{"id":"W4319836908","doi":"10.1016/j.oneear.2023.01.002","title":"Driving a sustainable road transportation transformation","year":2023,"lang":"en","type":"article","venue":"One Earth","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Electrification; Sustainability; Sustainable development; Business; Sustainable transport; Transport engineering; Environmental planning; Transformation (genetics); Engineering; Geography; Political science; Electricity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007095551,0.0002802353,0.0001700505,0.0006996671,0.002291885,0.004456631,0.0004186945,0.001459145,0.01099578],"category_scores_gemma":[0.001500724,0.0001017861,0.000400545,0.000767292,0.002061249,0.003999657,0.003416513,0.001952565,0.001690309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936453,"about_ca_system_score_gemma":0.005496239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374281,"about_ca_topic_score_gemma":0.02347483,"domain_scores_codex":[0.9992341,0.0002231478,0.00002187361,0.00007755695,0.0002374318,0.0002058863],"domain_scores_gemma":[0.999324,0.00006486669,0.0000717297,0.00006838299,0.0002351052,0.0002358937],"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":[0.00003094017,0.0002191669,0.01130837,0.0001428993,0.0000589617,0.0002159252,0.006352914,0.002140369,0.001147957,0.8395956,0.05221768,0.08656931],"study_design_scores_gemma":[0.00001035891,0.0001342607,0.01274276,0.0001763405,0.0000408241,0.0002206572,0.02764208,0.001856337,0.001006329,0.2829786,0.6731554,0.00003606128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1828933,0.001611289,0.01463098,0.1249758,0.001430559,0.0001022546,0.0005867215,0.0002676535,0.6735016],"genre_scores_gemma":[0.9467082,0.001341358,0.003237797,0.004073007,0.0002849333,0.00005757401,0.0002618224,0.00005412793,0.04398131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01374281,"threshold_uncertainty_score":0.03678453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957458468823856,"score_gpt":0.2815386696417774,"score_spread":0.2619640849535388,"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."}}