{"id":"W4401535087","doi":"10.1016/j.tra.2024.104189","title":"Travel behaviour changes among young adults and associated implications for social sustainability","year":2024,"lang":"en","type":"article","venue":"Transportation Research Part A Policy and Practice","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Travel behavior; Social sustainability; Transport engineering; Sociology; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004489691,0.0001117482,0.0001520655,0.0001858803,0.001656783,0.000308792,0.0001164048,0.0001813898,0.00003107373],"category_scores_gemma":[0.002828438,0.0001139159,0.00005439243,0.0007790178,0.0007974593,0.0009053976,0.000004749051,0.0003293886,8.917781e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719474,"about_ca_system_score_gemma":0.000795465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05596921,"about_ca_topic_score_gemma":0.1078119,"domain_scores_codex":[0.9979361,0.0005038399,0.0002443883,0.0004261491,0.0003700418,0.0005195164],"domain_scores_gemma":[0.9964072,0.002438891,0.00006665002,0.00009955822,0.00074992,0.0002377845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005496923,0.000356181,0.5196648,0.0006584012,0.0001091963,0.00001357786,0.1692121,5.888851e-7,0.00005370743,0.2906458,0.003195015,0.01554106],"study_design_scores_gemma":[0.000308693,0.00006683794,0.9449999,0.00002707952,0.00007424423,2.595182e-7,0.01679988,0.00001641195,0.00000750776,0.01384093,0.0237313,0.0001269107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798313,0.0005043846,0.0003640869,0.113841,0.00007470717,0.001671615,0.0007608994,0.0001373911,0.002814615],"genre_scores_gemma":[0.9970425,0.0004718193,0.00005145695,0.0001256761,0.0003896947,0.0004368,0.0001870931,0.00001487627,0.001280114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4253352,"threshold_uncertainty_score":0.9996429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210202755370446,"score_gpt":0.4900395098517424,"score_spread":0.3690192343146977,"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."}}