{"id":"W3162419327","doi":"10.1080/01944363.2021.1877181","title":"Redrawing the Planners’ Circle","year":2021,"lang":"en","type":"article","venue":"Journal of the American Planning Association","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); TRIPS architecture; Mile; Geography; Univariate; Multivariate statistics; Demographic economics; Statistics; Demography; Transport engineering; Mathematics; Sociology; Economics; 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":[0.05352536,0.0009032794,0.001137826,0.005734378,0.006217767,0.009641266,0.00427089,0.00512083,0.01711022],"category_scores_gemma":[0.1282966,0.001010251,0.0009197763,0.008428633,0.02820683,0.02892876,0.0113213,0.008896884,0.0025797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041443,"about_ca_system_score_gemma":0.01737683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554227,"about_ca_topic_score_gemma":0.01343818,"domain_scores_codex":[0.9575831,0.02667621,0.00110166,0.007430141,0.005384992,0.001823843],"domain_scores_gemma":[0.8977688,0.06259933,0.008231062,0.0158844,0.01073465,0.004781674],"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":[0.00009237787,0.00007960759,0.007099331,0.0003132518,0.0000285056,0.0001468113,0.02520795,0.0004392276,0.00007886487,0.8141971,0.06281056,0.08950637],"study_design_scores_gemma":[0.00008821052,0.0001686422,0.008800013,0.001651759,0.00005493186,0.0003872434,0.05590704,0.002372771,0.0006758274,0.3653017,0.5644984,0.00009339207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09492417,0.01606518,0.1014123,0.5438766,0.004552453,0.000931255,0.001188315,0.000482066,0.2365676],"genre_scores_gemma":[0.8655812,0.006885336,0.04105666,0.04678486,0.001684435,0.001580646,0.0003665707,0.0002984007,0.03576199],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05352536,"threshold_uncertainty_score":0.2830725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673817644590654,"score_gpt":0.3102030266567128,"score_spread":0.2934648502108063,"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."}}