{"id":"W4283396548","doi":"10.1080/01944363.2022.2033637","title":"Can We Retrofit Suburban Arterials?","year":2022,"lang":"en","type":"article","venue":"Journal of the American Planning Association","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Walkability; Retrofitting; Transport engineering; Suburbanization; Environmental planning; Urban planning; Geography; Built environment; Civil engineering; Metropolitan area; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01095567,0.0008804514,0.0008161705,0.002982791,0.00404428,0.01053558,0.003807541,0.002289905,0.007071623],"category_scores_gemma":[0.03560553,0.0005920407,0.0005689987,0.009189929,0.00603783,0.01081582,0.004052265,0.003125315,0.001406555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01464749,"about_ca_system_score_gemma":0.03787016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1268026,"about_ca_topic_score_gemma":0.2754136,"domain_scores_codex":[0.9918453,0.003837327,0.0003426455,0.001177979,0.001544539,0.001252165],"domain_scores_gemma":[0.9769819,0.008243371,0.002793348,0.001736773,0.007737374,0.002507261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001804828,0.0009157515,0.232994,0.004820189,0.0002119249,0.001545492,0.07305711,0.003419265,0.000971232,0.1195505,0.04558779,0.5167463],"study_design_scores_gemma":[0.00004642618,0.0003980289,0.1068034,0.006254246,0.0002299335,0.001027712,0.5277072,0.004749991,0.001676102,0.05824131,0.2927241,0.0001415391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6275142,0.02295533,0.0401501,0.2138357,0.001217314,0.002565491,0.00491541,0.0003635732,0.08648276],"genre_scores_gemma":[0.9089364,0.0213854,0.04667598,0.007928072,0.0002914291,0.001331668,0.001408127,0.000102366,0.01194047],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1268026,"threshold_uncertainty_score":0.252129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185924899618257,"score_gpt":0.2955992225195361,"score_spread":0.2770067325577104,"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."}}