{"id":"W4285415564","doi":"10.1332/policypress/9781529219005.003.0018","title":"Pandemic-and Future-Proofing Cities: Pedestrian-oriented Development as an Alternative Model to Transit-based Intensification Centers","year":2021,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Metropolitan area; Public transport; Pedestrian; Transit-oriented development; Urban planning; Land use; Transport engineering; Transit (satellite); Undo; Business; Geography; Environmental planning; Computer science; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003501243,0.0003992612,0.0004465569,0.0002225364,0.0004548432,0.0001707928,0.0003850215,0.0003390031,0.0000321802],"category_scores_gemma":[0.00004179996,0.0004175469,0.0001266327,0.00002660829,0.0003055554,0.0001447376,0.00004284133,0.0003581322,0.000002833491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431072,"about_ca_system_score_gemma":0.001390911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009177731,"about_ca_topic_score_gemma":0.006167559,"domain_scores_codex":[0.9975812,0.00008080763,0.0005263161,0.0007841986,0.0005766206,0.0004508384],"domain_scores_gemma":[0.9985754,0.00005984156,0.0002265743,0.0003753137,0.0003354697,0.0004273705],"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":[0.0004798406,0.0001007911,0.0008929352,0.0003715042,0.0003395326,0.0000428,0.2027314,0.000170318,0.0002099744,0.7240022,0.0001919155,0.07046674],"study_design_scores_gemma":[0.001920724,0.0001386096,0.0007630974,0.000983842,0.0003226045,0.000002351323,0.003680044,0.001386023,0.003198336,0.02140317,0.9639133,0.002287878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04763136,0.0004837069,0.01121485,0.001117247,0.0006924476,0.002100551,0.0002725116,0.0003841978,0.9361031],"genre_scores_gemma":[0.4975474,0.0002147768,0.003261117,0.003030844,0.003189824,0.0002247873,0.0004241346,0.0001658862,0.4919412],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9637214,"threshold_uncertainty_score":0.9998276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09438570483969126,"score_gpt":0.3399967372209567,"score_spread":0.2456110323812655,"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."}}