,0.003226493],"genre_scores_gemma":[0.9985379,0.00009000533,0.0005548445,0.00001637441,0.000005951449,0.00001071892,0.0003768974,0.000008882563,0.0003984833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05113264,"threshold_uncertainty_score":0.10167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697504940068864,"score_gpt":0.3986074143078554,"score_spread":0.3516323649071668,"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."}}