{"id":"W4413930461","doi":"10.1016/bs.atpp.2025.07.007","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in transport policy and planning","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.0002576633,0.000221156,0.0003895297,0.0002690786,0.0006542355,0.00001178275,0.0001452681,0.0003737713,0.00002278003],"category_scores_gemma":[0.00008145892,0.0002059765,0.00008178376,0.00009832824,0.0005541386,0.0002021999,0.0000263159,0.0003651159,0.000003077098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007728408,"about_ca_system_score_gemma":0.0002763557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001838779,"about_ca_topic_score_gemma":0.003605017,"domain_scores_codex":[0.9988685,0.0000202584,0.0002856795,0.0002617999,0.0002181023,0.0003456569],"domain_scores_gemma":[0.9994503,0.0002471509,0.0001084372,0.00008466583,0.00003288966,0.00007653796],"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":[0.00002388505,0.000004120127,0.001351881,0.00009732509,0.00002244654,0.00003982681,0.01892534,0.00001584717,2.096823e-7,0.9533466,0.0001491579,0.02602337],"study_design_scores_gemma":[0.0001586743,0.00001243812,0.0003579487,0.0006834536,0.00002185637,4.577613e-7,0.0008596024,6.554566e-7,9.474483e-7,0.2241794,0.7735046,0.0002199312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001044607,0.01820895,0.00001907936,0.001190763,0.0003625882,0.0001920101,0.00006017899,0.00005726744,0.9798047],"genre_scores_gemma":[0.04979426,0.1468394,0.00009962478,0.001507228,0.003138005,0.0000159985,0.00004935891,0.00002793792,0.7985282],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7733554,"threshold_uncertainty_score":0.8399477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190147580071895,"score_gpt":0.3603384105388142,"score_spread":0.3384369347380953,"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."}}