{"id":"W1985780231","doi":"10.3141/2017-01","title":"Sustainability in Transport","year":2007,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Sustainability; Sustainable transport; Transport policy; Public transport; Transportation planning; Business; Political science; Transport engineering; Environmental planning; Engineering","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02982667,0.0002740033,0.0005828012,0.001614944,0.001218936,0.0001064389,0.001879984,0.0003865222,0.0005907431],"category_scores_gemma":[0.0006167738,0.000221011,0.000563141,0.005502618,0.002374047,0.001278954,0.000004983908,0.003456093,0.00001160586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201225,"about_ca_system_score_gemma":0.002745908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1215536,"about_ca_topic_score_gemma":0.7780128,"domain_scores_codex":[0.9873863,0.001900973,0.002357873,0.0005790842,0.005867148,0.001908643],"domain_scores_gemma":[0.990301,0.001834524,0.000468515,0.0005978026,0.006103897,0.0006942868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001453038,0.0004863633,0.9663919,0.000168001,0.00003744205,0.0003056786,0.01633009,0.0001566043,0.0002189244,0.007189235,0.0007220547,0.006540665],"study_design_scores_gemma":[0.001237249,0.0001996342,0.9288527,0.0001694099,0.00002522214,6.554551e-8,0.01400479,0.000004498464,0.0003685323,0.01554784,0.03938554,0.0002045612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859906,0.0002350879,0.001325091,0.008266929,0.0006784878,0.001575875,0.0000261671,0.00004001037,0.00186168],"genre_scores_gemma":[0.9973786,0.0003736813,0.0005469536,0.00004964128,0.0003451819,0.00003494201,0.00001002991,0.00004270171,0.001218278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6564592,"threshold_uncertainty_score":0.9989976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08847691042637539,"score_gpt":0.4502774406903525,"score_spread":0.3618005302639771,"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."}}