{"id":"W4412561527","doi":"10.1016/j.tre.2025.104287","title":"The 15-minute city concept: An operations research perspective and a research agenda","year":2025,"lang":"en","type":"article","venue":"Transportation Research Part E Logistics and Transportation Review","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Perspective (graphical); Sociology; Engineering; Regional science; Operations research; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009231066,0.0002425227,0.0004031933,0.0005425554,0.003109136,0.0003325189,0.0003892437,0.0001970273,0.001743452],"category_scores_gemma":[0.0006343679,0.0001961909,0.00009872708,0.001805869,0.002048248,0.0003120374,0.00001017475,0.001708257,0.00008350405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000125529,"about_ca_system_score_gemma":0.0004150122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003039808,"about_ca_topic_score_gemma":0.0214914,"domain_scores_codex":[0.9932864,0.00256638,0.001078591,0.0008964642,0.001344177,0.0008280399],"domain_scores_gemma":[0.9925058,0.002102363,0.00007886685,0.0006554888,0.004353767,0.0003037204],"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":[0.0001472555,0.0002472968,0.001231447,0.0004630296,0.0001312827,0.00004116034,0.009145873,0.00005832024,0.00002739866,0.9516981,0.02726227,0.009546587],"study_design_scores_gemma":[0.001452203,0.0005373156,0.247834,0.001410421,0.0001296504,0.000004147706,0.02377228,0.0005653761,0.00004289496,0.01640448,0.7074523,0.0003949552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2377513,0.3668168,0.041649,0.1771293,0.004518445,0.03086549,0.005057903,0.001170679,0.135041],"genre_scores_gemma":[0.9208258,0.06518302,0.0002419403,0.0007313229,0.0001335596,0.001360768,0.0007291331,0.00003458144,0.01075986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9352936,"threshold_uncertainty_score":0.9991691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3210881068899369,"score_gpt":0.5723359138008807,"score_spread":0.2512478069109438,"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."}}