{"id":"W4248402691","doi":"10.1080/02723638.2021.1940712","title":"Conversational urbanism","year":2021,"lang":"en","type":"article","venue":"Urban Geography","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Urbanism; Pragmatism; Sociology; New Urbanism; Competition (biology); Work (physics); Adaptation (eye); Environmental ethics; Geography; Ecology; Epistemology; Psychology; Architecture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00887112,0.0006912051,0.0003790184,0.001292069,0.01533679,0.01027883,0.001619164,0.003680143,0.008320817],"category_scores_gemma":[0.009426828,0.0003455112,0.0004275599,0.0009901201,0.03916773,0.01370389,0.01117314,0.004571225,0.00163541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005800593,"about_ca_system_score_gemma":0.003113094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752655,"about_ca_topic_score_gemma":0.004384782,"domain_scores_codex":[0.9842359,0.01323576,0.0001980595,0.0008149766,0.0007778906,0.0007374601],"domain_scores_gemma":[0.9940422,0.003870593,0.000382373,0.0005597283,0.0004430445,0.0007020098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000132991,0.00001071165,0.0002101194,0.00007143486,0.000003998755,0.0001157998,0.1125346,0.00008469891,0.0001575208,0.8679239,0.01316755,0.005706375],"study_design_scores_gemma":[0.000009149734,0.00001148856,0.0002109712,0.0001999354,0.000005434651,0.00020126,0.06878784,0.0004209968,0.0002547136,0.312989,0.6168935,0.00001579919],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03174288,0.0111492,0.04148826,0.1491115,0.002413745,0.0001104695,0.0001970618,0.0002900079,0.7634969],"genre_scores_gemma":[0.930416,0.003212904,0.005462353,0.009601812,0.000792807,0.0002286727,0.00009358264,0.0002027797,0.04998906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01533679,"threshold_uncertainty_score":0.04691553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224752524299192,"score_gpt":0.2477235664969843,"score_spread":0.2354760412539924,"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."}}