{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000562213,0.00005577372,0.00008525924,0.00007354646,0.0004413109,0.00006419178,0.00009510641,0.00005712329,0.0003837927],"category_scores_gemma":[0.00002221723,0.00005996032,0.00005343249,0.0006593634,0.00006246863,0.0007377052,0.000001173888,0.00007212449,0.0001197143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002027156,"about_ca_system_score_gemma":0.00009935797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002955257,"about_ca_topic_score_gemma":0.01261827,"domain_scores_codex":[0.9990894,0.00003914569,0.0001577875,0.0001329395,0.0002661631,0.0003145489],"domain_scores_gemma":[0.9997258,0.00001921486,0.00003406292,0.00008314388,0.00006453697,0.00007330401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007083629,0.000301262,0.4714013,0.0003242177,0.00005845474,0.00006657777,0.2583301,0.0003842865,0.001839619,0.1668954,0.001274562,0.0990534],"study_design_scores_gemma":[0.0001972528,0.00001478843,0.9574413,0.00001400937,0.00001281821,1.482576e-8,0.007846393,0.0001117673,0.0002962785,0.003306144,0.03065254,0.0001066715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709632,0.00001812378,0.0006675173,0.0009299356,0.00007609849,0.0002349652,0.000004227149,0.000303825,0.02680206],"genre_scores_gemma":[0.9899138,0.00003506659,0.0000545121,0.00002757807,0.00008941515,0.00001409625,0.00007166001,0.000006162458,0.009787711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.48604,"threshold_uncertainty_score":0.7041291,"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."}}