{"id":"W7135159827","doi":"","title":"Imagineering Urban Places: Enhancing the urban design process with a futures-driven approach to design for spatial equity","year":2023,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Urban design; Urban planning; Place identity; Normative; Process (computing); Spatial design; Equity (law); Design process; Capability approach; Design knowledge","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":[0.02298989,0.001334631,0.0005509242,0.002593687,0.007155407,0.01324204,0.002824521,0.003055042,0.01553528],"category_scores_gemma":[0.01951507,0.0007790331,0.001502653,0.001647447,0.02253066,0.01504753,0.01422724,0.003961442,0.002150237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00754261,"about_ca_system_score_gemma":0.008779531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003264933,"about_ca_topic_score_gemma":0.006821321,"domain_scores_codex":[0.9821586,0.01461846,0.0003355055,0.000870506,0.001421586,0.0005952189],"domain_scores_gemma":[0.9857487,0.009569262,0.0005408477,0.001958789,0.001338931,0.0008434003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006558775,0.0002076363,0.001279484,0.0005037301,0.00002010872,0.0004061942,0.1522336,0.007663797,0.001613943,0.7599931,0.00475161,0.07126124],"study_design_scores_gemma":[0.00007058138,0.0001843558,0.0007569118,0.0008265216,0.00003487659,0.0004587543,0.0786612,0.01165204,0.002986105,0.5635241,0.340766,0.00007857861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04051508,0.0008808563,0.7822275,0.01238763,0.0003416997,0.001167178,0.0001326058,0.0005570091,0.1617906],"genre_scores_gemma":[0.4032774,0.0008914836,0.5726246,0.001030099,0.00006185409,0.001530755,0.0001619852,0.0005391226,0.01988265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02298989,"threshold_uncertainty_score":0.1215836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258772113345362,"score_gpt":0.344790442097777,"score_spread":0.2189132307632408,"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."}}