{"id":"W2048890648","doi":"10.1111/0033-0124.5504004","title":"Analyzing Changes in Urban Form and Commuting Time","year":2003,"lang":"en","type":"article","venue":"The Professional Geographer","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Metropolitan area; Suburbanization; TRIPS architecture; Geography; Duration (music); Economic geography; Categorical variable; Journey to work; Demographic economics; Demography; Socioeconomics; Regional science; Transport engineering; Sociology; Economics; Statistics; Public transport; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005067818,0.0001260885,0.000213381,0.001127841,0.0003495212,0.0006375918,0.0002929698,0.0001591043,0.002086628],"category_scores_gemma":[0.002734572,0.00008542141,0.0002727575,0.002453658,0.0003846493,0.0002952306,0.0004636923,0.0002207896,0.0001550135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001994834,"about_ca_system_score_gemma":0.001081268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5271769,"about_ca_topic_score_gemma":0.5975696,"domain_scores_codex":[0.999656,0.0001046202,0.0000141482,0.00006621754,0.00007854511,0.00008043421],"domain_scores_gemma":[0.9985415,0.0003791946,0.0003905218,0.000145299,0.0003666946,0.0001767507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003558336,0.00001428496,0.9915263,0.00001334646,0.00007911636,0.00002668236,0.0002254873,0.003032059,0.000157617,0.0003298679,0.0002559867,0.004303581],"study_design_scores_gemma":[8.632414e-7,0.00001621978,0.9963909,0.000002234837,0.000009956852,0.00001051085,0.0003022301,0.002677284,0.00004051333,0.00007256636,0.0004742812,0.000002467777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970421,0.00006301063,0.0007193244,0.00003333861,0.00000182219,0.000009954367,0.001221287,0.000009569899,0.0008995716],"genre_scores_gemma":[0.9988732,0.00002029272,0.0002136327,0.000003135039,0.000001319819,0.000005824482,0.0006131635,0.000001545953,0.0002678965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5271769,"threshold_uncertainty_score":0.9512154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821271894904317,"score_gpt":0.2997738371052082,"score_spread":0.281561118156165,"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."}}